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  1. Oct 2025
    1. Roots are in capitals,

      Roots are in capitals, and are not words in use at all, but serve as an elucidation of the words grouped together and a connection between them.

      J.R.R. Tolkien's note in the Qenya Lexicon[1]

    1. saaron knew

      Sauron new

      knew that he had been wrong - not everyone would want to use the ring for their own power and Glory

      yes Frodo succumbed at the very very end but - he and Sam made it that far and - fate or Providence or the intervention of Uru? himself did the rest

      some people are capable of selfless and purely good acts

      it wasn't just just Sauron who fell - it was his entire worldview

      hope and love and care and friendship - can triumph over evil - however powerful it may seem at the time

      Description

    1. La Prévention des Conflits d'Intérêts : Collectivités et Associations

      Synthèse

      Ce document de synthèse analyse les enjeux juridiques et pratiques liés à la prévention des conflits d'intérêts dans les relations entre les collectivités territoriales et les associations.

      Basé sur les interventions d'experts juridiques et de formateurs d'élus, il met en lumière les risques pénaux encourus et propose des préconisations concrètes.

      Les points critiques à retenir sont les suivants :

      • 1. Le conflit d'intérêts n'est pas une infraction, mais un signal d'alerte. La situation devient délictuelle lorsqu'un élu ou un agent public, conscient de ce conflit, ne se déporte pas et participe à une décision, tombant ainsi sous le coup de la prise illégale d'intérêt, une infraction pénale sévèrement sanctionnée (jusqu'à 5 ans d'emprisonnement et 500 000 € d'amende).

        1. La notion d'intérêt est extrêmement large. Elle couvre les intérêts matériels, mais aussi moraux ou familiaux. Il n'est pas nécessaire que l'élu se soit enrichi personnellement ou que la collectivité ait subi un préjudice ; la simple apparence d'une impartialité compromise peut suffire à caractériser l'infraction.
        1. La règle pour les élus impliqués dans une association est le "déport général". Qu'ils soient membres du bureau à titre personnel ou en tant que représentants de la commune, ils doivent s'abstenir de toute participation à une délibération concernant cette association.

      Ce déport doit être total :

      • ◦ Absence de participation à l'instruction du dossier.
      • ◦ Absence de participation aux débats.
      • ◦ Absence de participation au vote.
      • ◦ Sortie physique de la salle du conseil durant les débats et le vote.

        1. Les élus locaux sous-estiment massivement ce risque. Les formations de terrain révèlent que la préoccupation principale des élus concerne les aspects techniques des subventions, tandis que le risque de conflit d'intérêts est souvent ignoré, en particulier dans les petites communes où les interférences entre mandats électifs et vie associative sont pourtant maximales.
        1. Des outils et des bonnes pratiques existent pour sécuriser les processus.

      La responsabilité première incombe à chaque élu, qui doit s'auto-évaluer en permanence.

      Pour sécuriser les décisions, il est préconisé de voter les subventions au cas par cas, de systématiser la déclaration des conflits en début de séance et de s'appuyer sur des ressources externes comme la Haute Autorité pour la Transparence de la Vie Publique (HATVP) et le référent déontologue, désormais obligatoire pour toutes les communes.

      1. Le Cadre Juridique et les Risques Pénaux

      L'analyse juridique, menée par Luc Brunet de l'Observatoire SMAC, souligne la nécessité de distinguer deux notions fondamentales qui sont souvent confondues.

      Définitions Fondamentales : Conflit d'Intérêts vs. Prise Illégale d'Intérêt

      Le conflit d'intérêts est une situation, tandis que la prise illégale d'intérêt est une infraction pénale qui découle de la mauvaise gestion de cette situation. Caractéristique Conflit d'Intérêts Prise Illégale d'Intérêt Nature

      Une situation d'interférence entre un intérêt public et des intérêts (publics ou privés) de nature à influencer ou paraître influencer l'exercice d'une fonction.

      Une infraction pénale. Le fait de prendre, recevoir ou conserver, directement ou indirectement, un intérêt de nature à compromettre son impartialité.

      Source Légale Loi du 11 octobre 2013

      Article 432-12 du Code pénal

      Sanction

      Aucune (ce n'est pas une infraction). La situation doit être prévenue ou résolue.

      Jusqu'à 5 ans d'emprisonnement et 500 000 € d'amende.

      "Le conflit d'intérêts, c'est la vie. Nous avons tous des conflits d'intérêts. [...] Là où c'est pas normal [...] c'est quand on va se dire 'je vais surtout pas le dire que je suis en situation de conflit d'intérêt'. Et c'est là qu'on franchit la ligne jaune et qu'on passe [...] du côté du code pénal avec le délit de prise illégale d'intérêt." - Luc Brunet

      Le Champ d'Application Vaste de la Prise Illégale d'Intérêt

      Le délit de prise illégale d'intérêt est l'infraction numéro un pour laquelle les élus locaux sont poursuivis. Son champ d'application est particulièrement étendu :

      • Tous les domaines : Contrairement au délit de favoritisme (limité à la commande publique), il s'applique à toutes les décisions d'une collectivité : urbanisme, recrutement, vente de biens, et notamment les subventions aux associations.

      • Intérêt moral ou familial : L'intérêt n'est pas nécessairement matériel ou financier.

      • Absence de préjudice requis : L'infraction est constituée même si la collectivité n'a subi aucun préjudice, voire si elle a bénéficié de l'opération.

      • Intérêts indirects : Le délit couvre les intérêts pris par personne interposée (conjoint, ascendants, descendants, mais aussi amis proches).

      La jurisprudence retient une vision très large : "l'infraction s'arrête où le soupçon s'arrête".

      • La notion d'apparence : Il ne faut pas seulement ne pas être en conflit d'intérêts, mais aussi ne pas donner l'apparence de l'être.

      La Doctrine de la Haute Autorité pour la Transparence de la Vie Publique (HATVP)

      La HATVP a établi une doctrine pour clarifier les niveaux de risque. Pour les relations avec les associations, le risque est considéré comme large.

      • Zone Rouge (Risque Large) : Concerne la participation d'un élu au sein d'un organisme de droit privé, comme une association, que ce soit à titre personnel ou comme représentant de la commune.

      • Règle Appliquée : Le déport général. L'élu concerné doit s'abstenir de participer à toute délibération relative à cet organisme, y compris en l'absence d'enjeu financier direct. Adhérent ou Dirigeant : Une Distinction Cruciale ?

      La question se pose de savoir si un simple adhérent est soumis aux mêmes règles qu'un membre du bureau (président, trésorier, etc.).

      • Position de la HATVP (Avis du 3 mai 2022) : Le simple fait d'être adhérent ne justifie pas un déport systématique.

      Cependant, une analyse au cas par cas doit être menée en fonction de la nature de l'association, de son nombre d'adhérents et de l'objet de la délibération.

      • Conseil de Prudence : Face à l'incertitude de l'analyse au cas par cas, il est recommandé aux simples adhérents, par mesure de sécurité, de se déporter systématiquement lors du vote d'une subvention.

      2. Règles Pratiques et Préconisations La prévention repose sur une démarche rigoureuse et transparente.

      Les Quatre Étapes de la Prévention

      • 1. Identifier les situations à risque : L'élu doit se poser les bonnes questions sur ses liens personnels, familiaux ou associatifs en rapport avec les dossiers de la collectivité.

      • 2. Déclarer le conflit d'intérêts : Conformément à la Charte de l'élu local, l'élu doit faire connaître ses intérêts personnels avant le débat et le vote.

      • 3. Se déporter complètement : Le déport ne se limite pas au non-vote. L'élu ne doit participer ni à l'instruction du dossier, ni aux débats qui précèdent le vote.

      • 4. Ne pas influencer : L'élu doit s'abstenir de toute intervention, même informelle ("tirer les ficelles par derrière").

      Jurisprudence : Des Exemples Concrets et Marquants Deux cas illustrent la sévérité avec laquelle la justice appréhende ce délit :

      Le maire de Plougastel-Daoulas : Des élus membres du bureau d'une association ad hoc n'ont pas participé au vote de la subvention, mais sont restés dans la salle.

      Ce simple fait a été jugé suffisant pour caractériser une influence et a conduit à leur condamnation pour prise illégale d'intérêt.

      Une commune rurale de 250 habitants : Des élus, membres du bureau d'une association organisant la fête du village, ont participé au vote d'une subvention de 250 €.

      Ils ont été condamnés pour prise illégale d'intérêt suite à la plainte d'un opposant politique.

      Ces exemples démontrent que ni la bonne foi, ni la poursuite de l'intérêt général, ni le faible montant de la subvention ne constituent des protections contre une condamnation.

      Préconisations pour Sécuriser les Délibérations

      • Pas de vote global : Les subventions aux associations doivent être votées une par une, jamais en bloc.

      Sortir de la salle : L'élu concerné doit physiquement quitter la salle du conseil avant le début des débats et ne revenir qu'une fois le point de l'ordre du jour traité. Cette sortie doit être consignée au procès-verbal.

      Instaurer un "tour de table" déontologique : En début de chaque conseil, le maire peut demander à chaque élu de signaler d'éventuels conflits d'intérêts au regard de l'ordre du jour.

      3. Le Témoignage du Terrain : Entre Méconnaissance et Difficultés d'Application

      Le témoignage de Sophie Van migom, directrice d'un centre de formation pour élus, révèle un décalage important entre les exigences légales et la perception des élus sur le terrain.

      Une Prise de Conscience Limitée chez les Élus

      Lors des formations, les préoccupations des élus portent majoritairement sur des questions techniques (conventionnement, prêt de matériel, contrôle financier).

      Le risque de conflit d'intérêts est très rarement abordé spontanément, en particulier par les élus des petites communes.

      "Sur 90 participants, je n'ai que deux élus qui m'ont parlé de conflit d'intérêt. [...] Les élus des petites communes ne se posent pas la question, alors qu'il y a forcément des interférences entre leur mandat électif, leur vie familiale, leur vie associative." - Sophie Van migom

      Les Conséquences Pratiques et les Défis Opérationnels

      L'application stricte des règles de déport peut engendrer des difficultés de fonctionnement :

      • Problèmes de quorum : Dans une commune de 620 habitants, la mise en place de règles de déport strictes a conduit à ce que la moitié du conseil municipal sorte de la salle, empêchant le quorum d'être atteint. La seule solution est de reconvoquer le conseil, ce qui retarde la décision.

      • Paralysie de l'action des élus : Un élu engagé pour son expertise associative (ex: président de l'association des parents d'élèves devenu adjoint aux écoles) peut se retrouver dans l'incapacité d'agir sur les dossiers pour lesquels il a été élu.

      Les Doubles Sanctions : Pénale et Administrative Le non-respect des règles de déport expose l'élu et la collectivité à un double risque :

      1. Le risque pénal : L'élu est poursuivi pour prise illégale d'intérêt et le maire pour complicité.

      2. Le risque administratif : La délibération elle-même est illégale.

      Elle peut être annulée par le juge administratif suite à un recours d'un opposant, d'un contribuable ou du préfet. L'association pourrait alors être contrainte de rembourser la subvention perçue.

      4. Outils et Bonnes Pratiques

      La Responsabilité Personnelle de l'Élu

      C'est à chaque élu d'évaluer sa propre situation, d'informer le maire et le conseil, et de prendre la décision de se déporter.

      Cette réflexion doit être menée dès le début du mandat pour clarifier les limites de ses fonctions.

      Les Aides à la Décision

      Les élus ne sont pas seuls face à ces questionnements complexes. Ils peuvent solliciter :

      • La Haute Autorité pour la Transparence de la Vie Publique (HATVP) : Il est possible de saisir la HATVP pour obtenir un avis confidentiel et rapide sur une situation personnelle.

      • Le référent déontologue : Sa désignation est une obligation pour toutes les collectivités. Il offre un avis qui va au-delà du strict droit, en abordant les questions de probité et d'exemplarité.

      Cas Spécifiques Abordés

      • Agents de la collectivité : Ils sont également concernés par le délit.

      S'ils sont en situation de conflit d'intérêts sur un dossier (ex: instruction d'un marché public pour l'entreprise d'un proche), ils doivent le signaler à leur hiérarchie pour que le dossier leur soit retiré.

      • Subventions en nature : La mise à disposition de locaux, de matériel ou d'agents est considérée comme un avantage et suit exactement les mêmes règles de déport que les subventions financières.

      • Associations "transparentes" : Une association qui n'est en réalité que le prolongement de la collectivité (ex: toutes les décisions sont prises par la commune) pose des problèmes juridiques majeurs.

      Toutes les règles de la collectivité (comptabilité publique, marchés publics) s'appliquent alors à elle, créant un risque juridique élevé.

    1. Documento metodológico Medición de Cohesión Social en Chile con ELSOC

      Medición de cohesión social longitudinal en Chile

      Y en la presentación mencionar que es con ELSOC ... y qué es ELSOC, qué es COES, sentido del documento, etc etc. Es decir, falta redactar bien la presentación.

    1. pero su medición ha sido fragmentaria

      Relevaría aquí que, dada la relevancia de la cohesión social para mantener la estabilidad de la sociedad, el lazo etc, poder medirlo empiricamete es clave y ello es algo fragmentado a nivel internacional y no existe un esfuerzo como tal en Chile antes del OCS

    1. I found this page 6 years ago because I did a search for the phrase "metaphysics of adjacency" as the meaning/intent-full hash/name for what I've been out-tuiting towards at the time. That one post was the only one web page out of petazillions that had this three word combination on it I would call it today metanexialitic intenional tacit awareness

      From the ones adjacents its the ones that are portals to the longest trails well worth blazing and expolring

      all driven from future orientated awareness of possibilities

      or even impossibiities that desrve to be rendered inevitable and present

      How ridiculous LLMs look from this perspective?

      not to mention bogus notions like the manyverse?

      all its apparent plausibikity is lost if we consider new trails spanninn to the future starting at every moment

      https://via.hypothes.is/https://hyperpost.peergos.me/%F0%9F%8E%AD/gyuri/do/web/snarf/%F0%9F%93%85/2025/10/2/Metaphysics.of.Adjacency.html

    1. Reviewer #1 (Public review):

      Summary:

      The authors present MerQuaCo, a computational tool that fills a critical gap in the field of spatial transcriptomics: the absence of standardized quality control (QC) tools for image-based datasets. Spatial transcriptomics is an emerging field where datasets are often imperfect, and current practices lack systematic methods to quantify and address these imperfections. MerQuaCo offers an objective and reproducible framework to evaluate issues like data loss, transcript detection variability, and efficiency differences across imaging planes.

      Strengths:

      (1) The study draws on an impressive dataset comprising 641 mouse brain sections collected on the Vizgen MERSCOPE platform over two years. This scale ensures that the documented imperfections are not isolated or anecdotal but represent systemic challenges in spatial transcriptomics. The variability observed across this large dataset underscores the importance of using sufficiently large sample sizes when benchmarking different image-based spatial technologies. Smaller datasets risk producing misleading results by over-representing unusually successful or unsuccessful experiments. This comprehensive dataset not only highlights systemic challenges in spatial transcriptomics but also provides a robust foundation for evaluating MerQuaCo's metrics. The study sets a valuable precedent for future quality assessment and benchmarking efforts as the field continues to evolve.

      (2) MerQuaCo introduces thoughtful metrics and filters that address a wide range of quality control needs. These include pixel classification, transcript density, and detection efficiency across both x-y axes (periodicity) and z-planes (p6/p0 ratio). The tool also effectively quantifies data loss due to dropped images, providing tangible metrics for researchers to evaluate and standardize their data. Additionally, the authors' decision to include examples of imperfections detectable by visual inspection but not flagged by MerQuaCo reflects a transparent and balanced assessment of the tool's current capabilities.

      Weaknesses:

      (1) The study focuses on cell-type label changes as the main downstream impact of imperfections. Broadening the scope to explore expression response changes of downstream analyses would offer a more complete picture of the biological consequences of these imperfections and enhance the utility of the tool.

      (2) While the manuscript identifies and quantifies imperfections effectively, it does not propose post-imaging data processing solutions to correct these issues, aside from the exclusion of problematic sections or transcript species. While this is understandable given the study is aimed at the highest quality atlas effort, many researchers don't need that level of quality to compare groups. It would be important to include discussion points as to how those cut-offs should be decided for a specific study.

      (3) Although the authors demonstrate the applicability of MerQuaCo on a large MERFISH dataset, and the limited number of sections from other platforms, it would be helpful to describe its limitations in its generalizability.

    1. Reviewer #1 (Public review):

      The authors present MerQuaCo, a computational tool that fills a critical gap in the field of spatial transcriptomics: the absence of standardized quality control (QC) tools for image-based datasets. Spatial transcriptomics is an emerging field where datasets are often imperfect, and current practices lack systematic methods to quantify and address these imperfections. MerQuaCo offers an objective and reproducible framework to evaluate issues like data loss, transcript detection variability, and efficiency differences across imaging planes.

      Strengths

      (1) The study draws on an impressive dataset comprising 641 mouse brain sections collected on the Vizgen MERSCOPE platform over two years. This scale ensures that the documented imperfections are not isolated or anecdotal but represent systemic challenges in spatial transcriptomics. The variability observed across this large dataset underscores the importance of using sufficiently large sample sizes when benchmarking different image-based spatial technologies. Smaller datasets risk producing misleading results by over-representing unusually successful or unsuccessful experiments. This comprehensive dataset not only highlights systemic challenges in spatial transcriptomics but also provides a robust foundation for evaluating MerQuaCo's metrics. The study sets a valuable precedent for future quality assessment and benchmarking efforts as the field continues to evolve.

      (2) MerQuaCo introduces thoughtful metrics and filters that address a wide range of quality control needs. These include pixel classification, transcript density, and detection efficiency across both x-y axes (periodicity) and z-planes (p6/p0 ratio). The tool also effectively quantifies data loss due to dropped images, providing tangible metrics for researchers to evaluate and standardize their data. Additionally, the authors' decision to include examples of imperfections detectable by visual inspection but not flagged by MerQuaCo reflects a transparent and balanced assessment of the tool's current capabilities.

      Comments on revisions:

      All previous concerns have been fully addressed. The revised manuscript presents a robust, well-documented, and user-friendly tool for quality control in image-based spatial transcriptomics, a rapidly advancing area where objective assessment tools are urgently needed.

    2. Author response:

      The following is the authors’ response to the original reviews.

      Reviewer #1 (Public review):

      The authors present MerQuaCo, a computational tool that fills a critical gap in the field of spatial transcriptomics: the absence of standardized quality control (QC) tools for image-based datasets. Spatial transcriptomics is an emerging field where datasets are often imperfect, and current practices lack systematic methods to quantify and address these imperfections. MerQuaCo offers an objective and reproducible framework to evaluate issues like data loss, transcript detection variability, and efficiency differences across imaging planes.

      Strengths:

      (1) The study draws on an impressive dataset comprising 641 mouse brain sections collected on the Vizgen MERSCOPE platform over two years. This scale ensures that the documented imperfections are not isolated or anecdotal but represent systemic challenges in spatial transcriptomics. The variability observed across this large dataset underscores the importance of using sufficiently large sample sizes when benchmarking different image-based spatial technologies. Smaller datasets risk producing misleading results by over-representing unusually successful or unsuccessful experiments. This comprehensive dataset not only highlights systemic challenges in spatial transcriptomics but also provides a robust foundation for evaluating MerQuaCo's metrics. The study sets a valuable precedent for future quality assessment and benchmarking efforts as the field continues to evolve.

      (2) MerQuaCo introduces thoughtful metrics and filters that address a wide range of quality control needs. These include pixel classification, transcript density, and detection efficiency across both x-y axes (periodicity) and z-planes (p6/p0 ratio). The tool also effectively quantifies data loss due to dropped images, providing tangible metrics for researchers to evaluate and standardize their data. Additionally, the authors' decision to include examples of imperfections detectable by visual inspection but not flagged by MerQuaCo reflects a transparent and balanced assessment of the tool's current capabilities.

      Weaknesses:

      (1) The study focuses on cell-type label changes as the main downstream impact of imperfections. Broadening the scope to explore expression response changes of downstream analyses would offer a more complete picture of the biological consequences of these imperfections and enhance the utility of the tool.

      Here, we focused on the consequences of imperfections on cell-type labels, one common use for spatial transcriptomics datasets. Spatial datasets are used for so many other purposes that there are almost endless ways in which imperfections could impact downstream analyses. It is difficult to see how we might broaden the scope to include more downstream effects, while providing enough analysis to derive meaningful conclusions, all within the scope of a single paper. Existing studies bring some insight into the impact of imperfections and we expect future studies will extend our understanding of consequences in other biological contexts.

      (2) While the manuscript identifies and quantifies imperfections effectively, it does not propose post-imaging data processing solutions to correct these issues, aside from the exclusion of problematic sections or transcript species. While this is understandable given the study is aimed at the highest quality atlas effort, many researchers don't need that level of quality to compare groups. It would be important to include discussion points as to how those cut-offs should be decided for a specific study.

      Studies differ greatly in their aims and, as a result, the impact of imperfections in the underlying data will differ also, preventing us from offering meaningful guidance on how cut-offs might best be identified. Rather, our aim with MerQuaCo was to provide researchers with tools to generate information on their spatial datasets, to facilitate downstream decisions on data inclusion and cut-offs.

      (3) Although the authors demonstrate the applicability of MerQuaCo on a large MERFISH dataset, and the limited number of sections from other platforms, it would be helpful to describe its limitations in its generalizability.

      In figure 9, we addressed the limitations and generalizability of MerQuaCo as best we could with the available datasets. Gaining deep insight into the limitations and generalizability of MerQuaCo would require application to multiple large datasets and, to the best of our knowledge, these datasets are not available.

      Reviewer #2 (Public review):

      The authors present MerQuaCo, a computational tool for quality control in image-based spatial transcriptomic, especially MERSCOPE. They assessed MerQuaCo on 641 slides that are produced in their institute in terms of the ratio of imperfection, transcript density, and variations of quality by different planes (x-axis).

      Strengths:

      This looks to be a valuable work that can be a good guideline of quality control in future spatial transcriptomics. A well-controlled spatial transcriptomics dataset is also important for the downstream analysis.

      Weaknesses:

      The results section needs to be more structured.

      We have split the ‘Transcript density’ subsection of the results into 3 new subsections.

      Reviewer #3 (Public review):

      MerQuaCo is an open-source computational tool developed for quality control in imagebased spatial transcriptomics data, with a primary focus on data generated by the Vizgen MERSCOPE platform. The authors analyzed a substantial dataset of 641 freshfrozen adult mouse brain sections to identify and quantify common imperfections, aiming to replace manual quality assessment with an automated, objective approach, providing standardized data integrity measures for spatial transcriptomics experiments.

      Strengths:

      The manuscript's strengths lie in its timely utility, rigorous empirical validation, and practical contributions to methodology and biological discovery in spatial transcriptomics.

      Weaknesses:

      While MerQuaCo demonstrates utility in large datasets and cross-platform potential, its generalizability and validation require expansion, particularly for non-MERSCOPE platforms and real-world biological impact.

      We agree that there is value in expanding our analyses to non-Merscope platforms, to tissues other than brain, and to analyses other than cell typing. The limiting factor in all these directions is the availability of large enough datasets to probe the limits of MerQuaCo. We look forward to a future in which more datasets are available and it’s possible to extend our analyses

      Reviewer #1(Recommendation for the Author):

      (1) To better capture the downstream impacts of imperfections, consider extending the analysis to additional metrics, such as specificity variation across cell types, gene coexpression, or spatial gene patterning. This would deepen insights into how these imperfections shape biological interpretations and further demonstrate the versatility of MerQuaCo.

      These are compelling ideas, but we are unable to study so many possible downstream impacts in sufficient depth in a single study. Insights into these topics will likely come from future studies.

      (2) In Figure 7 legend, panel label (D) is repeated thus panels E-F are mislabelled. 

      We have corrected this error.

      (3) Ensure that the image quality is high for the figures. 

      We will upload Illustrator files, ensuring that images are at full resolution.

      Reviewer #2 (Recommendation for the Author):

      (1) A result subsection "Transcript density" looks too long. Please provide a subsection heading for each figure. 

      We have split this section into 3 with new subheadings.

      (2) The result subsection title "Transcript density" sounds ambiguous. Please provide a detailed title describing what information this subsection contains. 

      We have renamed this section ‘Differences in transcript density between MERSCOPE experiments’.

      Minor: 

      (1) There is no explanation of the black and grey bars in Figure 2A.

      We have added information to the figure legend, identifying the datasets underlying the grey and black bars.

      (2) In the abstract, the phrase "High-dimension" should be "High-dimensional". 

      We have changed ‘high-dimension’ to ‘high-dimensional’.

      (3) In the abstract, "Spatial results" is an unclear expression. What does it stand for? 

      We have replaced the term ‘spatial results’ with ‘the outputs of spatial transcriptomics platforms’.

      Reviewer #3 (Recommendation for the Author):

      (1) While the tool claims broad applicability, validation is heavily centered on MERSCOPE data, with limited testing on other platforms. The authors should expand validation to include more diverse platforms and add a small analysis of non-brain tissue. If broader validation isn't feasible, modify the title and abstract to reflect the focus on the mouse brain explicitly.

      We agree that expansion to other platforms is desirable, but to the best of our knowledge sufficient datasets from other platforms are not available. In the abstract, we state that ‘… we describe imperfections in a dataset of 641 fresh-frozen adult mouse brain sections collected using the Vizgen MERSCOPE.’

      (2) The impact of data imperfections on downstream analysis needs a more comprehensive evaluation. The authors should expand beyond cluster label changes to include a) differential expression analysis with simulated imperfections, b) impact on spatial statistics and pattern detection, and c) effects on cell-cell interactions. 

      Each of these ideas could support a substantial study. We are unable to do them justice in the limited space available as an addition to the current study.

      (3) The pixel classification workflow and validation process need more detailed documentation. 

      The methods and results together describe the workflow and validation in depth. We are unclear what details are missing.

      (4) The manuscript lacks comparison to existing. QC pipelines such as Squidpy and Giotto. The authors should benchmark MerQuaCo against them and provide integration options with popular spatial analysis tools with clear documentation.

      To the best of our knowledge, Squidpy and Giotto lack QC benchmarks, certainly of the parameters characterized by MerQuaCo. Direct comparison isn’t possible.

    1. Ma thèse, Histoire de l’imprimerie, du livre et de l’édition vietnamienne en Cochinchine : Traitement et analyse du fonds Indochinois (1890-1945), s’inscrit dans cette perspective.

      Puisque la thèse est désormais soutenue, y a-t-il un lien où il serait possible de renvoyer le lectorat ? Elle pourrait minimalement être intégrée à la bibliographie.

    2. De son côté, après son retour à Sài Gòn, Phan Vô Kỵ co-fonde l’Association des bibliothèques du Viêtnam en 1958.

      Un peu de contexte supplémentaire serait nécessaire ici. Dans le passage précédent, on croit comprendre que la demande de stage de Phan Vô Kỵ à la bibliothèque nationale est refusée ; il est pourtant ici question de « retour à Sài Gòn » (depuis la France, croit-on comprendre). Vous citez également le dossier personnel d'employé de Phan Vô Kỵ à la BnF : y a-t-il donc finalement occupé un rôle ? Si c'est le cas, il serait bon de préciser lequel.

    3. Archives et Bibliothèque nationale du Sud Việt Nam, demande à entreprendre un stage à la Bilbiothèque nationale27. Toutefois, la Bibliothèque nationale refuse sa demande de stage, jugeant son niveau trop élémentaire pour un apprentissage à long terme. Ces nouvelles trajectoires traduisent une évolution des pratiques documentaires au Sud Viêtnam

      Y a-t-il une raison pour laquelle « Sud Viêtnam » est orthographié de deux manières différentes ?

    1. Synthèse sur le rôle de l'alcool dans la société

      Résumé

      Ce document de synthèse analyse le rôle complexe et paradoxal de l'alcool dans la société, en se basant sur des perspectives historiques, socioculturelles, scientifiques et politiques.

      L'alcool est présenté comme une substance à double tranchant : d'une part, un puissant lubrifiant social et un pilier de rituels culturels et de moments de convivialité, profondément ancré dans l'histoire de l'humanité depuis des millénaires.

      D'autre part, il est une force destructrice majeure, responsable de 2 200 décès par jour en Europe selon l'OMS, lié à plus de 200 maladies, et engendrant des coûts sociétaux colossaux, estimés à 57 milliards d'euros par an rien qu'en Allemagne.

      Le document met en lumière l'ambivalence fondamentale de la société face à l'alcool, oscillant entre sa célébration dans les rituels et la stigmatisation de la dépendance individuelle.

      Les tentatives historiques et modernes de régulation se sont souvent heurtées à une forte résistance populaire, illustrant la difficulté de gérer une substance si intimement liée au plaisir, à l'identité et à la cohésion sociale.

      En définitive, les politiques les plus efficaces pour réduire les méfaits de l'alcool, à savoir l'augmentation des prix et la limitation de l'accès, se heurtent à cette acceptation culturelle profondément enracinée.

      1. Le Paradoxe Fondamental de l'Alcool : Plaisir et Destruction

      L'alcool occupe une place centrale et ambivalente dans la société, incarnant à la fois le plaisir et le danger.

      Cette dualité est au cœur de notre rapport à cette substance.

      Le Côté Positif : L'alcool est associé à des sensations agréables, comme une "douce sensation de chaleur dans le ventre", et à des contextes plaisants.

      Il est perçu comme un facilitateur de convivialité, pouvant donner lieu à des "conversations intéressantes" et favoriser le sentiment d'appartenance.

      Une citation résume bien ce paradoxe :

      "je dis toujours que j'ai passé certaines des meilleures nuits de ma vie avec de l'alcool et aussi certaines des pires."

      Le Côté Sombre : Son pouvoir destructeur est immense.

      Mortalité : L'OMS estime qu'environ 2 200 personnes meurent chaque jour en Europe à cause de l'alcool.      ◦ Maladies : Des études récentes lient une consommation régulière d'alcool à plus de 200 maladies.   

      Dépendance : L'alcool est la troisième substance la plus addictive en Allemagne, après le tabac et les médicaments.

      En France, une personne sur dix a un problème avec l'alcool.   

      Conséquences Sociales : Il mène à la solitude, l'anxiété, la dépression et la dépendance.

      Bien que la consommation globale soit en baisse en Europe, elle reste significative.

      En Allemagne, elle est passée de 141 L à 115 L de boisson alcoolisée par an et par habitant depuis 2008, ce qui équivaut encore à "une bière par jour".

      2. Une Perspective Historique : Un Compagnon de l'Humanité

      La relation de l'humanité avec l'alcool est millénaire, suggérant qu'il a pu jouer un rôle dans notre évolution et le développement de nos civilisations.

      Origines Ancestrales : Des indices suggèrent que l'alcool est "aussi vieux que l'humanité".

      ◦ Des archéologues ont découvert en Chine des récipients contenant des restes de vin vieux de 9 000 ans.   

      ◦ En Géorgie, la consommation d'alcool remonte à au moins 8 000 ans.  

      ◦ La découverte est probablement fortuite, issue de fruits fermentés naturellement.

      Avantages Historiques :

      Source d'Énergie : 1 gramme d'alcool contient 7 calories, soit presque le double des protéines ou des glucides.  

      Sécurité Sanitaire : L'alcool dissout la membrane des germes, rendant les boissons fermentées (bière, vin) plus sûres à consommer que l'eau potentiellement contaminée.  

      Moyen de Paiement : La bière était utilisée comme une quasi-monnaie.

      Un bulletin de paie en argile de Mésopotamie, vieux de 5 000 ans, indique des unités de bière.

      En Égypte, les ouvriers des pyramides étaient rémunérés en bière.

      Consommation Massive : Au Moyen Âge en Europe, des chercheurs estiment la consommation à 3 litres de boisson alcoolisée par jour et par habitant, y compris pour les enfants.

      3. Le Rôle Socioculturel : Ciment des Relations Humaines

      L'alcool est omniprésent dans les structures sociales, agissant comme un "lubrifiant social" et un marqueur des moments importants.

      Cohésion Sociale :

      ◦ Il favorise le "sentiment d'appartenance" en créant une expérience collective.   

      ◦ Une expérience a montré qu'un groupe consommant un peu de vodka "interagissait davantage, riait beaucoup plus et passait globalement un moment plus agréable".  

      ◦ Des études indiquent que les personnes qui fréquentent régulièrement les bars avec modération sont mieux intégrées socialement.

      Rituels et Célébrations : L'alcool sert à marquer la frontière entre le "quotidien et la normalité de l'exceptionnel".

      ◦ Il est présent à chaque étape de la vie : naissance ("mouiller la tête"), mariages (champagne), enterrements.   

      ◦ Même dans un contexte religieux, le vin est utilisé pour représenter le sang du Christ.  

      ◦ Utiliser une boisson plus chère et exceptionnelle comme le champagne pour un anniversaire est une façon de "marquer un moment solennel".

      Influence sur le Développement Sociétal :

      Sédentarisation : Une théorie postule que la production de bière sur des sites comme Göbekli Tepe (il y a 12 000 ans) a pu renforcer la cohésion sociale et inciter les groupes humains à se sédentariser.    

      Infrastructures : La production d'alcool a influencé le développement des moyens de transport (fûts), des espaces de stockage et des bâtiments (brasseries).

      Variations Culturelles : Les coutumes de consommation varient :

      Norvège : Sobriété la semaine, forte consommation le week-end.  

      France/Italie : Un verre de vin au déjeuner.

      4. Impacts sur la Santé et Mécanismes d'Action

      D'un point de vue chimique et biologique, les effets de l'alcool sur le corps expliquent à la fois son attrait et sa dangerosité.

      La Molécule d'Éthanol : Petite molécule (deux atomes de carbone, six d'hydrogène, un d'oxygène), elle traverse facilement la barrière hémato-encéphalique pour agir sur le cerveau.

      Action sur les Neurotransmetteurs : L'alcool influence trois systèmes principaux : | Système | Effet Principal | Conséquence | | :--- | :--- | :--- | | GABA | Anxiolytique | Sensation de détente, réduction de l'anxiété | | Glutamate | Augmente la vigilance | Stimulation de la présence et de l'attention | | Dopamine | Rend heureux | Sensation de plaisir, voire d'euphorie |

      Toxicité Métabolique :

      ◦ Le foie transforme l'alcool en acétaldéhïde, qui est un "poison".   

      ◦ Cette substance circule dans le sang et atteint tous les organes (cerveau, peau, etc.).  

      Dommages Spécifiques : L'alcool peut provoquer des gastrites (attaque des muqueuses de l'estomac), endommager le foie, entraîner une atrophie du cervelet et être toxique pour le pancréas.  

      Risque de Cancer : La consommation régulière d'alcool augmente le risque de tumeurs et de cancer.

      5. Dépendance, Coûts et Ambivalence Sociétale

      La société entretient une relation contradictoire avec l'alcool, le célébrant tout en laissant les individus gérer seuls ses conséquences les plus graves.

      La Dépendance :

      ◦ La plus grande difficulté est le déni : "plus les gens sont dépendants, moins ils se rendent compte qu'ils le sont."   

      ◦ La dépendance isole l'individu, produisant l'effet inverse du sentiment d'appartenance initialement recherché.

      Coûts Économiques :

      ◦ Selon l'annuaire des addictions, l'alcool coûte 57 milliards d'euros par an en Allemagne.  

      ◦ Ces coûts incluent les délits, la violence, la conduite en état d'ivresse, les arrêts maladie et les traitements.

      L'Hypocrisie Sociale :

      ◦ La société vend l'alcool comme "quelque chose de positif associé à des fêtes", mais "ceux qui ne savent pas gérer leur consommation sont livrés à eux-mêmes".

      La responsabilité est individualisée.   

      ◦ Cette ambivalence se reflète dans les politiques publiques : en 2024, la Société allemande de nutrition a recommandé "zéro alcool", tandis que 30 % du budget de prévention des addictions était supprimé.  

      ◦ La publicité pour l'alcool reste peu réglementée et la "consommation accompagnée" (dès 14 ans) est autorisée en Allemagne.

      6. Les Tentatives de Régulation et la Résistance Populaire

      L'histoire montre que les tentatives de contrôle de la consommation d'alcool par les autorités se sont souvent soldées par des échecs face à la pression sociale.

      Le Cas de la Bavière (1844) : Le roi Louis Ier a tenté d'augmenter le prix de la bière.

      La mesure a provoqué de tels "remous au sein de la population" qu'elle a été annulée après seulement quatre jours.

      L'alcool est perçu comme un "dernier bastion qui nous permet de nous distinguer en tant qu'être humain".

      La Campagne de Gorbatchev (années 1980) : Mikhaïl Gorbatchev a lancé une campagne anti-alcool en URSS pour améliorer la santé publique.

      Résultats sanitaires : La mortalité a considérablement diminué durant cette période.   

      Échec politique : La campagne a été un "désastre" pour Gorbatchev, contribuant à sa chute. L'ironie veut qu'il ait cédé le pouvoir à Boris Eltsine, "notoirement alcoolique".

      La Prohibition aux États-Unis : Bien qu'elle ait généré un marché noir, la prohibition a entraîné une baisse considérable de la consommation d'alcool et des maladies et décès qui y sont liés.

      L'Ambivalence de l'Église : L'Église chrétienne a prêché la modération ("l'idéal chrétien de la juste mesure") tout en intégrant le vin dans ses rites les plus sacrés (la Cène, les noces de Cana), illustrant une "hypocrisie généralisée vis-à-vis de l'alcool".

      7. Vers des Politiques Efficaces ?

      Le document suggère que les campagnes de sensibilisation actuelles sont largement inefficaces et que des mesures plus structurelles sont nécessaires pour réduire les méfaits de l'alcool.

      Inefficacité des Campagnes : Les campagnes de sensibilisation sont jugées peu efficaces ; elles servent surtout à "donner bonne conscience".

      Les Deux Leviersefficaces : Pour réduire la consommation, deux mesures sont jugées primordiales :

      1. Limiter l'accès à l'alcool.    2. Augmenter son prix.

      L'Exemple du Tabac : Le Royaume-Uni est cité en exemple.

      Avec un paquet de cigarettes à 16 €, le taux de fumeurs est de 11,9 %, contre 24,5 % en France et 20,1 % en Allemagne, où les prix sont plus bas.

      La Question de la Fiscalité : Il est noté que l'alcool est "très bon marché" dans de nombreuses régions d'Europe. Par exemple, la taxe minimale sur le vin fixée au sein de l'UE est de 0 €.

      8. Conclusion : Accepter une Réalité Humaine et Complexe

      L'attrait pour l'alcool, malgré ses dangers connus, semble être une caractéristique profondément humaine, liée à une "dimension autodestructrice" ou à un "désir d'échapper à la réalité de la vie".

      Les individus réagissent souvent avec colère aux avertissements, les percevant comme une forme d'infantilisation.

      La conclusion suggère qu'il est peut-être impossible d'apprécier l'alcool "sans la double morale qui l'accompagne".

      La première étape serait de reconnaître pleinement le paradoxe de l'alcool, ses avantages et ses inconvénients, afin d'apprendre à vivre avec cette substance complexe qui ne semble pas prête de disparaître de nos sociétés.

    1. L'Éducation comme Instrument de Pouvoir : Une Analyse Historique

      https://www.youtube.com/watch?v=JCKbqhfFKy8

      Résumé

      Ce document de synthèse analyse le rôle historique de l'éducation, démontrant qu'au-delà de son idéal d'épanouissement personnel et de service du bien commun, elle a principalement été un instrument stratégique utilisé par les élites pour asseoir et maintenir leur pouvoir.

      L'analyse, qui s'étend de la Sparte antique à l'époque contemporaine, révèle un schéma récurrent :

      la mise en place de systèmes d'instruction publique est souvent une réponse directe aux troubles sociaux et vise à former des citoyens obéissants, à consolider des empires et à imposer des normes culturelles.

      Des cas d'étude allant de la Prusse, pionnière de l'école obligatoire pour mater les révoltes paysannes, à la Chine impériale, utilisant des examens méritocratiques pour briser le pouvoir de la noblesse, illustrent cette thèse.

      L'exemple tragique des pensionnats autochtones au Canada expose la forme la plus extrême de cette instrumentalisation, où l'éducation devient une arme de domination culturelle et d'éradication.

      En conclusion, l'histoire révèle une tension fondamentale entre une éducation visant l'autonomie et la pensée critique, et une formation axée sur la performance, l'obéissance et la consolidation du statu quo.

      1. Introduction : Le Droit à l'Éducation et ses Desseins Cachés

      L'idéal moderne de l'éducation, tel que conçu par Platon comme une sortie de "la caverne de notre propre ignorance" et consacré par l'article 26 de la Déclaration universelle des droits de l'homme de 1948, postule l'instruction comme un droit fondamental au service de l'intérêt général.

      Des études américaines corrèlent même un diplôme universitaire à une espérance de vie accrue de près de neuf ans.

      Cependant, un examen historique approfondi soulève une question essentielle : l'éducation a-t-elle toujours poursuivi cet objectif d'émancipation ?

      L'histoire suggère que l'instruction publique a souvent été un outil au service d'intérêts politiques et de stratégies de pouvoir bien définies.

      2. Les Origines du Contrôle Social par l'Instruction

      Loin d'être une invention des démocraties modernes, l'instruction publique obligatoire trouve ses racines dans des régimes autocratiques qui y ont vu un moyen efficace de garantir l'ordre social et la stabilité de leur pouvoir.

      Sparte : Former le Guerrier-Citoyen Obéissant

      Le premier exemple d'un système éducatif public structuré ne se trouve pas dans l'Athènes démocratique, mais dans la dictature militaire et esclavagiste de Sparte.

      Contexte de Domination : La société spartiate était composée d'une minorité de citoyens libres (les Spartiates) dominant une très large population d'hilotes, des serfs autochtones.

      Le rapport était estimé à sept hilotes pour un Spartiate.

      L'Agogé, un Outil de Contrôle : Pour maintenir le contrôle sur cette population asservie et supérieure en nombre, Sparte a mis en place l'agogé.

      Il s'agissait d'un système éducatif public et obligatoire pour les garçons spartiates dès l'âge de 7 ans, conçu comme un camp d'entraînement militaire visant à former des "guerriers surhumains".

      Objectifs Pédagogiques : L'accent était mis sur l'endurance, l'obéissance et la suppression de toute faiblesse, comme en témoigne le "concours de flagellation".

      Une Alphabétisation Stratégique : Bien que les hilotes en soient exclus, le programme incluait l'alphabétisation.

      L'objectif n'était pas l'épanouissement intellectuel, mais une compétence militaire :

      "Si un spartiate est envoyé en mission d'espionnage et qu'il intercepte un message écrit, il doit être capable de le lire."

      Conclusion : L'éducation spartiate n'avait pas pour but le développement personnel mais la formation de citoyens-soldats obéissants, un instrument essentiel à la survie du pouvoir en place.

      L'Empire Carolingien : Unifier pour Mieux Régner

      Après la chute de l'Empire romain d'Occident, Charlemagne initia la première grande expansion de l'éducation en Europe.

      Son projet, loin d'être purement altruiste, était une manœuvre calculée pour consolider son vaste empire.

      Besoin Administratif : Pour contrôler son territoire, Charlemagne avait besoin d'une administration solide et unifiée.

      L'école de la cour servait de "vivier de futur haut fonctionnaire".

      Unification Religieuse et Culturelle : Le pouvoir de l'empereur reposant sur Dieu, il était crucial de diffuser un christianisme uniformisé.

      La réforme éducative visait à améliorer le niveau des ecclésiastiques et à standardiser la liturgie dans tout l'empire.

      Harmonisation de l'Écriture : Pour une administration efficace, une écriture commune était nécessaire.

      La "minuscule Caroline" fut développée à cette fin, unifiant la communication écrite.

      Cette police est l'ancêtre directe de la police de caractères Times New Roman.

      Conclusion : Pour Charlemagne, l'éducation n'était pas une fin en soi, mais un "instrument nécessaire pour maintenir la cohésion de l'empire".

      La Prusse : L'École Obligatoire comme Rempart contre les Révoltes

      C'est en Prusse, en 1763, que Frédéric II promulgua la loi créant le premier système d'enseignement primaire obligatoire au monde.

      L'analyse de la politologue Agustina Paglayan révèle que cette initiative, loin d'être un progrès démocratique, était une stratégie de contrôle social.

      Le Paradoxe des Autocraties : Paglayan souligne que "ce ne sont pas les démocraties qui ont conduit à la création d'un enseignement primaire dans le monde occidental.

      Celui-ci s'est surtout développé et étendu avant que les pays ne deviennent démocratiques."

      L'Éducation en Réponse aux Crises : Un schéma récurrent a été identifié :

      la plupart des lois sur la scolarité obligatoire ont été adoptées juste après des révoltes populaires.

      Prusse (milieu du 18e siècle) : La loi est promulguée suite à des rebellions paysannes.    ◦ Massachusetts (années 1780) :

      La première loi américaine sur la scolarité obligatoire répond à la révolte de Shays.  

      France (1833) : La loi suit la révolution de Juillet.   

      Pérou (2000) : La scolarité est imposée dans les anciennes zones rebelles après une guerre civile de 20 ans.

      Objectif : l'Endoctrinement : Face à la peur des masses, les élites politiques ont utilisé l'école primaire pour "enseigner aux enfants que le statut quo est acceptable et qu'il n'y a aucune raison de se rebeller".

      L'enfance est ciblée car c'est la période où "les valeurs morales et les comportements politiques se façonnaient le mieux".

      L'École comme "Prison de Jour" : Reprenant les idées de Michel Foucault, le document décrit l'école comme une institution disciplinaire.

      Les enseignants agissent comme des gardiens, inculquant la ponctualité, l'immobilité, la sagesse et la soumission.

      Le but est de "créer une machine sociale bien huilée".

      Le Modèle Humboldtien : Une vision alternative fut proposée par le Prussien Wilhelm von Humboldt, pour qui l'éducation devait viser l'épanouissement personnel de chaque individu, "quel que soit leur origine sociale".

      Cependant, après la défaite de Napoléon, ses idées jugées "dangereuses" furent écartées au profit d'un retour à l'"obéissance aveugle".

      3. L'Éducation comme Outil de Sélection et de Pouvoir

      Au-delà de l'inculcation de l'obéissance, l'éducation a aussi servi à structurer les hiérarchies du pouvoir, comme le montre l'exemple de la Chine impériale.

      La Chine Impériale et le Système des Examens (Keju)

      Pendant plus de 1000 ans, la Chine a utilisé un système d'examens (le Keju, institué au 7e siècle) pour attribuer les postes de la fonction publique.

      Une Méritocratie de Façade : En apparence, le système était basé sur le mérite.

      Les candidats, parfois près d'un million pour environ 400 postes de finalistes, devaient mémoriser des classiques confucéens comptant jusqu'à 400 000 caractères.

      Un Objectif Politique : L'objectif réel de l'empereur était de limiter l'emprise des familles nobles qui contrôlaient traditionnellement l'administration.

      En instituant un système basé sur des examens, il étendait son propre pouvoir en créant une bureaucratie qui lui était directement redevable.

      Influence Globale : Ce modèle, basé sur le mérite pour contrer le népotisme, a inspiré des réformes similaires jusqu'en Angleterre au milieu du 19e siècle.

      4. L'Éducation comme Arme de Domination Culturelle

      Le cas des pensionnats pour autochtones au Canada représente l'utilisation la plus sinistre de l'éducation, où elle est détournée pour devenir un outil d'éradication culturelle.

      Le Témoignage de Gary Godfriitson (Peuple Sir Weepom)

      Gary Godfriitson, gardien du savoir de la communauté Sir Weepom, décrit le système éducatif autochtone traditionnel comme étant basé sur "une étude attentive des enfants" pour découvrir leurs talents individuels et leur assigner des mentors experts.

      Ce système, jugé "rétrograde" par les colons européens, fut systématiquement démantelé.

      Les Pensionnats : Des écoles spéciales, ou pensionnats, furent créées avec pour objectif de "détruire les cultures autochtones du Canada".

      Gary Godfriitson, entré à 5 ans, se souvient : "Nous avons appris à nous taire. Nous avons appris que nous n'avions pas de voix dans ces pensionnats."

      Un Système d'Abus : Les enfants étaient soumis à un régime de discipline stricte, de prières constantes et de travail forcé ("un camp de travail pour enfants").

      Ils subissaient "toutes sortes de violences (...) sexuel, physique, émotionnel".

      Bilan Tragique : Environ 150 000 enfants autochtones sont passés par ces établissements.

      Un institut de recherche canadien estime qu'au moins 4 100 d'entre eux y sont morts de maladie, de négligence, de mauvais traitements ou en tentant de fuir.

      Un Projet Colonial Global : Ces pensionnats n'étaient pas une exception mais "l'un des outils majeurs pour la domination culturelle et soumettre l'autre".

      5. Conclusion : Quelle Finalité pour l'Éducation de Demain ?

      L'histoire démontre que l'éducation a trop rarement été "vouée au seul bien commun".

      Elle a plus souvent servi à "garantir le pouvoir, à orienter les carrières et à imposer des normes".

      Aujourd'hui, une tension persiste entre deux modèles :

      1. L'Éducation comme Formation : Un modèle axé sur la performance, la fonctionnalisation et la monétisation des connaissances, qui forme des individus adaptés à une "machine sociale bien huilée".

      2. L'Éducation comme Épanouissement : Le modèle de Humboldt, qui privilégie le développement personnel, la recherche de la connaissance et du sens, et qui promeut la pensée critique et la créativité comme compétences fondamentales.

      La question finale demeure : "Quelle formule souhaitons-nous pour l'avenir ?

      Une éducation qui nous dicte ce que nous devons savoir ou une éducation qui nous aide à découvrir qui nous voulons vraiment être ?"

    1. A diferencia de la escritura, no es claro cuál es el beneficio concreto que pueda traernos la inteligencia artificial para que se justifique su eventual omnipresencia (y el atrofiamiento que ella implica).

      Esa parte me llamó mucho la atención porque siento que tiene razón. Hoy todo el mundo habla de la inteligencia artificial como si fuera algo que va a solucionarlo todo, pero en realidad todavía no sabemos si nos está ayudando tanto como creemos o si más bien nos está volviendo cómodos. A veces parece que dependemos demasiado de ella y se nos olvida pensar o crear por nuestra cuenta. Yo creo que, como con todo, lo importante es usarla con medida, sin dejar que nos quite lo que nos hace humanos.

    1. Como se instrumentarán a través del FMI vía swap, piensan en ambos costados de las orillas donde se diseñó el plan, no se requerirá ni una ley en Argentina ni una autorización del Congreso de los Estados Unidos

      Point

    1. Synthèse sur les Impacts de la Séparation Parentale sur les Enfants

      Résumé (11 sources)

      La séparation parentale est un phénomène sociétal majeur qui a des répercussions profondes et multidimensionnelles sur les enfants.

      Les impacts varient considérablement en fonction de l'âge de l'enfant au moment de la rupture, du niveau de conflit entre les parents, du contexte socio-économique et du mode de garde adopté.

      Cette synthèse, basée sur une analyse de plusieurs études et rapports, met en lumière les conséquences psychologiques, scolaires, professionnelles et économiques de la séparation sur les enfants et les jeunes adultes.

      Les impacts les plus significatifs sont :

      1. Conséquences Économiques et Matérielles : La séparation entraîne une baisse de niveau de vie marquée et durable pour les enfants, estimée à 19 % en moyenne l'année de la rupture et persistant à 12 % cinq ans après. Le taux de pauvreté des enfants concernés double, passant à 29 % l'année de la séparation. Cette précarité est particulièrement notable pour les enfants résidant principalement avec leur mère et ceux issus de ménages au niveau de vie intermédiaire avant la rupture. La séparation provoque également des déménagements fréquents (six enfants sur dix dans les trois ans) et une diminution de l'accès à la propriété pour le parent gardien.

      2. Répercussions sur la Réussite Scolaire et Professionnelle : Les études convergent pour montrer que la séparation parentale avant 18 ans est associée à une réussite scolaire plus faible. Cela se traduit par une durée d'études réduite, une probabilité moindre d'obtenir un diplôme et des performances académiques inférieures. Les garçons semblent particulièrement affectés en matière de rendement scolaire. De plus, les jeunes issus de familles recomposées manifestent un désir d'indépendance plus précoce, les poussant vers des "petits boulots" ou des formations courtes au détriment d'études longues, souvent pour éviter de peser financièrement sur une structure familiale perçue comme fragile.

      3. Impacts Psychologiques et Comportementaux : L'âge de l'enfant est un facteur déterminant de sa compréhension, de ses émotions et de ses réactions. Les plus jeunes (moins de 5 ans) peuvent subir des retards de développement et développer un fort sentiment d'insécurité. Les enfants d'âge scolaire (6-12 ans) sont confrontés à des conflits de loyauté et peuvent développer des stratégies d'adaptation complexes. Les adolescents, en pleine construction identitaire, peuvent voir leur estime de soi diminuer et remettre en question leur capacité à nouer des relations futures. Le conflit parental est un facteur aggravant majeur, augmentant les risques d'anxiété et de dépression.

      4. La Question de la Résidence Alternée : Bien que la loi privilégie souvent l'hébergement égalitaire, son application et ses bénéfices font l'objet de débats. Des craintes subsistent quant à son adéquation pour les très jeunes enfants (moins de 3 ans) en raison de la théorie de l'attachement principal. Cependant, un large consensus scientifique international, s'appuyant sur des décennies de recherche, affirme que la résidence alternée est bénéfique pour les enfants de tous âges, y compris les plus jeunes, car elle favorise le maintien de liens d'attachement multiples et solides avec les deux parents, ce qui est crucial pour leur bien-être psychologique et leur développement, même en cas de conflit parental.

      En conclusion, si la séparation est un choc indéniable, ses effets négatifs peuvent être atténués par des facteurs de protection clés : le maintien d'une coparentalité de qualité, une communication ouverte et adaptée à l'enfant, la réduction du conflit parental, la stabilité des routines et un soutien socio-économique adéquat, incluant le versement régulier des pensions alimentaires et des politiques publiques efficaces.

      --------------------------------------------------------------------------------

      1. Contexte et Ampleur du Phénomène

      La séparation parentale est devenue une réalité sociétale courante. Les statistiques confirment l'ampleur du phénomène :

      • En Belgique, 23 059 divorces ont été prononcés en 2017.

      • En France, en 2020, près de quatre millions d'enfants mineurs avaient des parents séparés. Chaque année, environ 380 000 enfants sont concernés par la séparation de leurs parents.

      La part des individus dont les parents se sont séparés a considérablement augmenté au fil des générations, passant de 3 % pour la génération née en 1946 à 15 % pour celle née en 1988. Ce changement structurel a des impacts à court, moyen et long terme sur les enfants, qui se répercutent sur l'ensemble du corps social.

      2. Impacts Psychologiques, Émotionnels et Comportementaux par Âge

      L'âge de l'enfant au moment de la séparation est un facteur déterminant dans la manière dont il vit, comprend et réagit à l'événement. L'analyse de l'UFAPEC, corroborée par d'autres études, permet de dresser un tableau détaillé des impacts selon les tranches d'âge.

      2.1. La Compréhension de la Séparation

      La capacité de l'enfant à comprendre la situation évolue avec son développement cognitif.

      Tranche d'Âge

      Niveau de Compréhension

      Moins de 2 ans

      Ne comprend pas le concept de divorce mais perçoit le changement, l'état émotionnel des parents et leur absence, ce qui peut se traduire par un sentiment d'abandon et d'insécurité.

      2 à 5 ans

      Commence à comprendre que quelque chose a changé, mais la situation reste complexe et confuse. Pose beaucoup de questions pour se rassurer.

      6 à 12 ans

      Comprend le divorce, ses raisons et le point de vue de chaque parent. Fait preuve d'empathie, mais nourrit souvent l'espoir d'une réconciliation.

      Plus de 12 ans

      Saisit la complexité des relations et comprend le divorce comme une incompatibilité du couple.

      Témoignage de Clotilde, 37 ans : « Mes parents ont divorcé quand j’avais 2 ans et se sont fait une guerre sans merci pendant vingt ans, à coup de procès. Je garde un souvenir d’incompréhension totale, d’abandon. De honte, aussi, vis-à-vis des autres enfants. [...] J’en veux à mes parents de ne m’avoir jamais rien expliqué. »

      2.2. Les Émotions de l'Enfant

      Diverses émotions peuvent être ressenties, avec des dominantes selon l'âge.

      Tranche d'Âge

      Émotions et Sentiments Prédominants

      Moins de 5 ans

      Insécurité, peur de l'abandon, possessivité envers la figure d'attachement. Les mensonges ou le manque de clarté accentuent le sentiment que le monde est devenu un endroit peu sûr.

      6 à 12 ans

      Tristesse, deuil de la famille unie, conflit de loyauté. Peut se sentir personnellement rejeté ou, à l'inverse, développer une forte empathie et chercher à consoler ses parents.

      Plus de 12 ans

      Colère, tristesse, repli sur soi. Peut ressentir une diminution de l'estime de soi et remettre en question sa propre capacité future à établir des relations durables.

      2.3. Les Réactions Comportementales

      Les réactions observables varient également, allant de la régression à l'indépendance précoce.

      Tranche d'Âge

      Réactions Typiques

      Âge préscolaire (<5 ans)

      Comportements régressifs (ex: propreté), troubles du langage, anxiété, tristesse, sentiment de culpabilité. Peut manifester un retard dans l'acquisition des facultés psychomotrices.

      Âge scolaire (6-12 ans)

      Insécurité, peur de l'abandon, conflits de loyauté. Difficultés scolaires ou relationnelles. Peut développer des "stratégies d'affrontement" comme le refoulement des émotions.

      Préadolescence

      Colère envers les parents, sentiment de honte, troubles psychosomatiques.

      Adolescence (>12 ans)

      Comportements "parentifiés" (prise de responsabilité excessive), tendance à l'indépendance précoce, fugues, comportements déviants (délinquance, addictions), activités sexuelles précoces. Peut surinvestir ou désinvestir la sphère scolaire.

      3. Impacts sur la Réussite Scolaire et Professionnelle

      La séparation parentale est statistiquement corrélée à une performance scolaire et à un parcours éducatif moins favorables.

      3.1. Baisse de la Réussite Scolaire

      Plusieurs études quantitatives françaises démontrent un effet négatif de la séparation sur le parcours scolaire :

      Réussite scolaire plus faible : Les individus ayant vécu une séparation parentale avant leur majorité ont une réussite scolaire globalement plus faible.

      Durée des études : La durée moyenne des études est raccourcie de six mois à plus d'un an.

      Obtention de diplômes : La probabilité d'obtenir un diplôme, notamment le baccalauréat, est plus faible. L'avantage d'être issu d'un milieu social favorisé est fortement amoindri par la séparation.

      Facteur de genre : Les garçons semblent plus affectés que les filles, notamment en matière de rendement scolaire, lorsque la séparation intervient à l'aube de l'adolescence.

      Âge à la séparation : L'effet négatif est particulièrement prononcé pour les enfants jeunes (0-6 ans) et à des âges charnières comme l'entrée au CP ou en sixième.

      3.2. Désir d'Indépendance et Stratégies d'Orientation

      Une étude qualitative de Sylvie Cadolle met en lumière comment la situation familiale post-séparation influence les choix d'orientation des jeunes adultes :

      Conscience du coût : Les jeunes de familles recomposées sont très conscients du "coût" qu'ils représentent, ce qui peut générer des tensions.

      Recherche d'autonomie financière : Pour ne plus être un "enjeu" financier et échapper aux conflits, beaucoup cherchent l'autonomie le plus tôt possible en occupant des "petits boulots" pendant leurs études.

      Impact sur les études : Ce désir d'indépendance peut les pousser à choisir des formations plus courtes et rémunérées (comme les BTS en alternance) au détriment d'études longues et potentiellement plus qualifiantes.

      Conflits avec les beaux-parents : Des relations difficiles avec un beau-parent sont un facteur majeur poussant à une décohabitation précoce. Le soutien financier du côté paternel est souvent perçu comme amoindri, notamment en cas de réticence de la belle-mère.

      4. Impacts Économiques et sur les Conditions de Vie

      L'étude de France Stratégie (2024) détaille les conséquences économiques sévères de la séparation pour les enfants.

      4.1. Baisse du Niveau de Vie et Augmentation de la Pauvreté

      Chute du niveau de vie : L'année de la séparation, le niveau de vie des enfants chute de 19 % en moyenne. Cette baisse reste significative cinq ans après, à -12 %.

      ◦ La baisse initiale est plus forte pour les enfants résidant principalement avec leur mère (-25 %) qu'avec leur père (-11 %).    ◦ Les enfants en résidence alternée connaissent une baisse de 12 %.

      Explosion de la pauvreté : Le taux de pauvreté des enfants de parents séparés passe de 13,5 % avant la rupture à 29 % l'année de celle-ci, et se maintient à 21 % cinq ans plus tard.

      Facteurs d'amortissement : Cette baisse est partiellement amortie par :

      ◦ Les transferts sociaux et fiscaux, qui jouent un rôle crucial pour les ménages les plus modestes.    ◦ Les pensions alimentaires, qui sont plus significatives pour les ménages aisés. Cependant, deux ans après le divorce, 20 % des pensions ne sont pas versées régulièrement.    ◦ La reprise d'activité des mères.

      Remise en couple : La remise en couple du parent gardien fait disparaître la baisse de niveau de vie, mais ne concerne que 30 % des enfants six ans après la séparation.

      4.2. Impact sur le Logement

      Déménagements : Six enfants sur dix déménagent dans les trois ans suivant la séparation, dont 38 % l'année même de la rupture.

      Statut d'occupation : Après la séparation, la part d'enfants vivant dans un logement dont un parent est propriétaire chute de 59 % à 38 %.

      Logement social : La part des enfants vivant en logement social augmente considérablement, surtout pour ceux résidant avec leur mère (passant de 15 % à 34 % l'année de la rupture).

      5. La Question de la Résidence Alternée

      Le mode de garde est un enjeu central. Si la législation tend à favoriser la résidence alternée, sa mise en œuvre et ses effets sont débattus, notamment en France où, en cas de désaccord, les juges ne l'accordent que dans 12 % des cas.

      5.1. Arguments et Controverse

      Vision Traditionnelle (crainte pour les tout-petits) : L'analyse de l'UFAPEC (2018) relaie une opinion selon laquelle la résidence alternée avant 3 ans serait assimilée à de la "maltraitance", car le bébé n'aurait pas intégré la permanence des personnes et aurait besoin d'une figure d'attachement principale stable.

      Consensus Scientifique International : De nombreuses études récentes et méta-analyses contredisent fortement ce point de vue. Un consensus international, validé par des centaines de spécialistes, démontre les bienfaits de la résidence alternée pour les enfants de tous âges.

      5.2. Synthèse des Études Internationales en Faveur de la Résidence Alternée

      Chercheur / Étude

      Année

      Pays

      Conclusion Principale

      Consensus de 70 spécialistes

      2021

      Monde

      Les enfants développent plusieurs relations d'attachement. Prioriser un seul parent peut compromettre ce réseau bénéfique et altérer la confiance de l'enfant.

      Michel Grangeat

      2018

      France

      S'appuyant sur les travaux de Michael Lamb, il affirme que les enfants sont prédisposés à des liens d'attachement multiples. La qualité de la relation dépend du temps passé, argumentant en faveur de la résidence alternée même pour les bébés.

      Malin Bergström

      2018

      Suède

      Une étude sur 3 662 enfants (2-9 ans) montre que ceux en résidence alternée souffrent de moins de problèmes psychologiques que ceux en garde exclusive.

      William Fabricius

      2017

      États-Unis

      Les enfants de moins de 2 ans passant un temps équivalent avec chaque parent développent des relations plus saines et solides avec eux à l'adolescence et à l'âge adulte.

      Linda Nielsen

      2014

      États-Unis

      Une synthèse de 40 études conclut que les enfants en résidence alternée ont un meilleur cursus scolaire, sont moins déprimés et plus équilibrés psychologiquement, même en cas de conflit parental.

      Richard Warshak

      2014

      États-Unis

      Une méta-analyse de 40 ans de recherche, validée par 110 experts, recommande la garde alternée comme norme pour tous les âges, soulignant ses bénéfices même en cas d'opposition initiale d'un parent.

      Ces études suggèrent que les arguments contre la résidence alternée pour les jeunes enfants ne sont pas soutenus par les données scientifiques les plus récentes et les plus robustes.

      6. Facteurs de Protection et Recommandations

      Si les risques sont réels, tous les enfants de parents séparés ne subissent pas des conséquences négatives à long terme. Plusieurs facteurs peuvent protéger l'enfant et favoriser son adaptation.

      Qualité de la Coparentalité : Le facteur le plus important est la capacité des parents à coopérer, à communiquer et à maintenir un faible niveau de conflit.

      Communication avec l'Enfant : Il est crucial de parler à l'enfant de la séparation de manière claire, honnête et adaptée à son âge, en le rassurant sur le fait qu'il n'est pas responsable et qu'il continue d'être aimé par ses deux parents.

      Maintien des Relations : Maintenir une relation de qualité avec les deux parents est un facteur de protection majeur.

      Stabilité : Assurer une continuité dans la vie de l'enfant (maison, école, amis, activités) aide à son adaptation.

      Soutien Externe : L'école, les amis et la famille élargie peuvent jouer un rôle de soutien important. Les parents ne doivent pas hésiter à chercher de l'aide auprès de professionnels (médiateurs, psychologues).

      Soutien Public : Les politiques publiques doivent mieux accompagner les familles, notamment en assurant le versement effectif des pensions alimentaires et en fournissant des aides suffisantes pour amortir le choc économique de la séparation.

    1. Note: This response was posted by the corresponding author to Review Commons. The content has not been altered except for formatting.

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      Reply to the reviewers

      _Below we address all the comments by the reviewers. However, the figures that were used in our response are unfortunately not displayed in this format. _

      Reviewer #1

      Evidence, reproducibility and clarity

      Thanks to the development of Ribo-Seq, translational buffering has been reported in the database of published Ribo-Seq and matched RNA-Seq, Rao et al. attempt to understand the mechanism underlying translational buffering of mRNA variation across diverse materials. Although the authors' report provides a step forward in our understanding of translational buffering, this reviewer found a series of concerns in this paper. These points could be tackled to improve the reliability of their findings, the strength of their main message, and the global understandability of the paper.

      Major comments: 1. This paper heavily relies on the reference 18. However, this paper was not properly stated (no page or journal number); the study in Bioinformatics is nowhere to be found on the website, despite being out in 2024 apparently. Either title is wrong (yet a biorxiv can be found). This reviewer guessed that the reference 18 may be accepted. However, without a proper reference, this paper could not be judged since nearly all the parts of this work have been based on the reference 18. Also, the Ribobase data used in this manuscript comes from this reference, so it had better be well defined, especially when another Ribobase data set seems to be available online: http://www.bioinf.uni-freiburg.de/~ribobase/index.html

      We apologize for the citation issue. This citation by Liu et al , 2024 (18) was a preprint from BioRxiv. This manuscript is now published in Nature Biotechnology. The reference has been updated in the revised version of the manuscript. The reference number in revised manuscript is Liu et al, 2025 (23).

      In the Discussion, the authors mentioned "TE is based on a compositional regression model (18) rather than the commonly applied approach of using a logarithmic ratio of ribosome occupancy to mRNA abundance." This important information should be mentioned in the early section of the manuscript. Related to this, there are other published methods for exploring change in translation efficiency (e.g., 10.1093/bioinformatics/btw585; 10.1093/nar/gkz223) that could also be suitable in this context. It is not entirely clear if their approach is better than before. Again, the improper reference to 18 made our assessment of this work difficult.

      We apologize and acknowledge the impact of the citation issue on this point. In Liu et al (2025), we have provided a comparison between our approach and the log-ratio strategy. We also agree that additional context was needed within the current study. Hence, we have now included more detailed information about the TE calculations in the initial results section (line 94).

      As noted by the reviewer, several other methods have been developed previously for measuring changes in translation efficiency. These methods are designed to be used in cases of paired designs where there is a treatment or manipulation that is assayed along with controls. While these methods are highly valuable in assessing differential TE, they are unable to accommodate the type of meta-analyses described in our study. In particular, we do not report changes/differential TE with respect to a control sample but instead focus on the coordinated patterns of TE across experiments. We now note this important distinction in the manuscript in the discussion section (line 494).

      The paper mainly relies on detecting a set of buffered genes using mRNA-TE correlation and MAD ratios (Ribo-Seq/RNA-Seq). While the concept seems sound, the authors should ensure that this method is reliable. Several controls could be used to confirm this. First, if any studies in humans or mice have described a set of genes as buffered, it would be worth checking for overlap between the authors' set of 'TB high' genes and the previously established list. Furthermore, the authors could use packages explicitly developed for translational buffering detection, such as annota2seq (https://academic.oup.com/nar/article/47/12/e70/5423604?login=true). Not all of the data used by the authors may be suitable for such packages, but the authors could at least partially use them on some of their datasets and see whether the buffered genes reported by these packages match their predictions.

      We thank the reviewer for this constructive suggestion. To the best of our knowledge, no prior study in humans or mice has systematically analyzed translational buffering across a wide range of conditions. As a result, defining a gold-standard set for benchmarking is currently not feasible.

      While packages such as anota2seq have proven highly valuable for identifying buffering effects in controlled experimental designs (e.g., comparing a treatment to a matched control), they are not readily applicable to the type of large-scale meta-analysis we present here.Our study integrates ribosome profiling and RNA-seq data across diverse datasets and conditions, which lies outside the design scope of such tools.

      The most relevant point of comparison to our work is Wang et al. 2020 Nature, which examined a related but distinct form of translational buffering across species for a given tissue. We now present the overlap of genes identified as buffered in our study vs Wang et al. 2020. The details are presented in the reviewer's comment 5-2.

      The threshold of 'TB high' or 'TB low' (top and bottom 250) is somewhat arbitrary. Why not top 100 or 500? The authors should provide a rationale for this choice. Also, they could include a numeric measure of buffering (the sum of the two rankings is probably suitable for this purpose). Several of the authors' explorations are suitable for numerical quantification (GO enrichment can be turned into GSEA, and the boxplot can be shown as correlations)

      Thanks for these suggestions. We agree that the threshold used to define TB high and low are somewhat subjective. We ensure that changing this cutoff as suggested is easily achievable with the provided R script. These can be used to reproduce all of the reported analyses of translational buffering with different cutoffs.

      To further assess whether our conclusions are robust to the selection of these thresholds, we tested several different values to define the TB high and TB low groups. As an example, we show here that the effect on protein variation and association of intrinsic features like the UTR lengths with the buffering potential of genes for different thresholds (i.e. if the TB high = top 100 or TB high = top 200) remain similar to the current cutoff of 250. However, if we increase the cutoff of TB high to 2000 and TB low to top 2000-4000 , the difference between the various features is diminished (Figure A& B). Further, protein variation (human cancer cell line and tissue) also becomes more similar across the three categories, possibly indicating a reduced regulatory potential of genes as their rank increases (Figure C& D).Our analyses reveal that highly ranked genes show associations with particular features, indicating an underlying hierarchy in translational buffering potential. This point is now discussed in the manuscript (line 177).

      Legend: Effect of different thresholds on . A. Length features B. Median RNA expression C. Protein variation in human cancer cell line and D. on Primary human tissues

      In response to the reviewer's suggestion of presenting data using numerical quantitation, we incorporated several additional inclusions in the manuscript.

      1. We now report association of CDS / UTR length with translational buffering as a function of their translational buffering rank with highly ranked genes showing associations with particular features, indicating an underlying hierarchy in translational buffering potential (Sup Fig 3 A-B) Ii. We now include scatter plots which show that highly ranked genes have lower variation at the protein level in both cancer cell line and primary tissues (Sup Fig. 6 A-C).

      Iii. We have now carried out modified GO enrichment analyses. Specifically, Gene Ontology enrichment analysis was performed for the TB high genes in humans and mouse using the clusterProfiler R package. Lists of TB high genes in human or mouse were analyzed against the Gene Ontology (GO) database using the enrichGO() function, with the organism-specific annotation database (org.Hs.eg.db for human or org.Mm.eg.db for mouse) as reference. Gene identifiers were supplied as gene symbols, and all genes in the current study were used as the background universe. Enrichment was carried out for the Biological Process (BP) ontology, with significance assessed by the hypergeometric test. P-values were adjusted for multiple testing using the Benjamini–Hochberg method, and terms with an adjusted p-value Legend: Gene Ontology (GO) enrichment analysis of the TB high gene set, performed with the clusterProfiler R package. Enriched GO Biological Process terms are shown after redundancy reduction using clusterProfiler::simplify. Each dot represents a GO term, with dot size indicating the number of genes associated with the term and color reflecting the adjusted p-value (Benjamini–Hochberg correction). Only the top non-redundant terms are displayed.

      • *

      Additionally, we performed Gene set enrichment analysis using the list of genes ordered according to their RNA-TE correlation. Hence lower ranks have lower RNA-TE correlations. The GSEA plots show significantly enriched Gene Ontology Biological Process (GO:BP) terms at the lower ranks of the ordered gene list. Together, these analyses further emphasize the observation that genes involved in macromolecular complexes are translationally buffered.

      • *

      Legend: Curves represent the enrichment score (ES) across the ranked gene list, with vertical bars indicating the positions of pathway-associated genes. The enrichment was identified using the gseGO() function from clusterProfiler.

      Several of the statements of the authors in the Introduction or Discussion sections are not entirely true regarding the literature on the topics, or lack major papers on the topic, and therefore, they are a bit misleading. Among others, here are some:

      We thank the reviewer for the suggestions and now have been incorporated in the revised manuscript, accordingly.

      5-1 "In addition, genetic differences arising from aneuploidy, cell type differences or variability observed in the natural population can further determine the amplitude of variation (4-7). The effect of mRNA variation under these conditions is mostly reflected at the protein levels (2, 4-8).". Several recent or more ancient papers suggest that mRNA variation coming from aneuploidy, natural genetic variation, or CNV is buffered or not well reflected at the protein level: DOI: 10.1038/s41586-024-07442-9 DOI: 10.1073/pnas.2319211121 DOI: 10.1016/j.cels.2017.08.013 DOI: 10.15252/msb.20177548

      We agree that mRNA variation coming from aneuploidy, natural genetic variation, or CNV is buffered or not well reflected at the protein level for some genes. This point has now been revised in the introduction. We have incorporated all the suggested literature into the revised manuscript (line 38).

      5-2: The authors should also consider mentioning these studies and softening their initial statement. "Similarly, translational buffering of certain genes have been reported in mammalian cells, specifically under estrogen receptor alpha (ERα) depletion conditions (16).". Translational buffering has been deeply explored in mammalian tissues and even across several mammalian species in this study (DOI: 10.1038/s41586-020-2899-z). In this, the authors also provide a nice exploration of the gene characteristics that are associated with translational buffering. The authors should mention it and compare the study's findings to theirs ultimately.

      We thank the reviewer for this suggestion. We have now cited the recommended study in the revised manuscript (line 65). Here, we provide a comparison of its findings with ours. While this related work offers important insights into translational buffering, its focus is on buffering across species within a given tissue, whereas our study emphasizes buffering across conditions, cell types, and treatments within a species. Despite this difference in focus, the comparison is highly informative, and we now highlight both the similarities and distinctions between the two studies in the relevant section of the revised manuscript.

      Wang et al. calculate the variation at the transcriptome level vs at the translatome level and is represented as delta ∆ value for each gene. A lower value represents lower variation at the ribosome occupancy level than at the mRNA levels across various species. We classified the genes in the Wang et al study as TB high, TB low genes or others as identified in the current study while indicating the calculated delta ∆ from Wang et al. Many of the genes with a lower delta value (are delta ∆ Legend: A. Dot plot to highlight the delta value of all genes in the Wang et al study (also present in RiboBase) which are further grouped as TB high, low or others in (A) brain and (B) liver.

      5-3: "Differences in species evaluated and statistical methods have resulted in conflicting interpretations (13, 28).". These conflicting results have been previously discussed in reviews on the topic that would be worth mentioning: DOI: 10.1016/j.cell.2016.03.014 DOI: 10.1038/s41576-020-0258-4

      We have added these reviews at the appropriate location of the manuscript.

      1. In addition to the p-values stated in the main text, the authors should annotate their plots when they find significant differences between groups to greatly facilitate the visual interpretation of the graphs.

      We have now annotated many of the relevant graphs with p-values to facilitate visual interpretation, adding them where space and figure design allow.

      Based on the data of Figure 4D, apparently, ribosome occupancy was not buffered even in high TB sets. The authors may argue that translational buffering may not cope with such a strong mRNA reduction. In that case, how big a difference in mRNA level does the buffering system adjust in protein synthesis? The authors should test gradual gene knockdown and/or overexpression and conduct Ribo-Seq/RNA-Seq to survey the buffering range.

      We appreciate the reviewer’s suggestion regarding the experiment to determine the buffering range.To understand this for multiple genes, we attempted a series of knockdowns using CRISPR/gRNA approach using a MutiCas12a approach. We targeted 8 buffered and 2 non-buffered genes using a 10-plex crRNA along with 10-plex gRNA serving as a negative control (Figure below). The fold change at the mRNA level of the targeted gene was within the variation range observed in replicates for other non-targeted genes. The challenge in performing a gradual knockdown is the subtle changes in RNA expression falls within the margin of error of estimation, making it difficult to understand the clear implications of the mRNA levels on buffering. Hence, the precise experimental manipulation of mRNA expression levels that would be conducive to translational buffering remains highly technically challenging. As noted in our manuscript (Figure 4D), the conventional approaches for manipulation of transcript abundance lead to larger changes than typically observed as a result of natural variation.

      *Legend: Validation of translational buffering by targeted knockdown of genes. A. The scatter plot shows the coefficient of variation of mRNA and ribosome occupancy between HEK293T cells targeted with sgRNA of different efficiencies. The genes indicated in blue are buffered and those in green are non buffered genes. B. The plot shows the fold change in mRNA abundance and ribosome occupancy as compared to cells that were infected with non-targeting crRNA array control (ratio of cpm in test vs control). Each color represents a gene and each point of a gene represents cells targeted by one of the four CRISPR arrays. *

      "differential transcript accessibility model" could not be functional if mRNA is reduced beyond the accessible pool (i.e., less than the threshold, all the mRNAs are translated without buffering). The authors should carefully reconsider this model and the effective range of mRNAs.

      We agree with the reviewer that according to the 'differential transcript accessibility model,' transcripts with abundances below a certain threshold should be completely accessible to the translational pool. Further, this could also be true for the other model, wherein initiation rate cannot increase beyond a particular threshold for transcripts of very low abundance. However, our observation from our haploinsufficiency analysis (Figure 4 B& C) and siRNA knockdown analysis from RiboBase (Figure 4 D) suggests that buffering might be possible within a given range of transcript abundance. Testing the buffering range by serial knockdowns might help in determining the threshold at which transcripts exhibit buffering. However, due to the challenges of serial knockdown as discussed above, makes this analysis difficult with Ribosome profiling and matched RNA-seq approach. An alternative approach could involve imaging translating and non-translating mRNA of buffered genes in different cells, which may help distinguish the two models. However, this falls outside the scope of the manuscript.

      Minor comments:

      1. Some figures are of poor quality as they seem to have points outside of the panel representations... Like Figure 3C, one point is out of the square, same for Figure 4E. Similarly, on figure 5F, some outliers seem to be clearly cut from the figure (maybe not, but then the author should put a larger space between the end of the figure and the max y points). Same for panel S2D and S6D, this does not sound so rigorous.

      We agree and apologize for this issue. The axes of the figures have been annotated appropriately to indicate the presence of outliers in the figures.

      1. There are several typos or weird sentences. Here are some (but maybe not all): 2-1: [...]with lower sums corresponding to higher final ranks. "two rankings". Based on these final ranks[...] 2-2: For each dataset, median absolute deviation (MAD) "i" protein abundance was calculated across samples 2-3: [...]neighbor method implemented in the MatchIT package (38) Differences in protein[...] a point is missing here. 2-4: Additionally a second dataset providing predictions of haploinsufficiency (pHaplo score) and triplosensitivity (pTriplo score) for all autosomal genes (25) was used to asses the distribution of these score"S" across buffered and non-buffered gene sets . There is a missing "s" at "score" and there is a space between the last word and the final point.

      The necessary corrections have been incorporated in the revised version of the manuscript.

      1. In the "Lymphoblastoid cell line data analysis:" section, this reviewer wonders why the authors used a different method to calculate buffering compared to before.

      The main reason is the limited sample of the lymphoblastoid cell line data. In our larger analyses, we could use median absolute deviation as a robust metric of dispersion across heterogeneous samples. However, given the smaller dataset in that study we decided CV would be a better indicator of dispersion. To evaluate the potential for translational buffering of genes from RiboBase, we used two metrics. The first was the negative correlation between translation efficiency and RNA abundance across samples. The second metric relied on the ratio of variation in ribosome occupancy to variation in RNA levels. Given the limited sample size of the lymphoblastoid cell line dataset, we used the coefficient of variation (CV) instead of the median absolute deviation (MAD), as the data in this study were normalized using counts per million (CPM) rather than the centered log-ratio (clr) normalization used in RiboBase. This CV ratio allowed us to assess the effect of natural variation in RNA abundance on ribosome occupancy.

      1. "Samples which had R2 less than 0.2 were removed as the residuals calculated for these samples could be unreliable". These samples for which the correspondence between RNA-Seq and Ribo-Seq is low wouldn't be the ones most impacted by translational buffering? Is it sure that the authors are not missing something here?

      We agree with the reviewer that genes that show translational buffering may not conform to linear relationships between the two parameters. However, the proportion of genes exhibiting this buffering effect is not expected to significantly influence the overall regression fit. Instead, we hypothesized that low quality samples or truly different relationships between the two parameters can make this relationship nonlinear, rendering it unsuitable for linear regression analysis for calculation of TE.

      To address these possibilities, we first analysed a commonly used proxy for data quality. Given the characteristic movement of ribosomes across mRNAs, periodicity of sequencing reads is a useful metric to assess whether reads are randomly fragmented, as in RNA-seq, or specifically represent ribosome-protected footprints. For this, we compared two groups: samples that were removed (~30) and those retained for analysis. We plotted the distribution of periodicity scores for all samples in both groups. For the calculation of periodicity scores, first the percentage of reads mapped to the dominant frame position across the dynamic ribosome footprint read length range was calculated for each sample. The periodicity score was calculated by taking the weighted sum of these dominant percentages, with weights based on the total read counts at each length.

      The results indicate that the removed samples did not have lower periodicity scores, suggesting that their quality in terms of periodicity was comparable to the retained samples.

              To assess the second possibility, we checked if the study involved major perturbations, which may skew the relationship towards non linearity. The 30 samples that were removed came from 14 unique studies, 18 of which involved perturbation which possibly affected either of the two parameters. In addition to the genetic/pharmacological perturbations specific to the study, the overall conditions of the cells during an experiment could influence this relationship. Another point to note is that many of the filtered-out samples are HeLa and HEK293T cells, which show a normal relationship between ribosome occupancy and RNA abundance for the majority of cases.
      
              These considerations suggest that removing these samples is most appropriate, as their inclusion could bias the TE calculations.
      

      For Figure 4B and 4C, the authors should provide statistical tests and p-values to confirm the observed trends.

      The haploinsufficiency and triplosensitivity analyses are now supported by a chi-squared test. The details of the statistical test are now mentioned in the text and the p-values have been noted on the respective figures.

      In Figure 2A, the "all genes" color doesn't correspond to the point color.

      The color in the figure has been modified in the revised version of the manuscript.

      1. "To understand if codon usage patterns are[...]". This comes slightly out of the blue. The authors could maybe explain why codon usage should be explored for translational buffering. The authors should cite recent key works in the fields: DOI: 10.1016/j.celrep.2023.113413 DOI: 10.1101/2023.11.27.568910

      We would like to thank the reviewer for their suggestion. The references have been incorporated in the revised version of the manuscript. We have now explained why codon usage could be a contributor in determining the translational buffering potential (line 190).

      "The change in each metric was calculated by subtracting the mean value in the control samples from that in the knockdown samples. This yielded the differential mRNA abundance and ribosome occupancy resulting from gene knockdown.". This looks statistically weak. The authors should consider using more robust methods like DESeq.

      We thank the reviewer for the suggestion. We reanalyzed the selected studies using edgeR and the modified figure is included in the revised version of the manuscript (Figure 4D). The conclusion after this analysis remains essentially the same. In particular, translational buffering is ineffective when mRNA abundance is perturbed drastically. Additionally, the limited number of experiments with direct perturbation of buffered genes limit the generalizability of this observation. This limitation is included in the result section (line 342).

      Legend: Scatter plot represents log2 fold change in RNA abundance and ribosome occupancy. Each point represents a gene and the fold change in its RNA and ribosome occupancy with respect to their controls. The line represents the line of equivalence. Buffered genes do not show less change in ribosome occupancy upon reduction in their RNA levels than other genes.

      1. "Genes in the buffered gene set had a higher codon adaptation index than the non-buffered set, indicating that candidates in the buffered gene set are relatively well expressed due to the presence of a higher proportion of the codons observed in highly expressed genes". What do the authors mean by "relatively well expressed"? Abundantly expressed? This sentence and the causality under it is unclear and should be modified or better explained.

      We thank the reviewer for pointing out the lack of clarity in the sentence. We have now quantitatively measured the CAI in the three categories and modified the sentence to better explain the rationale in the revised version (line 183). “To understand if codon usage patterns are associated with translational buffering, we next analyzed codon properties across buffered and non-buffered human gene sets. The codon adaptation index quantifies how closely a gene’s codon usage aligns with that of highly expressed genes. Genes in the buffered gene set had a higher codon adaptation index than the non-buffered set. Specifically, 28.4% of TB high genes, 14% of TB low genes and 9.3% of genes in the other category fall within the top decile (>90th percentile) of codon adaptation index.”

      The panel 4D is unclear. Is one point associated with one gene? Or is it the average of several genes? If it's one point for one gene, it is important to clearly state it because the number of cases is therefore quite low, especially for the TB high and low.

      Each point and line are associated with a single gene. This is now clarified in the legend of the figure (line 364). The number of genes in this analysis is limited to the available ribosome profiling data with gene knockdown experiments.

      1. In Figure 2J, GGU (Gly), AAG (Lys), and ACU (Arg) provide negative effects on prediction, although these were enriched in the high TB set (Figure 2E). This contradiction should be explained.

      While this appears to be a seeming contradiction, it is in line with what we expected. In particular, the objective of Figure 2J is to illustrate the features that predict the mRNA–TE correlation of genes, as identified using a LGBM model. The Spearman correlation shown reflects the relationship between each feature and the mRNA–TE correlation values. A negative correlation for codons such as GGU (Gly), AAG (Lys), and ACU (Thr) suggests that enrichment of these codons is associated with lower mRNA–TE correlation. This is in agreement with our observation in Figure 2E which suggests that high TB genes are enriched in these codons. In contrast, transcript size exhibits a positive correlation, indicating that shorter transcripts tend to have lower mRNA–TE correlation values.

      Given that the choice of colors is a potential source of confusion, we have revised the text (line 230) and the figure (& legend) to try to clarify this relationship.

      The subtitle of "Translationally buffered genes exhibit variable association kinetics with the translational machinery in response to mRNA variation" sounds unfair to this reviewer. Since the authors did not work on kinetics directly, the use of this word is misleading.

      We agree and revised the subtitle to “The association of translationally buffered genes with the translational machinery varies in response to changes in mRNA abundance"

      1. The explanation of Figure 5A "We next explored the potential mechanisms that may give rise to translational buffering. Specifically, we considered two non-mutually exclusive models by which mRNA abundance might be decoupled from ribosome occupancy. In the first, the "differential transcript accessibility model", mRNA abundance determines the fraction of transcripts that are accessible to the translational pool. In this scenario, an increase in mRNA abundance would be accompanied by a proportionally smaller increase in the fraction of transcripts entering the translating pool for buffered genes, compared to non-buffered genes. In the second, the "initiation rate model", the rate of translation initiation per transcript scales inversely with mRNA abundance. Under this model, the proportion of mRNA entering the translational pool would be comparable across buffered and non-buffered genes (Fig 5A)." is hard to understand. The authors should rewrite for a better understanding of the readers.

      This section has been rewritten in the revised version of the manuscript. The text now reads as

      “We next explored the potential mechanisms that may give rise to translational buffering. Specifically, we considered two non-mutually exclusive models by which mRNA abundance might be decoupled from ribosome occupancy. In the first, the “differential transcript accessibility model”, mRNA abundance determines the fraction of transcripts that are accessible to the translational pool. In this scenario, an increase in mRNA abundance would be accompanied by a proportionally smaller increase in the fraction of transcripts entering the translating pool for buffered genes, compared to non-buffered genes. In the second, the “initiation rate model”, the rate of translation initiation per transcript scales inversely with mRNA abundance. Under this model, as mRNA abundance increases, translation initiation on each transcript is reduced, thereby lowering the number of ribosomes per transcript. However, this mechanism allows a proportional increase in transcripts entering the translational pool for buffered genes, similar to non-buffered genes”

      Significance

      Thanks to the development of Ribo-Seq, translational buffering has been reported in various works. However, the systematic investigation has remained challenging. Employing the database of published Ribo-Seq and matched RNA-Seq, Rao et al. attempt to understand the mechanism underlying translational buffering of mRNA variation across diverse materials. A group of mRNAs whose expression variance is buffered at the translation level was comprehensively surveyed in humans and mice. The authors found a series of features in the translationally buffered genes, including high GC contents in the 5′ UTR, optimal codon usage, and mRNA length. The depletion or increase of one allele of the genes in the group may be particularly detrimental to cells. The authors' report provides a step forward in our understanding of translational buffering, appealing to the broad scientific community in basic and applied biology. However, this reviewer found a series of concerns in this paper, including clarity in the methods, experimental validation, referring the earlier works, etc. These points could be tackled to improve the reliability of their findings, the strength of their main message, and the global understandability of the paper.

      We thank the reviewer for noting the significance of the work and for their constructive feedback.

      Reviewer #2 (Evidence, reproducibility and clarity (Required)):

      In this manuscript, Rao and colleagues present a comprehensive analysis of translational buffering in human and mouse by mining 1515 matched ribosome profiling and RNAseq datasets from diverse tissues and cell lines. They define translational buffering as genes whose TE is negatively correlated with mRNA abundance across conditions, and further identify candidates by comparing median absolute deviations of ribosome occupancy versus mRNA levels. The authors find a conserved set of buffered genes enriched for components of multiprotein complexes, demonstrate that buffered genes exhibit lower protein variability and greater dosage sensitivity, and propose two non-mutually exclusive mechanistic models (differential accessibility and initiation rate modulation). Finally, they perform complementary fractionation experiments in HEK293T cells to support these models.

      These findings propose a novel, conserved mechanism of translational buffering that tunes gene expression in mouse and human, showing how intrinsic sequence features and cellular context cooperate to stabilize protein output across diverse conditions. However, further evidence is required to fully support the authors conclusions, particularly direct validation of the proposed models of buffering.

      We thank the reviewer for their positive assessment and thoughtful suggestions that we address below.

      Below are my main concerns:

      1. The choice of the top 250 genes by spearman correlation and MAD ratio as "TB high" seems arbitrary. The authors should justify these cut offs (via permutation analysis or FDR control) and show that conclusions are robust to different thresholds.

      We agree that the threshold used to define TB high and TB low is somewhat subjective, and we now clearly acknowledge this in the discussion section (line 485). We now provide an R script that reproduces all analyses of translational buffering, where changing this cutoff to higher or lower values is straightforward.

      To ensure the robustness of our conclusions, we evaluated several thresholds for defining TB high and TB low. We observed that the conclusions hold within a reasonable range of values (100-250). For example, the effects on protein variation and the association of intrinsic features such as UTR lengths with buffering potential remain consistent when TB high is defined as the top 100 or the top 200 genes, compared with the current cutoff of 250. In contrast, when we define TB high as the top 2000 and TB low as ranks 2000–4000, the difference between the various features is diminished (Figure A& B). Further, protein variation (human cancer cell line and tissue) also becomes more similar across the three categories, possibly indicating a reduced regulatory potential of genes as their rank increases (Figure C& D). Our results show that highly ranked genes consistently associate with specific features, suggesting an underlying hierarchy in translational buffering potential.

      Legend: Effect of different thresholds on . A. Length features B. Median RNA expression C. Protein variation in human cancer cell line and D. on Primary human tissues

      The modified compositional regression approach for TE and imputation of missing values are central to the study, but details are relegated to supplemental methods. The manuscript would benefit from a clear comparison of this method against standard log-ratio TE estimates, including sensitivity analyses to missing-data imputation strategies

      We thank the reviewer for the feedback. We have now added further description of the modified compositional regression and the imputation strategy in the results section (line 94). Comparison to standard log-ratio TE estimates and their limitations has already been detailed in Liu et al. 2025, Nature Biotechnology. Therefore, in the current manuscript we specifically focus on the effect of the imputation strategy.

              Specifically, the modified imputation slightly improved concordance between the set of genes that are identified to be translationally buffered using the negative RNA-TE relationship or using RNA -Ribosome occupancy correlation (0.91 to 0.94). Further, we assessed the correlation between TE and protein abundance as measured by mass spectrometry from seven human cell lines (A549, HEK293, HeLa, HepG2, K562, MCF7 and U2OS). The protein measurements were obtained from PaxDb. The new imputation strategy slightly increased mean correlation between the TE and proteome abundance as compared to naive strategy. It specifically showed improved correlation for HepG2, A549 and HeLa cell lines. 3507 genes were used for this analysis that were common between PaxDb, Liu et al., 2005 and the current study.
      

      Legend: Proteomics vs TE correlation of cell types without or with imputation strategy. Spearman correlation between compositional TE calculated as calculated by Liu et al., 2025 from 68 samples from 11 studies (HEK293), 86 samples from 10 studies (HeLa), 58 samples from four studies (U2OS), 29 samples from five studies (A549), five samples from two studies (MCF7), seven samples from two studies (K562) and 10 samples from two studies (HepG2) or from the current study. 57 samples from 10 studies (HEK293), 82 samples from 9 studies (HeLa), 58 samples from four studies (U2OS), 29 samples from five studies (A549), 5 samples from two studies (MCF7), one samples from one studies (K562) and 9 samples from two studies (HepG2) . 3507 genes were used for this analysis that were common between Paxdb, Liu et al., 2005 and the current study.

      Human data are derived mainly from immortalized cell lines, whereas mouse data are from primary tissues. Pooling these heterogeneous sources may conflate cell type-specific regulation with intrinsic buffering. The authors should either stratify analyses by context or demonstrate buffering signatures remain consistent within more homogeneous subsets

      We thank the reviewer for the suggestion and agree that heterogeneity could potentially mask cell type-specific buffering effects. The TB-high genes we report are those that show consistent and robust expression across diverse contexts. However, unlike RNA-seq datasets, the current number of ribosome profiling samples per cell type is still limited, and a more comprehensive assessment of context-specific buffering will require larger datasets that will accumulate over time.

      Nonetheless, we have stratified the analysis by cellular context. Specifically, we grouped samples of the same cell-type and repeated the buffering analysis. We provide a new table listing TB-ranks of genes for the five cell types with the largest sample sizes as a table in github.

      https://github.com/CenikLab/Translational-buffering/blob/Translational-Buffering/combined_tables.xlsx

      As an additional control, we compared buffering patterns between related and unrelated cell lines. For example, the correlation of TB ranks between related cell lines HEK293T (n = 98) and HEK293 (n = 57) is higher (0.46) than between either and an unrelated cell line, HeLa (n = 82). Similarly, the correlation between two liver cell lines, Huh7 (n = 39) and HepG2 (n = 9), is higher (0.20) than between Huh7 and a similarly sampled but unrelated lymphoblastoid cell line (LCL, n = 9; correlation = 0.05). While these analyses suggest that cell type-specific patterns may exist, their exploration is currently limited by sample size, as detecting buffering requires substantial variability in mRNA expression. We now highlight this as a limitation in the Discussion section (line 573).

      *Legend: Spearman correlation between TB ranks of different pairs of cell lines. The first set indicates comparison with HEK293T. The second set indicates comparison between liver cells (HepG2 and Huh 7). *

      The HEK293T fractionation experiments offer preliminary support for both the "accessibility" and "initiation" models, but only slope analyses are shown. To validate these models, the authors should perform targeted reporter assays (dual luciferase constructs with 5′UTR swaps) or manipulations of initiation factors (eIF4E knockdown) to directly test how transcript abundance alters initiation rates versus pool entry

      We thank the reviewer for suggesting experiments to validate the proposed models. In the luciferase reporter experiments, constructs bearing the endogenous UTRs from non-buffered genes would be expected to result in expression that is proportional to transcript abundance. In contrast, swapping a 5’ UTR from buffered genes would mitigate this effect of translation buffering via “initiation rate model” depending on the 5 UTR sequence of transcript. However, as outlined below, this experiment has important caveats:

      1. Role of coding sequence: Such assays primarily test the contribution of the 5′UTR and do not address potential cooperative effects between the 5′UTR and the coding sequence (CDS). Thus, if 5′UTRs fails to recapitulate translational buffering, it would be unclear whether the buffering requires coordinated action of the 5′UTR and CDS or whether the gene in question simply does not conform to the initiation-rate model.
      2. Sensitivity of measurements: Reporter-based measurements often rely on RT-qPCR to quantify expression changes. While suitable for large fold-changes, small shifts may fall within the assay’s technical margin of error, limiting the interpretability of the results. iii. Gene-to-gene variability: Buffered and non-buffered transcripts likely span a wide range of intrinsic initiation rates. Selecting only a few “representative” transcripts for 5′UTR swapping could yield results that are not broadly generalizable.

      Similarly, knockdown of general initiation factors will likely impact on both buffered and non-buffered genes, which could limit the ability to distinguish the effect of transcript abundance on translational buffering via either of the proposed models. We envision an alternative future approach that would involve single molecule imaging translating and non-translating mRNAs of buffered and non-buffered genes under varying abundance conditions in a physiological context. Such experiments are likely the most suitable for disentangling the contributions of accessibility versus initiation. While we find this an exciting direction for future work, it lies beyond the scope of the present manuscript.

      The conclusion that buffering reduces protein variability relies on mass-spec comparisons, but ribosome occupancy does not always reflect functional protein output (due to elongation stalling or co-translational degradation). Incorporating orthogonal measures, such as pulse-labeling or western blots for key buffered versus non-buffered genes, would strengthen the link between buffering and proteome stability

      We agree with the reviewer’s concern and have been acknowledged as a limitation in the discussion section. To address this with orthogonal approaches, we carried out several additional experiments. Specifically, we identified a study from RiboBase (GSE132703) that exhibited significant variation in FUS transcript (a translationally buffered gene) abundance across conditions—namely HEK293T wild type, LARP1A single knockout (SKO), and LARP1A/B double knockout (DKO) using their RNA-seq data. We reached out to the authors of the study and obtained these knockout cell lines. We reanalyzed RNA abundance under the different conditions by RT-qPCR and assessed protein levels by Western blot. Despite observing differences in RNA abundance, FUS protein levels did not exhibit corresponding change at the protein level.

      We also selected a non-buffered gene; DNAJC6, that also showed RNA-level differences. However, the change in RNA expression was not consistent at the protein level. Some caveats of Western blot is its limited sensitivity which may prevent detection of subtle changes and that the measurements are steady-state protein levels which cannot resolve whether differences arise from altered synthesis or degradation.

      *Legend : Validation of buffering gene by western blot: A. Plot showing the RNA abundance and ribosome occupancy of buffered gene ; FUS and non buffered genes; DNAJC6 with variation in HEK293T-wild type, LARP1A single knockout and LARP1A/B double knockout. B. Validation of the RNA seq data by qPCR. C. Western Blot showing the FUS, DNAJC6 and Actin in wild type and different mutants. D. Bar plot showing the quantification of western blot. *

              In addition to this targeted analysis , we performed quantitative mass spectrometry to evaluate the effect of mRNA variation at the protein level at global scale.
      

      LC MS/MS analysis was performed on the above samples in triplicates at the Proteomics facility of the University of Texas. A total of 4,048 proteins were identified using a peptide confidence threshold of 95% and a protein confidence threshold of 99%, with a minimum of two peptides required for identification. Total precursor intensities for all peptides of a protein was summed and was used for protein quantification using DEP (Differential Enrichment of Proteomics Analysis) Package, in Bioconductor, R (https://rdrr.io/bioc/DEP/man/DEP.html). DEP was used for variance normalization and statistical testing of differentially expressed proteins. As expected LARP1 protein was identified in the control cells but not in the single or double knockouts.

      We then plotted the fold change in RNA as determined by edgeR analysis of RNA-seq from (Philippe et al. 2020) and the fold change in protein abundance from our mass spectrometry data. We observed that genes in the TB high group show reduced changes at the protein level compared to TB low or others as determined by the linear regression analysis in both single and double LARP1 KO mutants. This finding is consistent with our findings that buffered genes show lower variation in the protein abundance in response to change in mRNA expression.

      Legend: Scatter plot showing the log2fold change in the RNA and protein levels as determined by RNA seq from (Philippe et al. 2020) or mass spectroscopy. Differential analysis of RNA was done using the edgeR package and the DEP (Differential Enrichment of Proteomics Analysis) Package *was used for mass spectrometry analysis. Only genes with an FDR We have not included this data in the manuscript given the deviation of the approach from our original analysis, but we are happy to reconsider the inclusion of this data to supplement our proteomic analysis.

      While the LGBM modeling shows modest predictive power of sequence features alone, the manuscript stops short of exploring what cellular factors might drive context dependence. Integrating public datasets on RNA-binding protein expression or mTOR pathway activity across samples could illuminate trans-acting determinants of buffering and move beyond correlative sequence analyses,

      We thank the reviewer for this suggestion. To investigate potential trans-acting determinants of buffering, we focused on 1,394 human RBPs as classified by Hentze et al. (2018), reasoning that some of these factors may facilitate translational buffering. Specifically, we examined correlations between the RNA expression of each RBP and the TE of all other genes across samples. p-values were corrected using the Bonferroni procedure. For each RBP, we then performed a Fisher’s exact test to assess whether the number of significant correlations was enriched among buffered versus non-buffered genes.

      This analysis revealed that the expression levels of many RBPs are significantly enriched for either positive or negative correlations with the TE of buffered genes. In particular, we note that RNA expression of many buffered RBPs is enriched for negative correlations with the TE of other buffered transcripts. These results suggest that, rather than considering translational buffering in isolation for each transcript, buffering effects may be coordinated at the translational level and influenced by shared trans-acting factors such as RBPs. Network-based approaches have been valuable for RNA co-expression and are only now being applied to TE covariation. However, the correlative nature of these analyses limits causal inference. For example, although many ribosomal proteins appear to influence the buffering of other ribosomal proteins, they themselves may be regulated by a non-ribosomal RBP—so the apparent effects could reflect upstream regulatory influences. This analysis is now included as a supplementary figure (Sup. Fig. 5) of the revised manuscript.

      Legend: A scatter plot of odds ratio log of number of significant correlations (RNA abundance of RBPs ::TE of genes) and the p value from fisher test. The vertical dashed line represents the threshold odds ratio, above which RBPs exhibit a higher number of significant correlations with buffered genes. P values were corrected using Bonferroni procedure* and the horizontal dashed line represents the adjusted p value cutoff. *

      Reviewer #2 (Significance (Required)):

      Overall, this manuscript leverages an unprecedented compendium of matched ribosome profiling and RNAseq datasets across human cell lines and mouse tissues, combined with improved TE estimation, to robustly catalog genes exhibiting translational buffering, a clear methodological and conceptual strength. The main limitations stem from heterogeneous sample sources, largely correlative analyses, and a lack of targeted mechanistic validation. Compared to prior yeast focused studies, it fills a key gap by demonstrating conservation of buffering in mammals and linking it to dosage sensitivity and protein stability, representing a conceptual advance in understanding post-transcriptional homeostasis and a methodological step forward in TE analysis. This work will interest researchers in RNA biology, gene expression regulation, systems biology, and cancer proteomics, as well as those studying dosage-sensitive pathways and translational control. My expertise is on translational control in cancer.

      We thank the reviewer for noting the broader significance of the work and for their constructive feedback.

    2. Note: This preprint has been reviewed by subject experts for Review Commons. Content has not been altered except for formatting.

      Learn more at Review Commons


      Referee #1

      Evidence, reproducibility and clarity

      Thanks to the development of Ribo-Seq, translational buffering has been reported in various works. However, the systematic investigation has remained challenging. Employing the database of published Ribo-Seq and matched RNA-Seq, Rao et al. attempt to understand the mechanism underlying translational buffering of mRNA variation across diverse materials. Although the authors' report provides a step forward in our understanding of translational buffering, this reviewer found a series of concerns in this paper. These points could be tackled to improve the reliability of their findings, the strength of their main message, and the global understandability of the paper.

      Major comments:

      1. This paper heavily relies on the reference 18. However, this paper was not properly stated (no page or journal number); the study in Bioinformatics is nowhere to be found on the website, despite being out in 2024 apparently. Either title is wrong (yet a biorxiv can be found). This reviewer guessed that the reference 18 may be accepted. However, without a proper reference, this paper could not be judged since nearly all the parts of this work have been based on the reference 18. Also, the Ribobase data used in this manuscript comes from this reference, so it had better be well defined, especially when another Ribobase data set seems to be available online: http://www.bioinf.uni-freiburg.de/~ribobase/index.html
      2. In the Discussion, the authors mentioned "TE is based on a compositional regression model (18) rather than the commonly applied approach of using a logarithmic ratio of ribosome occupancy to mRNA abundance." This important information should be mentioned early section of the manuscript. Related to this, there are other published methods for exploring change in translation efficiency (e.g., 10.1093/bioinformatics/btw585; 10.1093/nar/gkz223) that could also be suitable in this context. It is not entirely clear if their approach is better than before. Again, the improper reference to 18 made our assessment of this work difficult.
      3. The paper mainly relies on detecting a set of buffered genes using mRNA-TE correlation and MAD ratios (Ribo-Seq/RNA-Seq). While the concept seems sound, the authors should ensure that this method is reliable. Several controls could be used to confirm this. First, if any studies in humans or mice have described a set of genes as buffered, it would be worth checking for overlap between the authors' set of 'TB high' genes and the previously established list. Furthermore, the authors could use packages explicitly developed for translational buffering detection, such as annota2seq (https://academic.oup.com/nar/article/47/12/e70/5423604?login=true). Not all of the data used by the authors may be suitable for such packages, but the authors could at least partially use them on some of their datasets and see whether the buffered genes reported by these packages match their predictions.
      4. The threshold of 'TB high' or 'TB low' (top and bottom 250) is somewhat arbitrary. Why not top 100 or 500? The authors should provide a rationale for this choice. Also, they could include a numeric measure of buffering (the sum of the two rankings is probably suitable for this purpose). Several of the authors' explorations are suitable for numerical quantification (GO enrichment can be turned into GSEA, and the boxplot can be shown as correlations)
      5. Several of the statements of the authors in the Introduction or Discussion sections are not entirely true regarding the literature on the topics, or lack major papers on the topic, and therefore, they are a bit misleading. Among others, here are some:

      5-1 "In addition, genetic differences arising from aneuploidy, cell type differences or variability observed in the natural population can further determine the amplitude of variation (4-7). The effect of mRNA variation under these conditions is mostly reflected at the protein levels (2, 4-8).". Several recent or more ancient papers suggest that mRNA variation coming from aneuploidy, natural genetic variation, or CNV is buffered or not well reflected at the protein level:

      DOI: 10.1038/s41586-024-07442-9 DOI: 10.1073/pnas.2319211121 DOI: 10.1016/j.cels.2017.08.013 DOI: 10.15252/msb.20177548

      5-2: The authors should also consider mentioning these studies and softening their initial statement. "Similarly, translational buffering of certain genes have been reported in mammalian cells, specifically under estrogen receptor alpha (ERα) depletion conditions (16).". Translational buffering has been deeply explored in mammalian tissues and even across several mammalian species in this study (DOI: 10.1038/s41586-020-2899-z). In this, the authors also provide a nice exploration of the gene characteristics that are associated with translational buffering. The authors should mention it and compare the study's findings to theirs ultimately.

      5-3: "Differences in species evaluated and statistical methods have resulted in conflicting interpretations (13, 28).". These conflicting results have been previously discussed in reviews on the topic that would be worth mentioning: DOI: 10.1016/j.cell.2016.03.014 DOI: 10.1038/s41576-020-0258-4 6. In addition to the p-values stated in the main text, the authors should annotate their plots when they find significant differences between groups to greatly facilitate the visual interpretation of the graphs. 7. Based on the data of Figure 4D, apparently, ribosome occupancy was not buffered even in high TB sets. The authors may argue that translational buffering may not cope with such a strong mRNA reduction. In that case, how big a difference in mRNA level does the buffering system adjust in protein synthesis? The authors should test gradual gene knockdown and/or overexpression and conduct Ribo-Seq/RNA-Seq to survey the buffering range. 8. "differential transcript accessibility model" could not be functional if mRNA is reduced beyond the accessible pool (i.e., less than the threshold, all the mRNAs are translated without buffering). The authors should carefully reconsider this model and the effective range of mRNAs.

      Minor comments:

      1. Some figures are of poor quality as they seem to have points outside of the panel representations... Like Figure 3C, one point is out of the square, same for Figure 4E. Similarly, on figure 5F, some outliers seem to be clearly cut from the figure (maybe not, but then the author should put a larger space between the end of the figure and the max y points). Same for panel S2D and S6D, this does not sound so rigorous.
      2. There are several typos or weird sentences. Here are some (but maybe not all):

      2-1: [...]with lower sums corresponding to higher final ranks. "two rankings". Based on these final ranks[...]

      2-2: For each dataset, median absolute deviation (MAD) "i" protein abundance was calculated across samples

      2-3: [...]neighbor method implemented in the MatchIT package (38) Differences in protein[...] a point is missing here.

      2-4: Additionally a second dataset providing predictions of haploinsufficiency (pHaplo score) and triplosensitivity (pTriplo score) for all autosomal genes (25) was used to asses the distribution of these score"S" across buffered and non-buffered gene sets . There is a missing "s" at "score" and there is a space between the last word and the final point. 3. In the "Lymphoblastoid cell line data analysis:" section, this reviewer wonders why the authors used a different method to calculate buffering compared to before. 4. "Samples which had R2 less than 0.2 were removed as the residuals calculated for these samples could be unreliable". These samples for which the correspondence between RNA-Seq and Ribo-Seq is low wouldn't be the ones most impacted by translational buffering? Is it sure that the authors are not missing something here? 5. For Figure 4B and 4C, the authors should provide statistical tests and p-values to confirm the observed trends. 6. In Figure 2A, the "all genes" color doesn't correspond to the point color. 7. "To understand if codon usage patterns are[...]". This comes slightly out of the blue. The authors could maybe explain why codon usage should be explored for translational buffering. The authors should cite recent key works in the fields: DOI: 10.1016/j.celrep.2023.113413 DOI: 10.1101/2023.11.27.568910 8. "The change in each metric was calculated by subtracting the mean value in the control samples from that in the knockdown samples. This yielded the differential mRNA abundance and ribosome occupancy resulting from gene knockdown.". This looks statistically weak. The authors should consider using more robust methods like DESeq. 9. "Genes in the buffered gene set had a higher codon adaptation index than the non-buffered set, indicating that candidates in the buffered gene set are relatively well expressed due to the presence of a higher proportion of the codons observed in highly expressed genes". What do the authors mean by "relatively well expressed"? Abundantly expressed? This sentence and the causality under it is unclear and should be modified or better explained. 10. The panel 4D is unclear. Is one point associated with one gene? Or is it the average of several genes? If it's one point for one gene, it is important to clearly state it because the number of cases is therefore quite low, especially for the TB high and low. 11. In Figure 2J, GGU (Gly), AAG (Lys), and ACU (Arg) provide negative effects on prediction, although these were enriched in the high TB set (Figure 2E). This contradiction should be explained. 12. The subtitle of "Translationally buffered genes exhibit variable association kinetics with the translational machinery in response to mRNA variation" sounds unfair to this reviewer. Since the authors did not work on kinetics directly, the use of this word is misleading. 13. The explanation of Figure 5A "We next explored the potential mechanisms that may give rise to translational buffering. Specifically, we considered two non-mutually exclusive models by which mRNA abundance might be decoupled from ribosome occupancy. In the first, the "differential transcript accessibility model", mRNA abundance determines the fraction of transcripts that are accessible to the translational pool. In this scenario, an increase in mRNA abundance would be accompanied by a proportionally smaller increase in the fraction of transcripts entering the translating pool for buffered genes, compared to non-buffered genes. In the second, the "initiation rate model", the rate of translation initiation per transcript scales inversely with mRNA abundance. Under this model, the proportion of mRNA entering the translational pool would be comparable across buffered and non-buffered genes (Fig 5A)." is hard to understand. The authors should rewrite for a better understanding of the readers.

      Significance

      Thanks to the development of Ribo-Seq, translational buffering has been reported in various works. However, the systematic investigation has remained challenging. Employing the database of published Ribo-Seq and matched RNA-Seq, Rao et al. attempt to understand the mechanism underlying translational buffering of mRNA variation across diverse materials. A group of mRNAs whose expression variance is buffered at the translation level was comprehensively surveyed in humans and mice. The authors found a series of features in the translationally buffered genes, including high GC contents in the 5′ UTR, optimal codon usage, and mRNA length. The depletion or increase of one allele of the genes in the group may be particularly detrimental to cells. The authors' report provides a step forward in our understanding of translational buffering, appealing to the broad scientific community in basic and applied biology. However, this reviewer found a series of concerns in this paper, including clarity in the methods, experimental validation, referring the earlier works, etc. These points could be tackled to improve the reliability of their findings, the strength of their main message, and the global understandability of the paper.

    1. Document d'Information : La Santé Mentale en France

      Synthèse

      La santé mentale en France est au cœur d'un paradoxe critique : bien que décrétée "grande cause nationale" pour 2025, elle demeure la "grande cause oubliée" des politiques publiques, souffrant d'un sous-financement chronique et d'une crise structurelle profonde.

      Le système de soins psychiatriques est au bord de la rupture, avec un taux de vacance de 47 % pour les postes de psychiatres hospitaliers, des fermetures de lits et des délais d'attente pour les consultations pouvant atteindre deux ans en pédopsychiatrie.

      Cette situation a des conséquences dramatiques, notamment pour la jeunesse, population la plus vulnérable où un lycéen sur quatre a déjà eu des pensées suicidaires.

      Tandis que la parole se libère progressivement grâce aux témoignages de personnalités publiques et à des œuvres culturelles qui contribuent à lever le tabou, les défis systémiques restent immenses.

      L'investissement dans la prévention est quasi inexistant, entraînant des retards de diagnostic de près d'une décennie.

      Les nouvelles initiatives, telles que les applications mobiles et la formation aux premiers secours en santé mentale, offrent des pistes complémentaires mais se heurtent à la réalité d'un manque criant de professionnels vers qui orienter les personnes en souffrance.

      La crise est aggravée par des problématiques concrètes telles que les disparités territoriales d'accès aux soins et une pénurie inédite de médicaments psychotropes, soulignant l'urgence d'une politique ambitieuse et financée à la hauteur des enjeux.

      1. La Crise Paradoxale de la Santé Mentale en France

      "Grande Cause Nationale" : Une Déclaration Sans Moyens

      La santé mentale a été officiellement désignée "grande cause nationale" pour l'année 2025. Cependant, cette annonce politique peine à se traduire par des actions concrètes et financées.

      Selon le psychiatre Stéphane Oriette, cette déclaration s'est faite "sans financements associés", ce qui a été "la condition qui a été énoncée dès le début".

      Les politiques publiques successives (Assises de la santé mentale, Conseil national de la refondation) ont identifié les difficultés mais n'ont pas déployé les moyens nécessaires, laissant les professionnels et les patients face à une pression croissante.

      Angèle Malâtre-Lansac souligne le paradoxe : la santé mentale est le premier poste de dépense de l'Assurance Maladie, devant le cancer et les maladies cardiovasculaires, et pourtant, 50 % des personnes concernées ne sont pas prises en charge.

      Une Filière en Souffrance : Pénuries et Manque d'Attractivité

      Le secteur de la psychiatrie fait face à une grave crise de ressources humaines, symptomatique d'un manque de valorisation.

      Pénurie de personnel : Le taux de postes de psychiatres vacants en milieu hospitalier atteint 47 %, en augmentation par rapport aux 43 % enregistrés quelques années auparavant.

      Déficit d'attractivité : La psychiatrie est perçue négativement par une partie des futurs médecins. Une enquête révèle que 60 % des internes considèrent la psychiatrie comme une "sous-spécialité" et 30 % en ont peur. Pourtant, 90 % des psychiatres interrogés affirment qu'ils choisiraient à nouveau cette spécialité.

      Manque de moyens matériels : Stéphane Oriette insiste sur le besoin de "personnel", de "médicaments" et de "locaux adaptés" pour pouvoir soigner correctement.

      Conséquences Directes sur les Soins aux Patients

      Cette crise systémique impacte directement la qualité et l'accès aux soins pour les 13 millions de personnes concernées en France. Une infirmière de l'hôpital de Tours, où la suppression de 80 lits en psychiatrie est prévue, témoigne :

      "Les patientes, ils ont à peu près en moyenne entre 1 et 2 mois pour qu'un patient schizophrène soit stabilisé. Là, il y aura pas de place.

      Donc ça va être 15 jours d'hospitalisation et ces gens-là seront mis à la rue. Donc, on va les retrouver aux urgences psychiatriques. C'est pas possible."

      2. La Jeunesse : Une Population Particulièrement Vulnérable

      L'état de la santé mentale des jeunes en France est particulièrement alarmant, exacerbé par les crises récentes comme celle du Covid.

      Le suicide est l'une des premières causes de mortalité chez les jeunes.

      Statistiques Alarmantes

      Indicateur

      Donnée Clé

      Pensées suicidaires (Lycéens)

      1 jeune sur 4 a eu au moins une pensée suicidaire au cours de l'année.

      Pensées suicidaires (18-24 ans)

      1/3 des jeunes de cette tranche d'âge a déjà eu des idées suicidaires.

      Perception de la santé mentale (Filles)

      Seulement 49 % des jeunes filles estiment être dans une santé mentale convenable.

      Ligne de prévention suicide

      Le numéro national est le 3114.

      L'actrice et réalisatrice Isabelle Carré a été motivée à réaliser son film "Les Rêveurs", inspiré de sa propre hospitalisation à 14 ans, en voyant "monter sur la désespérance, les fragilités psychologiques des jeunes".

      Le Cas Spécifique des Jeunes Filles

      Isabelle Carré souligne que les jeunes filles semblent souffrir davantage, une question qui, selon elle, n'est pas suffisamment débattue publiquement.

      Le chiffre de près d'une fille sur deux ne se sentant pas en bonne santé mentale est qualifié de "dramatique".

      Des Délais d'Attente Inacceptables en Pédopsychiatrie

      L'accès aux soins pour les enfants et adolescents est un point noir majeur du système. Il faut parfois attendre jusqu'à deux ans pour obtenir un rendez-vous en pédopsychiatrie. Stéphane Oriette exprime le dilemme des soignants :

      "Qu'est-ce que c'est aussi pour un soignant de prendre cette responsabilité là de dire ben rentre chez toi alors qu'il demande de l'aide ?".

      Par ailleurs, les enfants de l'aide sociale à l'enfance (ASE) représentent les deux tiers des lits en pédopsychiatrie, soulignant la vulnérabilité de cette population.

      3. Briser le Tabou : L'Émergence d'une Nouvelle Parole Publique

      Malgré la crise, un changement culturel s'opère lentement, avec une libération de la parole qui contribue à déstigmatiser la maladie mentale.

      Le Rôle des Témoignages et des Œuvres Culturelles

      Témoignages publics : Le journaliste Nicolas de Moran a publiquement parlé de sa bipolarité avec des mots forts : "Oui, je suis malade mental.

      C'est cru, c'est violent à dire, peut-être à entendre aussi, mais je ne veux plus le cacher et je ne veux plus me cacher."

      Productions culturelles : Des séries, des émissions et des films, comme "Les Rêveurs" d'Isabelle Carré, abordent le sujet.

      Le festival "Cinéma à la Folie", dont elle est la marraine, est également un vecteur de sensibilisation. L'objectif est de changer le regard sur la maladie psychiatrique, pour qu'elle ne soit plus vue "comme de la faiblesse, de la folie, de la violence".

      Ce mouvement est comparé à celui qui a eu lieu dans les pays anglo-saxons, où un travail important a été fait sur la "déstigmatisation".

      4. Prévention et Nouvelles Approches : Entre Espoirs et Limites

      Face aux défaillances du système traditionnel, de nouvelles stratégies émergent, axées sur la prévention, le numérique et l'entraide.

      L'Enjeu Crucial de la Prévention et de l'Intervention Précoce

      Selon Angèle Malâtre-Lansac, la France investit "très très peu en prévention". Cette carence a des conséquences lourdes :

      75 % des maladies mentales se développent avant l'âge de 25 ans.

      • Les délais entre les premiers symptômes et un diagnostic peuvent atteindre 8 à 10 ans, comme l'illustre le cas de Nicolas de Moran. Certaines personnes ne sont diagnostiquées que vers 50 ans, voire jamais.

      Les Outils Numériques : Complément ou Danger ?

      Les jeunes se tournent massivement vers les réseaux sociaux et les applications pour s'informer et chercher de l'aide.

      Applications dédiées : L'application "Link", créée par l'influenceuse Miel (18 ans), a été téléchargée 300 000 fois.

      Elle propose un calendrier des émotions, un journal intime et un "kit de secours".

      D'autres applications comme "Jardin Mental" (gratuite et soutenue par l'État) existent également.

      Risques de désinformation : Une enquête du Guardian révèle que la moitié des vidéos les plus populaires sur TikTok concernant la santé mentale diffusent de fausses informations (ex: manger une orange contre l'anxiété).

      En France, près de 90 % des contenus sur le sujet sont postés par des non-professionnels de santé.

      Intelligence Artificielle : Le recours à des IA comme ChatGPT pour se confier est perçu par Stéphane Oriette comme un signe que les jeunes "ne trouvent pas de réponses du côté de l'humain" et les cherchent ailleurs.

      Les experts s'accordent à dire que ces outils peuvent être un complément utile pour l'information ou le suivi, mais ne remplaceront "jamais le facteur humain".

      Les Premiers Secours en Santé Mentale et le Soutien par les Pairs

      Secourisme en santé mentale : Inspiré d'un modèle australien, ce programme vise à former des citoyens pour repérer les signes de détresse psychique et orienter vers des professionnels. L'ambition est de former 750 000 personnes en France.

      Pair-aidance : Des associations comme "La Maison Perchée" proposent des lieux de rencontre avec des "pairs-aidants", des personnes ayant traversé des expériences similaires et pouvant offrir un soutien.

      La limite de ces dispositifs est soulignée par Stéphane Oriette : "La question c'est vers qui on oriente, vers quoi on oriente ?" si les structures de soin professionnelles sont saturées.

      5. Enjeux Spécifiques et Systémiques

      La Santé Mentale en Entreprise

      C'est un "enjeu majeur, trop négligé" selon Angèle Malâtre-Lansac.

      La santé mentale est la première cause d'arrêt de travail de longue durée.

      Une charte d'engagement pour la santé mentale au travail a été créée pour inciter les entreprises à former leurs équipes, notamment aux premiers secours psychiques.

      Disparités Territoriales

      L'accès aux soins est extrêmement inégal sur le territoire. Isabelle Carré insiste sur ce point, mentionnant qu'il y a "des régions entières où il y a rien".

      La Pénurie de Médicaments Psychotropes

      Un phénomène qualifié d'"assez inédit" et particulièrement inquiétant est apparu depuis le printemps : une pénurie de médicaments psychotropes.

      Due à des problèmes sur une chaîne de production en Grèce, cette situation empêche des patients d'accéder à leurs traitements, avec des conséquences potentiellement graves lors de l'arrêt brutal de ces médicaments.

    1. contend, offers ways of engaging the Anthropocenewhile highlighting the interscalar complexity of its politics.

      Me pregunto si algún gobierno o agencia ya ha reconocido el Antropoceno y si ya ha tenido influencia en la política pública o si ha sido de forma más indirecta su influencia

    2. This essay experiments with interscalar vehicles as tools and objects of anal-ysis. The possibilities for such vehicles are endless. Here, I take uranium-bearingrocks as my primary interscalar vehicles, riding them from Gabon to France toJapan, from the 1970s to our planet’s early history to the distant future. Innavigating this journey across spatial and temporal scales, I simultaneously observethe interscalar vehicles deployed by historical actors: maps and photographs; com-pensation claims and warning signs; urban development and cosmological theo-ries; atomic bombs. Interscalar vehicles—theirs and ours—have political, ethical,epistemological, and/or affective dimensions. What makes something an inter-scalar vehicle is not its essence but its deployment and uptake, its potential tomake political claims, craft social relationships, or simply open our imaginations.

      Aqui se decribe qué es lo que tiene en mente hacer, me recuerda a Arjun Appadurai y la vida social de las cosas y a Latour con las traducciones, translations

    1. Author response:

      The following is the authors’ response to the original reviews

      General Statements:

      In our manuscript, we demonstrate for the first time that RNA Polymerase I (Pol I) can prematurely release nascent transcripts at the 5' end of ribosomal DNA transcription units in vivo. This achievement was made possible by comparing wild-type Pol I with a mutant form of Pol I, hereafter called SuperPol previously isolated in our lab (Darrière at al., 2019). By combining in vivo analysis of rRNA synthesis (using pulse-labelling of nascent transcript and cross-linking of nascent transcript - CRAC) with in vitro analysis, we could show that Superpol reduced premature transcript release due to altered elongation dynamics and reduced RNA cleavage activity. Such premature release could reflect regulatory mechanisms controlling rRNA synthesis. Importantly, This increased processivity of SuperPol is correlated with resistance with BMH-21, a novel anticancer drugs inhibiting Pol I, showing the relevance of targeting Pol I during transcriptional pauses to kill cancer cells. This work offers critical insights into Pol I dynamics, rRNA transcription regulation, and implications for cancer therapeutics.

      We sincerely thank the three reviewers for their insightful comments and recognition of the strengths and weaknesses of our study. Their acknowledgment of our rigorous methodology, the relevance of our findings on rRNA transcription regulation, and the significant enzymatic properties of the SuperPol mutant is highly appreciated. We are particularly grateful for their appreciation of the potential scientific impact of this work. Additionally, we value the reviewer’s suggestion that this article could address a broad scientific community, including in transcription biology and cancer therapy research. These encouraging remarks motivate us to refine and expand upon our findings further.

      All three reviewers acknowledged the increased processivity of SuperPol compared to its wildtype counterpart. However, two out of three questions our claims that premature termination of transcription can regulate ribosomal RNA transcription. This conclusion is based on SuperPol mutant increasing rRNA production. Proving that modulation of early transcription termination is used to regulate rRNA production under physiological conditions is beyond the scope of this study. Therefore, we propose to change the title of this manuscript to focus on what we have unambiguously demonstrated:

      “Ribosomal RNA synthesis by RNA polymerase I is subjected to premature termination of transcription”.

      Reviewer 1 main criticisms centers on the use of the CRAC technique in our study. While we address this point in detail below, we would like to emphasize that, although we agree with the reviewer’s comments regarding its application to Pol II studies, by limiting contamination with mature rRNA, CRAC remains the only suitable method for studying Pol I elongation over the entire transcription units. All other methods are massively contaminated with fragments of mature RNA which prevents any quantitative analysis of read distribution within rDNA.  This perspective is widely accepted within the Pol I research community, as CRAC provides a robust approach to capturing transcriptional dynamics specific to Pol I activity. 

      We hope that these findings will resonate with the readership of your journal and contribute significantly to advancing discussions in transcription biology and related fields.

      Description of the planned revisions:

      Despite numerous text modification (see below), we agree that one major point of discussion is the consequence of increased processivity in SuperPol mutant on the “quality” of produced rRNA. Reviewer 3 suggested comparisons with other processive alleles, such as the rpb1-E1103G mutant of the RNAPII subunit (Malagon et al., 2006). This comparison has already been addressed by the Schneider lab (Viktorovskaya OV, Cell Rep., 2013 - PMID: 23994471), which explored Pol II (rpb1-E1103G) and Pol I (rpa190-E1224G). The rpa190-E1224G mutant revealed enhanced pausing in vitro, highlighting key differences between Pol I and Pol II catalytic ratelimiting steps (see David Schneider's review on this topic for further details).

      Reviewer 2 and 3 suggested that a decreased efficiency of cleavage upon backtracking might imply an increased error rate in SuperPol compared to the wild-type enzyme. Pol I mutant with decreased rRNA cleavage have been characterized previously, and resulted in increased errorrate. We already started to address this point. Preliminary results from in vitro experiments suggest that SuperPol mutants exhibit an elevated error rate during transcription. However, these findings remain preliminary and require further experimental validation to confirm their reproducibility and robustness. We propose to consolidate these data and incorporate into the manuscript to address this question comprehensively. This could provide valuable insights into the mechanistic differences between SuperPol and the wild-type enzyme. SuperPol is the first pol I mutant described with an increased processivity in vitro and in vivo, and we agree that this might be at the cost of a decreased fidelity.

      Regulatory aspect of the process:

      To address the reviewer’s remarks, we propose to test our model by performing experiments that would evaluate PTT levels in Pol I mutant’s or under different growth conditions. These experiments would provide crucial data to support our model, which suggests that PTT is a regulatory element of Pol I transcription. By demonstrating how PTT varies with environmental factors, we aim to strengthen the hypothesis that premature termination plays an important role in regulating Pol I activity.

      We propose revising the title and conclusions of the manuscript. The updated version will better reflect the study's focus and temper claims regarding the regulatory aspects of termination events, while maintaining the value of our proposed model.

      Description of the revisions that have already been incorporated in the transferred manuscript:

      Some very important modifications have now been incorporated:

      Statistical Analyses and CRAC Replicates:

      Unlike reviewers 2 and 3, reviewer 1 suggests that we did not analyze the results statistically. In fact, the CRAC analyses were conducted in biological triplicate, ensuring robustness and reproducibility. The statistical analyses are presented in Figure 2C, which highlights significant findings supporting the fact WT Pol I and SuperPol distribution profiles are different. We CRAC replicates exhibit a high correlation and we confirmed significant effect in each region of interest (5’ETS, 18S.2, 25S.1 and 3’ ETS, Figure 1) to confirm consistency across experiments. We finally took care not to overinterpret the results, maintaining a rigorous and cautious approach in our analysis to ensure accurate conclusions.

      CRAC vs. Net-seq:

      Reviewer 1 ask to comment differences between CRAC and Net-seq. Both methods complement each other but serve different purposes depending on the biological question on the context of transcription analysis. Net-seq has originally been designed for Pol II analysis. It captures nascent RNAs but does not eliminate mature ribosomal RNAs (rRNAs), leading to high levels of contamination. While this is manageable for Pol II analysis (in silico elimination of reads corresponding to rRNAs), it poses a significant problem for Pol I due to the dominance of rRNAs (60% of total RNAs in yeast), which share sequences with nascent Pol I transcripts. As a result, large Net-seq peaks are observed at mature rRNA extremities (Clarke 2018, Jacobs 2022). This limits the interpretation of the results to the short lived pre-rRNA species. In contrast, CRAC has been specifically adapted by the laboratory of David Tollervey to map Pol I distribution while minimizing contamination from mature rRNAs (The CRAC protocol used exclusively recovers RNAs with 3′ hydroxyl groups that represent endogenous 3′ ends of nascent transcripts, thus removing RNAs with 3’-Phosphate, found in mature rRNAs). This makes CRAC more suitable for studying Pol I transcription, including polymerase pausing and distribution along rDNA, providing quantitative dataset for the entire rDNA gene.

      CRAC vs. Other Methods:

      Reviewer 1 suggests using GRO-seq or TT-seq, but the experiments in Figure 2 aim to assess the distribution profile of Pol I along the rDNA, which requires a method optimized for this specific purpose. While GRO-seq and TT-seq are excellent for measuring RNA synthesis and cotranscriptional processing, they rely on Sarkosyl treatment to permeabilize cellular and nuclear membranes. Sarkosyl is known to artificially induces polymerase pausing and inhibits RNase activities which are involved in the process. To avoid these artifacts, CRAC analysis is a direct and fully in vivo approach. In CRAC experiment, cells are grown exponentially in rich media and arrested via rapid cross-linking, providing precise and artifact-free data on Pol I activity and pausing.

      Pol I ChIP Signal Comparison:

      The ChIP experiments previously published in Darrière et al. lack the statistical depth and resolution offered by our CRAC analyses. The detailed results obtained through CRAC would have been impossible to detect using classical ChIP. The current study provides a more refined and precise understanding of Pol I distribution and dynamics, highlighting the advantages of CRAC over traditional methods in addressing these complex transcriptional processes.

      BMH-21 Effects:

      As highlighted by Reviewer 1, the effects of BMH-21 observed in our study differ slightly from those reported in earlier work (Ref Schneider 2022), likely due to variations in experimental conditions, such as methodologies (CRAC vs. Net-seq), as discussed earlier. We also identified variations in the response to BMH-21 treatment associated with differences in cell growth phases and/or cell density. These factors likely contribute to the observed discrepancies, offering a potential explanation for the variations between our findings and those reported in previous studies. In our approach, we prioritized reproducibility by carefully controlling BMH-21 experimental conditions to mitigate these factors. These variables can significantly influence results, potentially leading to subtle discrepancies. Nevertheless, the overall conclusions regarding BMH-21's effects on WT Pol I are largely consistent across studies, with differences primarily observed at the nucleotide resolution. This is a strength of our CRAC-based analysis, which provides precise insights into Pol I activity.

      We will address these nuances in the revised manuscript to clarify how such differences may impact results and provide context for interpreting our findings in light of previous studies.

      Minor points:

      Reviewer #1:

      In general, the writing style is not clear, and there are some word mistakes or poor descriptions of the results, for example: 

      On page 14: "SuperPol accumulation is decreased (compared to Pol I)". 

      On page 16: "Compared to WT Pol I, the cumulative distribution of SuperPol is indeed shifted on the right of the graph." 

      We clarified and increased the global writing style according to reviewer comment.

      There are also issues with the literature, for example: Turowski et al, 2020a and Turowski et al, 2020b are the same article (preprint and peer-reviewed). Is there any reason to include both references? Please, double-check the references.  

      This was corrected in this version of the manuscript.

      In the manuscript, 5S rRNA is mentioned as an internal control for TMA normalisation. Why are Figure 1C data normalised to 18S rRNA instead of 5S rRNA? 

      Data are effectively normalized relative to the 5S rRNA, but the value for the 18S rRNA is arbitrarily set to 100%.

      Figure 4 should be a supplementary figure, and Figure 7D doesn't have a y-axis labelling. 

      The presence of all Pol I specific subunits (Rpa12, Rpa34 and Rpa49) is crucial for the enzymatic activity we performed. In the absence of these subunits (which can vary depending on the purification batch), Pol I pausing, cleavage and elongation are known to be affected. To strengthen our conclusion, we really wanted to show the subunit composition of the purified enzyme. This important control should be shown, but can indeed be shown in a supplementary figure if desired.

      Y-axis is figure 7D is now correctly labelled

      In Figure 7C, BMH-21 treatment causes the accumulation of ~140bp rRNA transcripts only in SuperPol-expressing cells that are Rrp6-sensitive (line 6 vs line 8), suggesting that BHM-21 treatment does affect SuperPol. Could the author comment on the interpretation of this result? 

      The 140 nt product is a degradation fragment resulting from trimming, which explains its lower accumulation in the absence of Rrp6. BMH21 significantly affects WT Pol I transcription but has also a mild effect on SuperPol transcription. As a result, the 140 nt product accumulates under these conditions.

      Reviewer #2:

      pp. 14-15: The authors note local differences in peak detection in the 5'-ETS among replicates, preventing a nucleotide-resolution analysis of pausing sites. Still, they report consistent global differences between wild-type and SuperPol CRAC signals in the 5'ETS (and other regions of the rDNA). These global differences are clear in the quantification shown in Figures 2B-C. A simpler statement might be less confusing, avoiding references to a "first and second set of replicates" 

      According to reviewer, statement has been simplified in this version of the manuscript.

      Figures 2A and 2C: Based on these data and quantification, it appears that SuperPol signals in the body and 3' end of the rDNA unit are higher than those in the wild type. This finding supports the conclusion that reduced pausing (and termination) in the 5'ETS leads to an increased Pol I signal downstream. Since the average increase in the SuperPol signal is distributed over a larger region, this might also explain why even a relatively modest decrease in 5'ETS pausing results in higher rRNA production. This point merits discussion by the authors. 

      We agree that this is a very important discussion of our results. Transcription is a very dynamic process in which paused polymerase is easily detected using the CRAC assay. Elongated polymerases are distributed over a much larger gene body, and even a small amount of polymerase detected in the gene body can represent a very large rRNA synthesis. This point is of paramount importance and, as suggested by the reviewer, is now discussed in detail.

      A decreased efficiency of cleavage upon backtracking might imply an increased error rate in SuperPol compared to the wild-type enzyme. Have the authors observed any evidence supporting this possibility? 

      Reviewer suggested that a decreased efficiency of cleavage upon backtracking might imply an increased error rate in SuperPol compared to the wild-type enzyme. We thank Reviewer #2 to point it as in our opinion, this is an important point what should be added to the manuscript. We have now included new data (panels 5G, 5H and 5I) in the manuscript showing that SuperPol in vitro exhibits an increased error rate compared to the WT enzyme. From these results obtained in vitro, we concluded that SuperPol shows reduced nascent transcript cleavage, associated with more efficient transcript elongation, but to the detriment of transcriptional fidelity.

      pp. 15 and 22: Premature transcription termination as a regulator of gene expression is welldocumented in yeast, with significant contributions from the Corden, Brow, Libri, and Tollervey labs. These studies should be referenced along with relevant bacterial and mammalian research. 

      According to reviewer suggestion, we referenced these studies.

      p. 23: "SuperPol and Rpa190-KR have a synergistic effect on BMH-21 resistance." A citation should be added for this statement. 

      This represents some unpublished data from our lab. KR and SuperPol are the only two known mutants resistant to BMH-21. We observed that resistance between both alleles is synergistic, with a much higher resistance to BMH-21 in the double mutant than in each single mutant (data not shown). Comparing their resistance mechanisms is a very important point that we could provide upon request. This was added to the statement.

      p. 23: "The released of the premature transcript" - this phrase contains a typo 

      This is now corrected.

      Reviewer #3:

      Figure 1B: it would be opportune to separate the technique's schematic representation from the actual data. Concerning the data, would the authors consider adding an experiment with rrp6D cells? Some RNAs could be degraded even in such short period of time, as even stated by the authors, so maybe an exosome depleted background could provide a more complete picture. Could also the authors explain why the increase is only observed at the level of 18S and 25S? To further prove the robustness of the Pol I TMA method could be good to add already characterized mutations or other drugs to show that the technique can readily detect also well-known and expected changes. 

      The precise objective of this experiment is to avoid the use of the Rrp6 mutant. Under these conditions, we prevent the accumulation of transcripts that would result from a maturation defect. While it is possible to conduct the experiment with the Rrp6 mutant, it would be impossible to draw reliable conclusions due to this artificial accumulation of transcripts.

      Figure 1C: the NTS1 probe signal is missing (it is referenced in Figure 1A but not listed in the Methods section or the oligo table). If this probe was unused, please correct Figure 1A accordingly. 

      We corrected Figure 1A.  

      Figure 2A: the RNAPI occupancy map by CRAC is hard to interpret. The red color (SuperPol) is stacked on top of the blue line, and we are not able to observe the signal of the WT for most of the position along the rDNA unit. It would be preferable to use some kind of opacity that allows to visualize both curves. Moreover, the analysis of the behavior of the polymerase is always restricted to the 5'ETS region in the rest of the manuscript. We are thus not able to observe whether termination events also occur in other regions of the rDNA unit. A Northern blot analysis displaying higher sizes would provide a more complete picture. 

      We addressed this point to make the figure more visually informative. In Northern Blot analysis, we use a TSS (Transcription Start Site) probe, which detects only transcripts containing the 5' extremity. Due to co-transcriptional processing, most of the rRNA undergoing transcription lacks its 5' extremity and is not detectable using this technique. We have the data, but it does not show any difference between Pol I and SuperPol. This information could be included in the supplementary data if asked.

      "Importantly, despite some local variations, we could reproducibly observe an increased occupancy of WT Pol I in 5'-ETS compared to SuperPol (Figure 1C)." should be Figure 2C. 

      Thanks for pointing out this mistake. It has been corrected.

      Figure 3D: most of the difference in the cumulative proportion of CRAC reads is observed in the region ~750 to 3000. In line with my previous point, I think it would be worth exploring also termination events beyond the 5'-ETS region. 

      We agree that such an analysis would have been interesting. However, with the exception of the pre-rRNA starting at the transcription start site (TSS) studied here, any cleaved rRNA at its 5' end could result from premature termination and/or abnormal processing events. Exploring the production of other abnormal rRNAs produced by premature termination is a project in itself, beyond this initial work aimed at demonstrating the existence of premature termination events in ribosomal RNA production.

      Figure 4: should probably be provided as supplementary material. 

      As l mentioned earlier (see comments), the presence of all Pol I specific subunits (Rpa12, Rpa34 and Rpa49) is crucial for the enzymatic activity we performed. This important control should be shown, but can indeed be shown in a supplementary figure if desired.

      "While the growth of cells expressing SuperPol appeared unaffected, the fitness of WT cells was severely reduced under the same conditions." I think the growth of cells expressing SuperPol is slightly affected. 

      We agree with this comment and we modified the text accordingly.

      Figure 7D: the legend of the y-axis is missing as well as the title of the plot. 

      Legend of the y-axis and title of the plot are now present.

      The statements concerning BMH-21, SuperPol and Rpa190-KR in the Discussion section should be removed, or data should be provided.

      This was discussed previously. See comment above.

      Some references are missing from the Bibliography, for example Merkl et al., 2020; Pilsl et al., 2016a, 2016b. 

      Bibliography is now fixed

      Description of analyses that authors prefer not to carry out:

      Does SuperPol mutant produces more functional rRNAs ?

      As Reviewer 1 requested, we agree that this point requires clarification.. In cells expressing SuperPol, a higher steady state of (pre)-rRNAs is only observed in absence of degradation machinery suggesting that overproduced rRNAs are rapidly eliminated. We know that (pre)rRNas are unable to accumulate in absence of ribosomal proteins and/or Assembly Factors (AF). In consequence, overproducing rRNAs would not be sufficient to increase ribosome content. This specific point is further address in our lab but is beyond the scope of this article.

      Is premature termination coupled with rRNA processing 

      We appreciate the reviewer’s insightful comments. The suggested experiments regarding the UTP-A complex's regulatory potential are valuable and ongoing in our lab, but they extend beyond the scope of this study and are not suitable for inclusion in the current manuscript.

    1. Author response:

      The following is the authors’ response to the original reviews.

      Reviewer #1 (Public review):

      Summary:

      This study provides a comprehensive single-cell and multiomic characterization of trabecular meshwork (TM) cells in the mouse eye, a structure critical to intraocular pressure (IOP) regulation and glaucoma pathogenesis. Using scRNA-seq, snATAC-seq, immunofluorescence, and in situ hybridization, the authors identify three transcriptionally and spatially distinct TM cell subtypes. The study further demonstrates that mitochondrial dysfunction, specifically in one subtype (TM3), contributes to elevated IOP in a genetic mouse model of glaucoma carrying a mutation in the transcription factor Lmx1b. Importantly, treatment with nicotinamide (vitamin B3), known to support mitochondrial health, prevents IOP elevation in this model. The authors also link their findings to human datasets, suggesting the existence of analogous TM3-like cells with potential relevance to human glaucoma.

      Strengths:

      The study is methodologically rigorous, integrating single-cell transcriptomic and chromatin accessibility profiling with spatial validation and in vivo functional testing. The identification of TM subtypes is consistent across mouse strains and institutions, providing robust evidence of conserved TM cell heterogeneity. The use of a glaucoma model to show subtype-specific vulnerability, combined with a therapeutic intervention-gives the study strong mechanistic and translational significance. The inclusion of chromatin accessibility data adds further depth by implicating active transcription factors such as LMX1B, a gene known to be associated with glaucoma risk. The integration with human single-cell datasets enhances the potential relevance of the findings to human disease.

      We thank the reviewers for their thorough reading of our manuscript and helpful comments.

      Weaknesses:

      (1) Although the LMX1B transcription factor is implicated as a key regulator in TM3 cells, its role in directly controlling mitochondrial gene expression is not fully explored. Additional analysis of motif accessibility or binding enrichment near relevant target genes could substantiate this mechanistic link. 

      We show that the Lmx1b mutation induces mitochondrial dysfunction with mitochondrial gene expression changes but agree with the referee in that we do not show direct regulation of mitochondrial genes by LMX1B. Emerging data suggest that LMX1B regulates the expression of mitochondrial genes in other cell types [1, 2] making the direct link reasonable. Future work that is beyond the scope of the current paper will focus on sequencing cells at earlier timepoints to help distinguish gene expression changes associated with the V265D mutation from those secondary to ongoing disease and elevated IOP. Additional studies, including ATAC seq at more ages, ChIP-seq and/or Cut and Run/Tag (in TM cells) will be necessary to directly investigate LMX1B target genes.

      As we studied adult mice, mitochondrial gene expression changes could be secondary to other disease induced stresses. Because we did not intend to say we have shown a direct link, we have now added a sentence to the discussion ensure clarity. 

      Lines 932-934: “Although our studies show a clear effect of the Lmx1b mutation on mitochondria, future studies are needed to determine if LMX1B directly modulates mitochondrial genes in V265D mutant TM cells”

      (2) The therapeutic effect of vitamin B3 is clearly demonstrated phenotypically, but the underlying cellular and molecular mechanisms remain somewhat underdeveloped - for instance, changes in mitochondrial function, oxidative stress markers, or NAD+ levels are not directly measured. 

      We agree that further experiments towards a fuller mechanistic understanding of vitamin B3’s therapeutic effects are needed. Such experiments are planned but are beyond the scope of this paper, which is already very large (7 Figures and 16 Supplemental Figures).

      (3) While the human relevance of TM3 cells is suggested through marker overlap, more quantitative approaches, such as cell identity mapping or gene signature scoring in human datasets, would strengthen the translational connection.

      We appreciate the reviewer’s suggestion and agree that additional quantitative analyses will further strengthen the translational relevance of TM3 cells. It is not yet clear if humans have a direct TM3 counterpart or if TM cell roles are compartmentalized differently between human cell types. We are currently limited in our ability to perform these comparative analyses. Specifically, we were unable to obtain permission to use the underlying dataset from Patel et al., and our access to the Van Zyl et al. dataset was through the Single Cell Portal, which does not support more complex analyses (ex. cell identity mapping or gene signature scoring). Differences between human studies themselves also affect these comparisons. Future work aimed at resolving differences and standardizing human TM cell annotations, as well as cross species comparisons are needed (working groups exist and this ongoing effort supports 3 human TM cell subtypes as also reported by Van Zyl). This is beyond what we are currently able to do for this paper. We present a comprehensive assessment using readily available published resources.

      Reviewer #2 (Public review):

      Summary:

      This elegant study by Tolman and colleagues provides fundamental findings that substantially advance our knowledge of the major cell types within the limbus of the mouse eye, focusing on the aqueous humor outflow pathway. The authors used single-cell and single-nuclei RNAseq to very clearly identify 3 subtypes of the trabecular meshwork (TM) cells in the mouse eye, with each subtype having unique markers and proposed functions. The U. Columbia results are strengthened by an independent replication in a different mouse strain at a separate laboratory (Duke). Bioinformatics analyses of these expression data were used to identify cellular compartments, molecular functions, and biological processes. Although there were some common pathways among the 3 subtypes of TM cells (e.g., ECM metabolism), there also were distinct functions. For example:

      TM1 cell expression supports heavy engagement in ECM metabolism and structure, as well as TGFb2 signaling.

      TM2 cells were enriched in laminin and pathways involved in phagocytosis, lysosomal function, and antigen expression, as well as End3/VEGF/angiopoietin signaling.

      TM3 cells were enriched in actin binding and mitochondrial metabolism.

      They used high-resolution immunostaining and in situ hybridization to show that these 3 TM subtypes express distinct markers and occupy distinct locations within the TM tissue. The authors compared their expression data with other published scRNAseq studies of the mouse as well as the human aqueous outflow pathway. They used ATAC-seq to map open chromatin regions in order to predict transcription factor binding sites. Their results were also evaluated in the context of human IOP and glaucoma risk alleles from published GWAS data, with interesting and meaningful correlations. Although not discussed in their manuscript, their expression data support other signaling pathways/ proteins/ genes that have been implicated in glaucoma, including: TGFb2, BMP signaling (including involvement of ID proteins), MYOC, actin cytoskeleton (CLANs), WNT signaling, etc.

      In addition to these very impressive data, the authors used scRNAseq to examine changes in TM cell gene expression in the mouse glaucoma model of mutant Lmxb1-induced ocular hypertension. In man, LMX1B is associated with Nail-Patella syndrome, which can include the development of glaucoma, demonstrating the clinical relevance of this mouse model. Among the gene expression changes detected, TM3 cells had altered expression of genes associated with mitochondrial metabolism. The authors used their previous experience using nicotinamide to metabolically protect DBA2/J mice from glaucomatous damage, and they hypothesized that nicotinamide supplementation of mutant Lmx1b mice would help restore normal mitochondrial metabolism in the TM and prevent Lmx1b-mediated ocular hypertension. Adding nicotinamide to the drinking water significantly prevented Lmxb1 mutant mice from developing high intraocular pressure. This is a laudable example of dissecting the molecular pathogenic mechanisms responsible for a disease (glaucoma) and then discovering and testing a potential therapy that directly intervenes in the disease process and thereby protects from the disease.

      Strengths:

      There are numerous strengths in this comprehensive study including:

      Deep scRNA sequencing that was confirmed by an independent dataset in another mouse strain at another university.

      Identification and validation of molecular markers for each mouse TM cell subset along with localization of these subsets within the mouse aqueous outflow pathway.

      Rigorous bioinformatics analysis of these data as well as comparison of the current data with previously published mouse and human scRNAseq data.

      Correlating their current data with GWAS glaucoma and IOP "hits".

      Discovering gene expression changes in the 3 TM subgroups in the mouse mutant Lmx1b model of glaucoma.

      Further pursuing the indication of dysfunctional mitochondrial metabolism in TM3 cells from Lmx1b mutant mice to test the efficacy of dietary supplementation with nicotinamide. The authors nicely demonstrate the disease modifying efficacy of nicotinamide in preventing IOP elevation in these Lmx1b mutant mice, preventing the development of glaucoma. These results have clinical implications for new glaucoma therapies.

      We thank the reviewer for these generous and thoughtful comments on the strengths of this study.

      Weaknesses:

      (1) Occasional over-interpretation of data. The authors have used changes in gene expression (RNAseq) to implicate functions and signaling pathways. For example: they have not directly measured "changes in metabolism", "mitochondrial dysfunction" or "activity of Lmx1b".

      We thank the reviewer for this feedback. We did not intend to overstate and agree. Our gene expression changes support, but do not by themselves prove, metabolic disturbances. We had felt that this was obvious and did not want to clutter the text. We have revised the manuscript to clarify that our conclusions about metabolic changes and LMX1B activity are based on gene expression patterns rather than direct functional assays and have added EM data (see below under “Recommendations for the authors”).

      We have also added the following to the results:

      Lines 715-721: “Although the documented gene expression changes strongly suggest metabolic and mitochondrial dysfunction, they do not directly prove it. Using electron microscopy to directly evaluate mitochondria in the TM, we found a reduction in total mitochondria number per cell in mutants (P = 0.015, Figure 6G). In addition, mitochondria in mutants had increased area and reduced cristae (inner membrane folds) in mutants consistent with mitochondrial swelling and metabolic dysfunction (all P < 0.001 compared to WT, Figure 6G-H).”

      More detailed EM and metabolic studies are underway but are beyond the scope of this paper.

      (2) In their very thorough data set, there is enrichment of or changes in gene expression that support other pathways that have been previously reported to be associated with glaucoma (such as TGFb2, BMP signaling, actin cytoskeletal organization (CLANs), WNT signaling, ossification, etc. that appears to be a lost opportunity to further enhance the significance of this work.

      We appreciate the reviewer’s suggestions for enhancing the relevance of our work, we had not initially discussed this due to length concerns. We have now incorporated some of this information into the manuscript (see below under “Recommendations for the authors”).

      Reviewer #3 (Public review):

      Summary: In this study, the authors perform multimodal single-cell transcriptomic and epigenomic profiling of 9,394 mouse TM cells, identifying three transcriptionally distinct TM subtypes with validated molecular signatures. TM1 cells are enriched for extracellular matrix genes, TM2 for secreted ligands supporting Schlemm's canal, and TM3 for contractile and mitochondrial/metabolic functions. The transcription factor LMX1B, previously linked to glaucoma, shows the highest expression in TM3 cells and appears to regulate mitochondrial pathways. In Lmx1bV265D mutant mice, TM3 cells exhibit transcriptional signs of mitochondrial dysfunction associated with elevated IOP. Notably, vitamin B3 treatment significantly mitigates IOP elevation, suggesting a potential therapeutic avenue.

      This is an excellent and collaborative study involving investigators from two institutions, offering the most detailed single-cell transcriptomic and epigenetic profiling of the mouse limbal tissues-including both TM and Schlemm's canal (SC), from wild-type and Lmx1bV265D mutant mice. The study defines three TM subtypes and characterizes their distinct molecular signatures, associated pathways, and transcriptional regulators. The authors also compare their dataset with previously published murine and human studies, including those by Van Zyl et al., providing valuable crossspecies insights.

      Strengths: 

      (1) Comprehensive dataset with high single-cell resolution

      (2) Use of multiple bioinformatic and cross-comparative approaches

      (3) Integration of 3D imaging of TM and SC for anatomical context

      (4) Convincing identification and validation of three TM subtypes using molecular markers.

      We thank the reviewer for their comments on the strengths of this study.

      Weaknesses:

      (1) Insufficient evidence linking mitochondrial dysfunction to TM3 cells in Lmx1bV265D mice: While the identification of TM3 cells as metabolically specialized and Lmx1b-enriched is compelling, the proposed link between Lmx1b mutation and mitochondrial dysfunction remains underdeveloped. It is unclear whether mitochondrial defects are a primary consequence of Lmx1b-mediated transcriptional dysregulation or a secondary response to elevated IOP. Additional evidence is needed to clarify whether Lmx1b directly regulates mitochondrial genes (e.g., via ChIP-seq, motif analysis, or ATAC-seq), or whether mitochondrial changes are downstream effects.

      We agree and refer the reviewer to our responses to the other referees including Reviewer 1, Comment 1 and Reviewer 2 comments 1 and 17. As noted there, these mechanistic questions are the focus of ongoing and future studies. We have revised the text where appropriate to ensure it accurately reflects the scope of our current data.

      (2) Furthermore, the protective effects of nicotinamide (NAM) are interpreted as evidence of mitochondrial involvement, but no direct mitochondrial measurements (e.g., immunostaining, electron microscopy, OCR assays) are provided. It is essential to validate mitochondrial dysfunction in TM3 cells using in vivo functional assays to support the central conclusion of the paper. Without this, the claim that mitochondrial dysfunction drives IOP elevation in Lmx1bV265D mice remains speculative. Alternatively, authors should consider revising their claims that mitochondrial dysfunction in these mice is a central driver of TM dysfunction.

      We again refer the reviewer to our other response including Reviewer 1, Comment 1 and Reviewer 2 comments 1 and 17.

      (3) Mechanism of NAM-mediated protection is unclear: The manuscript states that NAM treatment prevents IOP elevation in Lmx1bV265D mice via metabolic support, yet no data are shown to confirm that NAM specifically rescues mitochondrial function. Do NAM-treated TM3 cells show improved mitochondrial integrity? Are reactive oxygen species (ROS) reduced? Does NAM also protect RGCs from glaucomatous damage? Addressing these points would clarify whether the therapeutic effects of NAM are indeed mitochondrial.

      We refer the reviewer to our response to Reviewer 1, Comment 2.

      (4) Lack of direct evidence that LMX1B regulates mitochondrial genes: While transcriptomic and motif accessibility analyses suggest that LMX1B is enriched in TM3 cells and may influence mitochondrial function, no mechanistic data are provided to demonstrate direct regulation of mitochondrial genes. Including ChIP-seq data, motif enrichment at mitochondrial gene loci, or perturbation studies (e.g., Lmx1b knockout or overexpression in TM3 cells) would greatly strengthen this central claim.

      We refer the reviewer to our response to Reviewer 1, Comment 1.

      (5) Focus on LMX1B in Fig. 5F lacks broader context: Figure 5F shows that several transcription factors (TFs)-including Tcf21, Foxs1, Arid3b, Myc, Gli2, Patz1, Plag1, Npas2, Nr1h4, and Nfatc2exhibit stronger positive correlations or motif accessibility changes than LMX1B. Yet the manuscript focuses almost exclusively on LMX1B. The rationale for this focus should be clarified, especially given LMX1B's relatively lower ranking in the correlation analysis. Were the functions of these other highly ranked TFs examined or considered in the context of TM biology or glaucoma? Discussing their potential roles would enhance the interpretation of the transcriptional regulatory landscape and demonstrate the broader relevance of the findings.

      Our analysis (Figure 5F) indicates that Lmx1b is the transcription factor most strongly associated with its predicted target gene expression across all TM cells, as reflected by its highest value along the X-axis. While other transcription factors exhibit greater motif accessibility (Y-axis), this likely reflects their broader expression across TM subtypes. In contrast, Lmx1b is minimally expressed in TM1 and TM2 cells, which may account for its lower motif accessibility overall (motifs not accessible in cells where Lmx1b is not / minimally expressed).

      Our emphasis on LMX1B is further supported by its direct genetic association with glaucoma. In contrast, the other transcription factors lack clear links to glaucoma and are supported primarily by indirect evidence. Nonetheless, we agree that the transcription factors highlighted in our analysis are promising candidates for future investigation. However, to maintain focus on the central narrative of this study, we have chosen not to include an extended discussion of these additional genes.

      (6) In abstract, they say a number of 9,394 wild-type TM cell transcriptomes. The number of Lmx1bV265D/+ TM cell transcriptomes analyzed is not provided. This information is essential for evaluating the comparative analysis and should be clearly stated in the Abstract and again in the main text (e.g., lines 121-123). Including both wild-type and mutant cell counts will help readers assess the balance and robustness of the dataset.

      We thank the reviewer for noticing this oversight and have added this value to the abstract and results section. 

      Lines 41 and 696: 2,491 mutant TM cells.  

      (7) Did the authors monitor mouse weight or other health parameters to assess potential systemic effects of treatment? It is known that the taste of compounds in drinking water can alter fluid or food intake, which may influence general health. Also, does Lmx1bV265D/+ have mice exhibit non-ocular phenotypes, and if so, does nicotinamide confer protection in those tissues as well? Additionally, starting the dose of the nicotinamide at postnatal day 2, how long the mice were treated with water containing nicotinamide, and after how many days or weeks IOP was reduced, and how long the decrease in the IOP was sustained.

      Water intake was monitored in both treatment groups, and dosing was based on the average volume consumed by adult mice (lines 1017–1018, young pups do not drink water and so drug is largely delivered through mothers’ milk until weaning and so we do not know an accurate dose for young pups). Mouse health was assessed throughout the experiment through regular monitoring of body weight and general condition.

      Depending on genetic context, Lmx1b mutations can cause kidney disease and impact other systems. Non-ocular phenotypes were not the focus of this study and were not characterized.

      We added a comment to the method to clarify the NAM treatment timeline. NAM was administered continuously in the drinking water starting at P2 and maintained throughout the experiment. IOP was measured beginning at 2 months and then at monthly time points. NAM lessened IOP at 2 and 3 months. We terminated IOP assessment at 3 months.

      Lines 1028-1029: “Treatment was started at postnatal day 2 and continued throughout the experiment.”

      (8) While the IOP reduction observed in NAM-treated Lmx1bV265D/+ mice appears statistically significant, it is unclear whether this reflects meaningful biological protection. Several untreated mice exhibit very high IOP values, which may skew the analysis. The authors should report the mean values for IOP in both untreated and NAM-treated groups to clarify the magnitude and variability of the response.

      We have added supplemental table 7 with the statistical information. Regarding the high IOP values observed in a subset of untreated V265D mutant mice, we consistently detect individual mutant eyes with IOPs exceeding 30 mmHg across independent cohorts and time points [3-5]. It is important to note that IOP is subject to fluctuation and in disease states such as glaucoma, circadian rhythms can be disrupted with stochastic and episodic IOP spikes throughout the day. This may be occurring in those untreated mice. This is also why we strive to use sample sizes of 40 or more. Additionally, we observe that some mutant eyes with IOPs measured within the normal range have anterior chamber deepening (ACD) - a persistent anatomical change associated with sustained or recurrent high IOP that stretches the cornea and may posteriorly displace the lens. This suggests mutant mice experience transient IOP elevations that are not always captured at a single time point due to the stochastic nature of these fluctuations. To account for this, we include ACD as an additional readout alongside IOP measurements. The reduction in ACD observed in NAM-treated mice provides independent evidence supporting the biological relevance of NAM-mediated IOP reduction.   

      (9) Additionally, since NAM has been shown to protect RGCs in other glaucoma models directly, the authors should assess whether RGCs are preserved in NAM-treated Lmx1b V265D/+ mice. Demonstrating RGC protection would support a synergistic effect of NAM through both IOP reduction and direct neuroprotection, strengthening the translational relevance of the treatment.

      We again thank the referee. We note the possibility of dual IOP protection and neuroprotection in the manuscript (lines 961–963). The goal of the present study, however, was to determine mechanisms underlying IOP elevation in patients with LMX1B variants. Therefore, we limited our focus to IOP elevation (LMX1B is expressed in the TM but not RGCs). Studies of the RGCs and optic nerve in V265D mutant mice treated with NAM take considerable effort but are underway. They will be reported in a subsequent manuscript. Initial data support protection, but that is a work in progress.  

      Additionally, we recently reported a similar pattern of IOP protection to that reported here using pyruvate - in experiments where we analyzed the optic nerve as the focus of the study was assessment of pyruvate as a resilience factor against high genetic risk of glaucoma [4]. In that case, there was statistically significant protection from glaucomatous optic nerve damage, arguing for translational relevance again with a possible synergistic effect through both IOP reduction and direct neuroprotection.

      (10) Can the authors add any other functional validation studies to explore to understand the pathways enriched in all the subtypes of TM1, TM2, and TM3 cells, in addition to the ICH/IF/RNAscope validation?

      We agree with the reviewer on the importance of further functional validation of pathways active in TM cell subtypes that influence IOP. However, comprehensive investigation of the pathways active in subtypes need to be in future studies. It is beyond the scope of his already large paper.

      (11) The authors should include a representative image of the limbal dissection. While Figure S1 provides a schematic, mouse eyes are very small, and dissecting unfixed limbal tissue is technically challenging. It is also difficult to reconcile the claim that the majority of cells in the limbal region are TM and endothelium. As shown in Figure S6, DAPI staining suggests a much higher abundance of scleral cells compared to TM cells within the limbal strip. Additional clarification or visual evidence would help validate the dissection strategy and cellular composition of the captured region.

      We appreciate the reviewer’s suggestion and have added additional images to Figure S1 to show our limbal strip dissection. However, we clarify that we do not intend to suggest that TM and endothelial cells are the most abundant populations in these dissected strips.  When we say “are enriched for drainage tissues” we mean in comparison to dissecting the anterior segment as a whole. We have clarified this in the text. In fact, epithelial cells (primarily from the cornea) constituted the largest cluster in our dataset (Figure 1A). Additionally, to avoid misinterpretation, we generally refrain from drawing conclusions about the relative abundance of cell types based on sequencing data. Single-cell and single nucleus RNA sequencing results are sensitive to technical factors that alter cell proportions depending on exact methodological details. In our study, TM cells comprised 24.4% of the single-cell dataset and 11.8% of the single-nucleus dataset, illustrating the impact of methodological variability. 

      Lines 163-164: “Individual eyes were dissected to isolate a strip of limbal tissue, which is enriched for TM cells in comparison to dissecting the anterior segment as a whole.”

      Reviewer #1 (Recommendations for the authors):

      To enhance the reproducibility and transparency of the findings presented in this study, we strongly recommend that the authors make all analysis scripts and computational tools publicly available.

      We agree with the reviewer’s emphasis on transparency and are currently building a GitHub page to share our scripts. However, we did not develop any new tools for this study. All tools that we used are publicly available and provided in our methods section. All data will be available as raw data and through the Broad Institute’s Single Cell Portal.

      Reviewer #2 (Recommendations for the authors):

      The authors are to be commended for a well-written presentation of high-quality data, their comparisons of datasets (other mouse and human scRNAseq data), correlation with clinical glaucoma risk alleles, and curative therapy for the mouse model of Lmx1b glaucoma. There are several minor suggestions that the authors might consider to further improve their manuscript:

      (1) Lines 42-43: Although their data strongly support the role of mitochondrial dysfunction in Lmx1b glaucoma, they might want to soften their conclusion "supports a primary role of mitochondrial dysfunction within TM3 cells initiating the IOP elevation that causes glaucoma".

      With the inclusion of EM data supporting mitochondrial dysfunction in Lmx1b mutant TM cells, we have revised this sentence to more accurately reflect our findings.

      Lines 42-44 (previously lines 42-43): “Mitochondria in TM cells of V265D/+ mice are swollen with a reduced cristae area, further supporting a role for mitochondrial dysfunction in the initiation of IOP elevation in these mice.”

      (2) Figure 1: Why is the shape of the "TM containing" cluster in 1A so different than the cluster shown in 1B?

      We isolated cells from the 'TM-containing' cluster and performed unbiased reclustering, which alters their positioning in UMAP space. The figure legend has been updated to clarify this point.

      Lines 143-144 “A separate UMAP representation of the trabecular meshwork (TM) containing cluster following subclustering.”

      (3) Line 160: change "data was" to "data were"

      Corrected

      (4) S4 Fig C: Please comment on why the Columbia and Duke heatmaps for TM3 are not as congruent as the heatmaps for TM1 and TM2.

      We cannot definitively determine the reason for this. However, differences in tissue processing techniques between the Columbia and Duke preparations may contribute. Such variations have been shown to affect cellular transcriptomes in certain contexts. It is possible that TM3 cells are more susceptible to these effects than others. We have added a statement addressing this point to the figure legend.

      Lines 238-240: “Because tissue processing techniques can alter gene expression [52], the heatmap variation between institutes likely reflects differences in processing techniques (Methods) and suggests that TM3 cells are more susceptible to these effects than other cell types.”

      (5) S9 Fig: It is very difficult to see any staining for TM1 CHIL1 (2nd panel), TM2 End3 (2nd panel), and TM3 Lypd1 (both panels)

      We apologize for the difficulty in visualizing these panels. To improve clarity, we have increased the brightness of all relevant marker signals, within standard bounds, to facilitate easier interpretation.

      (6) Line 380: "are significantly higher"; since statistical analysis was not reported, please do not use "significantly"

      Done

      (7) The authors should consider discussing several of their findings that agree with published literature. For example:

      Figure 3B: "Wnt protein binding" (PMID: 18274669), "TGFb "binding" (numerous references), "integrin binding" (work of Donna Peters), "actin binding"/"actin filament binding"/"actin filament bundle" (CLANs references)

      S10 Fig c: "ossification" (work of Torretta Borres)

      S11 Fig A: ID2/ID3 (PMID: 33938911); (B) BMP4 (PMID: 17325163)

      S12 Fig A: MYOC in TM1 cells (numerous references)

      We appreciate the reviewer’s diligent review and comments regarding these pathways. We have added a comment to the discussion regarding the agreement of these pathways.

      Lines 855-858: In addition, the expression of genes that we document generally agrees with the literature. For example, the following genes and signaling molecules have been reported in TM cells, WNT signaling [78], TGF-β signaling [79-85], integrin binding [86-88], actin cytoskeletal networks [89], calcification genes [90, 91], and Myocilin [91-94].

      (8) Line 541: was confocal microscopy used to measure the "3D shapes" of nuclei or was this done with a single image to determine sphericity?

      This analysis was performed using confocal microscopy and 3D reconstructed models of the TM nuclei. We have added text to clarify this in the figure legend 

      Lines 553-556: “To rigorously assess whether TM1 nuclei are more spherical, we analyzed their reconstructed 3D shapes from whole mounts images by confocal microscopy, comparing them to TM3 nuclei using the ‘Sphericity’ tool in Imaris.”

      (9) Line 545: please add a close parentheses after "scoring 1"

      Done

      (10) S15 Fig: (A) There does not appear to be "good agreement" (line 653) between the datasets for TM1. (C) please provide a better explanation on how to interpret these "Confusion Matrix" results.

      We understand the referee's concern, the patterns likely appear different to the referee due to limited sampling in snRNA-seq data. Based on our results, TM1 seems particularly susceptible, possibly because these cells do not tolerate the isolation process as well. Although we are confident that TM1 shows good agreement between the two techniques based on our experience, we have revised the language in the text to “generally” to reflect this nuance.

      Lines 633-635 (previously line 653): The generated clusters and their marker genes generally agreed with our scRNA-seq analyses (Fig 5A-B, S15A Fig).

      We have also added additional clarification for how to interpret the Confusion Matrix. 

      Lines 669-672: “Colors indicate the fraction of cells identified in each ATAC cluster (row) which are also identified in each RNA cell type (columns), where darker colors represent stronger correspondence between RNA and ATAC clusters.”

      (11) Line 676: The transition from discussing the sc/snRNAseq data to the work in Lmx1b mutant mice is quite abrupt and could use a better transition to introduce this metabolism work.

      We have revised this transition for improved flow but prefer to keep all transitions brief due to the paper's length.

      Lines 691-694 (previously line 676): To evaluate the utility of our new TM cell atlas, we used it to examine how Lmx1b mutations affect the TM cell transcriptome and to identify potential mechanisms underlying IOP elevation. We selected LMX1B because it causes IOP elevation and glaucoma in humans and was identified as a highly active transcription factor in our TM cell dataset.

      (12) Lines 696-697: It appears counter-intuitive that upregulation of ubiquitin pathways would lead to proteostasis (proteosome protein degradation requires ubiquination).

      We have clarified that the protein tagging pathway was significantly upregulated. However, polyubiquitin precursor itself was downregulated. In general, the statistical significance of the protein tagging pathway suggests perturbation of the system tagging proteins for degradation. We have clarified this in the text. 

      Lines 711-714 (previously lines 696-697): “In addition, mutant TM3 cells showed an upregulation of protein tagging genes. However, there is a downregulation of the polyubiquitin precursor gene (Ubb, P = 4.5E-30), indicating a general dysregulation of pathways that tag proteins for degradation.”

      (13) Line 715: Please justify why "perturbed metabolism" was chosen to pursue vs the other differentially expressed pathways

      We chose to narrow our focus on TM3 cells because of the enrichment for Lmx1b expression.Most pathways identified in our analysis of TM3 cells implicate mitochondrial metabolism.Therefore, we chose to further explore this avenue. We clarified that perturbed metabolism was the strongest gene expression signature in the text. 

      Lines 753-754 (previously line 715): “Our findings most strongly implicate perturbed metabolism within TM3 cells as responsible for IOP elevation in an Lmx1b glaucoma model.”

      (14) Line 759: The authors clearly demonstrate that Lmx1b is most expressed in TM3 cells; however, they did not demonstrate that "Lmx1b was most active"

      ATAC analysis showed that Lmx1b was most active in TM cells overall. We inferred its activity in TM3 because Lmx1b is most enriched in that subtype. This has been clarified in the text.

      Lines 799-800 (previously line 759): “More specifically, we demonstrate that Lmx1b is the most active TM cell TF and is enriched in TM3 cells,…”

      (15) Lines 830-835: Please include references documenting increased TGFβ2 concentrations in POAG aqueous humor and TM, effects of TGFβ2 on TM ECM deposition, and TGFβ2 induced ocular hypertension ex vivo and in vivo.

      Done.

      (16) Line 875: The authors provide no direct evidence for enhances "oxidative stress" in Lmx1b TM3 cells

      The mitochondrial abnormalities and changed pathways support oxidative stress, but we have not directly tested this. Experiments are currently underway to evaluate its role, but these additional analyses are beyond the scope of this paper. We removed oxidative stress from the sentence.

      Lines 920-922 (previously line 875): “Importantly, in heterozygous mutant V265D/+ mice, TM3 cells had pronounced gene expression changes that implicate mitochondrial dysfunction, but that were absent or much lower in other cells including TM1 and TM2.”

      (17) Line 880: Similarly, the authors have not directly assessed effects on metabolism in TM3 cells; they only have shown changes in the expression of mitochondrial genes that may affect metabolism

      We have no way to specifically isolating TM3 cells to test this. Future work is underway to test this more broadly in isolated TM cells but is beyond the scope of this is already large paper. Considering our gene expression data and the addition of supporting EM data, we have qualified the text.

      Lines 930-931 (previously 880): “Our data extend these published findings by showing that inheritance of a single dominant mutation in Lmx1b similarly affects mitochondria in TM cells.”

      (18) Line 892: What markers were used to detect "cell stress"?

      We have revised the text. Although our RNA data show stress gene changes, characterization of these markers is beyond the scope of the current study and will be included in a subsequent paper.

      Lines 945-948 (previously line 892): “However, these processes were not limited to TM3 cells or even to cell types that express detectable Lmx1b, suggesting that they are secondary damaging processes that are subsequent to the initiating, Lmx1b-induced perturbations in TM3 cells.”

      Additional author driven change

      While revising and reviewing our data, we identified a coding error that resulted in the WT and V265D mutant group labels being switched in Figure 6. Importantly, the significance of the differentially expressed genes (DEGs), the implicated biological pathways, and the interpretation of pathway directionality in the manuscript remain accurate. The only issue was the incorrect labeling in the figure. We have corrected the labels in Figure 6 to accurately reflect the data. As noted above, all data and code will be made available to ensure full reproducibility of our results.

      References

      (1) Doucet-Beaupre H, Gilbert C, Profes MS, Chabrat A, Pacelli C, Giguere N, et al. Lmx1a and Lmx1b regulate mitochondrial functions and survival of adult midbrain dopaminergic neurons. Proc Natl Acad Sci U S A. 2016;113(30):E4387-96. Epub 2016/07/14. doi: 10.1073/pnas.1520387113. PubMed PMID: 27407143; PubMed Central PMCID: PMCPMC4968767.

      (2) Jimenez-Moreno N, Kollareddy M, Stathakos P, Moss JJ, Anton Z, Shoemark DK, et al. ATG8-dependent LMX1B-autophagy crosstalk shapes human midbrain dopaminergic neuronal resilience. J Cell Biol. 2023;222(5). Epub 2023/04/05. doi: 10.1083/jcb.201910133. PubMed PMID: 37014324; PubMed Central PMCID: PMCPMC10075225.

      (3) Cross SH, Macalinao DG, McKie L, Rose L, Kearney AL, Rainger J, et al. A dominantnegative mutation of mouse Lmx1b causes glaucoma and is semi-lethal via LDB1mediated dimerization [corrected]. PLoS Genet. 2014;10(5):e1004359. Epub 2014/05/09. doi: 10.1371/journal.pgen.1004359. PubMed PMID: 24809698; PubMed Central PMCID: PMCPMC4014447.

      (4) Li K, Tolman N, Segre AV, Stuart KV, Zeleznik OA, Vallabh NA, et al. Pyruvate and related energetic metabolites modulate resilience against high genetic risk for glaucoma. Elife. 2025;14. Epub 2025/04/24. doi: 10.7554/eLife.105576. PubMed PMID: 40272416; PubMed Central PMCID: PMCPMC12021409.

      (5) Tolman NG, Balasubramanian R, Macalinao DG, Kearney AL, MacNicoll KH, Montgomery CL, et al. Genetic background modifies vulnerability to glaucoma-related phenotypes in Lmx1b mutant mice. Dis Model Mech. 2021;14(2). Epub 2021/01/20. doi: 10.1242/dmm.046953. PubMed PMID: 33462143; PubMed Central PMCID: PMCPMC7903917.

    1. Note: This preprint has been reviewed by subject experts for Review Commons. Content has not been altered except for formatting.

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      Referee #2

      Evidence, reproducibility and clarity

      Summary

      The manuscript by Peter et al., reports on the neuronal activity and connectivity of iPSC-derived human cortical neurons from Down syndrome (DS) that is caused by caused by trisomy of the human chromosome 21 (TS21).

      Major points:

      Although the manuscript is potentially interesting, the results appear somehow preliminary and need to be corroborated by control experiments and quantifications of effects to fully sustain the conclusions.

      (1) The authors have not assessed the percentage of WT and TS21 cells that acquire a neuronal or glia identity in their cultures. Indeed, the origin of alterations in network activity and connectivity observed in TS21 neurons could simply derive from reduced number of neurons arising from TS21 iPSC. Alternatively, the same alteration in network activity and connectivity could derive from a multitude of other factors including deficits in neuronal development, neurite extension, or intrinsic electrophysiological properties. In the current version of the manuscript, none of these has been investigated.

      (2) Electrophysiological properties of TS21 and WT neurons at day 53/54 in vitro indicate an extremely immature stage of development (i.e. RMP between -36 and -27 mV with most of the cells firing a single action potential after current injection) in the utilized culture conditions: This is far from ideal for in vitro neuronal-network studies. Finally, reduced activity of HCN1 channels should be confirmed by specific recordings isolating or blocking the related current.

      Main points highlighting the preliminary character of the study.

      1) In Figure 1 immunofluorescence images of the neuronal differentiation markers (Tbr1, Ctip2 and Tuj1) are showed. However, no quantification of the percentage of cells expressing these markers for WT and TS21 neurons is reported. On the other hand, simple inspection of the representative images clearly seams to indicate a difference between the two genotypes, with TS21 cultures showing lower number of cells expressing neuronal markers. This quantification should be corroborated by a similar staining for an astrocyte marker (GFAP, but not S100b since is triplicated in DS). This is an extremely important point since it is obvious that any change in the percentage of neurons (or the neuron/astrocyte ratio) in the cultures will strongly affect the resulting network activity (shown in Figure 2) and the connectivity (showed in Figure 4). Possibly, the quantification should be done at the same time points of the calcium imaging experiments.

      2) In Figure 2 the authors show some calcium imaging traces of WT and TS21 cultures at different time points. However, they again do not show any quantification of neuronal activity. A power spectra analysis is shown in Supplementary Figure 2, but only for WT cultures, while in Supplementary Figure 3 a comparison between WT and Ts21 power spectra is done, but only at the 50 day time point, while difference in synchrony are assessed at 60 days. At minimum, the author should include in main Figure 2 the quantification of the mean calcium event rate and mean event amplitude at the different time points and the power spectra analysis for both WT and TS21 cultures at the same timepoints.

      Of note, the synchronized neuronal activity is present in WT cultures at day 60, but totally lost at subsequent time-points (70 and 80 days). The results of this later time points are different from previous data from the same lab (Kirwan et al., 2015). How might these data be explained? It would be important to rule out any potential issues with the health of the culture that could explain the loss of neuronal activity.It would be beneficial to check cell viability at the different time points to exclude possible confounding factors ? A propidium staining or a MTT assay would strongly improve the soundness of the calcium data.

      3) In Figure 3 there is no quantification of the number and/or density of transplanted neurons for WT and TS21, but only representative images. As above, inspection of the representative images seems to show a decrease in cells labeled by the Tbr1 neuronal marker for TS21 cells. Moreover, the in vivo calcium imaging of transplanted WT and TS21 cells lacks most of the quantification normally done in calcium imaging experiments. Are the event rate and event amplitude different between WT and TS21 neurons ? The measure of neuronal synchrony by mean pixel correlation is not well explained, but it looks somehow simplistic. Neuronal synchrony can be more precisely measured by cross-correlation analysis or spike time tiling coefficients on the traces from single-neuron ROI rather than on all pixels in the field of view, as apparently was done here.

      4) The results on reduced neuronal connectivity in Figure 3 look very striking. However, these results should be accompanied by control experiments to verify the number of neuronal cells and neurite extension in WT and Ts21 cultures. These two parameters could indeed strongly influence the results. As the cultures appear to grow in clusters, bright-field images and TuJ1 staining of the cultures will also greatly help to understand the degree of morphological interconnection between the clusters.

      5) The authors performed RNA-seq experiments on day 50 cultures. Why the authors do not show the complete differential gene expression analysis, but only a small subset of genes? A comprehensive volcano plot and the complete list of identified genes with logFC and FDR values would be helpful. If possible, comparison of the present data (particularly on KCN and HCN expression changes) with published and publicly available expression datasets of other human or human Down syndrome iPSC-derived neurons or human Down syndrome brains will greatly increase the soundness of the present findings. In addition, the gene ontology (GO) results are mentioned in the text, but are not presented. Showing the complete GO analysis for both up and downregulated genes will help the reader to better understand the RNA-seq results. Notably, the results shown in Supplementary Figure on GRIN2A and GRIN2B expression (with values of 300-700 counts versus 2000-4000 counts, respectively) clearly indicate that in both WT and TS21 cultures the NMDA developmental switch has not occurred yet at the 50 days timepoint.

      6) The measure of hyperpolarization-activated currents shown in Figure 5 lack proper control experiments. First, the hyperpolarizing current in TS21 cells do not reach a steady-state as the controls. The two curves are therefore hard to compare. To exclude possible difference in kinetic activation, the authors should have prolonged the current injection period (1-2 seconds). Second, to ultimately prove that such currents are mediated by HCN channels in WT cells the authors should perform some control experiments with a specific HCN blocker. A good example of a suitable protocol, with also current blockers to exclude all other possible current contributions, is the one reported in Matt et al Cell. Mol. Life Sci. 68, 125-137 (2011).

      7) The manuscript lacks information on the statistical analysis used. Also, the numerosity of samples is not clear. Were the dots shown in some graph technical replicates from a single neuronal induction or were all independent neuronal inductions or a mix of the two ? Please clarify.

      8) The method section lacks important information to guarantee reproducibility. Just a few examples: - Only electrophysiology methods for slice are reported, but not for in vitro culture. - Details on Laminin coating is lacking. What concentration was used ? Was poly-ornithine or poly-lysine used before Laminin coating ? - How long cells were switched to BrainPhys medium before calcium imaging ?

      Minor point/typos etc.

      Introduction

      • Page 4 line 6: in the line "Trisomy 21 in humans commonly results in a range in developmental and morphological changes in the forebrain ..." "in" could be replaced by "of".
      • Page 5 line 2: please remove "an" before the word "another".
      • Page 5 line 2: please replace "ecitatory" with "excitatory"

      Results

      • Page 10 line 25: The concept of "pixel-wise" appears for the first time in this section and could be better introduced to facilitate the understanding of the experiment.
      • In the "results" section, page 11 line 1 and 4, references are made to "Figure 4D" and "4F," but these figures do not appear to be present in the figure section. Upon reviewing the rest of the section, the data seem to refer to "Figure 3D" and "3E."

      Discussion

      • Page 15 line 20: please replace "synchronised" with "synchronized".
      • Page 16 line 11: please replace "T21" with "TS21".

      Methods

      • Page 19 line 12: "Pens/Strep" has to be replaced by Pen/Strep.
      • Page 20 line 20: "Tocris Biocience" has to be replaced by "Tocris Bioscience".
      • Page 21 line 2: "Addegene" has to be replaced by "Addgene".

      Figures

      • Figure 3: the schematic experimental design (Fig. 3A) could be enlarged to match the width of the images/graphs below.
      • Figure 5: the reviewer suggests resizing/repositioning the graphs in Fig. 1A so that they match the width of those below.
      • Figure S1D: In all the figures of the paper, the respective controls for the TS21 1 and TS21 2 lines are labelled as "WT1/WT2," while in these graphs, they are called "Ctrl1" and "Ctrl2." To ensure consistency throughout the paper, it is suggested to change the names in these graphs.
      • Figure S4L: The graph is not very clear, especially regarding the significance reported at -50 pA, please modify the graphical visualization and/or add a legend in the caption.

      Significance

      Nature and significance of the advance for the field. The results presented in the manuscript are potentially interesting and useful, but not completely novel (currents deregulation has already been highlighted in mouse models of Down Syndrome).

      Work in the context of the existing literature. This work follows the line of evidence that characterizes Down Syndrome in human neurons (Huo, H.-Q. et al. Stem Cell Rep. 10, 1251-1266 (2018); Briggs, J. A. et al. Etiology. Stem Cells 31, 467-478 (2013)), both in vitro and in xenotransplanted mice, by corrborating some important findings already found in animal models (Stern, S., Segal, M. & Moses, E. EBioMedicine 2, 1048-1062 (2015); Cramer, N. P., Xu, X., F. Haydar, T. & Galdzicki, Z. Physiol. Rep. 3, e12655 (2015); Stern, S., Keren, R., Kim, Y. & Moses, E. http://biorxiv.org/lookup/doi/10.1101/467522 (2018) doi:10.1101/467522.

      Audience. Scientists in the field of pre-clinical biomedical research, especially those working on neurodevelopmental disorders and iPSC-based non-animal models.

      Field of expertise. In vitro electrophysiology, Neurodevelopmental disorders, Down Syndrome, ips cells.

    1. Author response:

      The following is the authors’ response to the original reviews

      Reviewer #1 (Public review):

      (1) Their first major claim is that fluid flows alone must be quite strong in order to fragment the cyanobacterial aggregates they have studied. With their rheological chamber, they explicitly show that energy dissipation rates must exceed "natural" conditions by multiple orders of magnitude in order to fragment lab strain colonies, and even higher to disrupt natural strains sampled from a nearby freshwater lake. This claim is well-supported by their experiments and data.

      We thank the reviewer for this positive comment. We fully agree, as our fragmentation experiments on division-formed colonies clearly demonstrate their strong mechanical resistance in naturally occurring flows.

      (2) The authors then claim that the fragmentation of aggregates due to fluid flows occurs through erosion of small pieces. Because their experimental setup does not allow them to explicitly observe this process (for example, by watching one aggregate break into pieces), they implement an idealized model to show that the nature of the changes to the size histogram agrees with an erosion process. However, in Figure 2C there is a noticeable gap between their experiment and the prediction of their model. Additionally, in a similar experiment shown in Figure S6, the experiment cannot distinguish between an idealized erosion model and an alternative, an idealized binary fission model where aggregates split into equal halves. For these reasons, this claim is weakened.

      The two idealized models of colony fragmentation, namely erosion of single cells and fragmentation into equal sizes (or binary fission), lead to distinguishable final size distributions. We believe that our experiments for division-formed colonies support the hypothesis of the erosion mechanism. Specifically, Figure 2E shows that colony fragmentation resulted in a decrease of large colonies and a strong increase of single cells and dimers (two cells). In our view, the strong increase of single cells and dimers provides quite convincing (but indirect) evidence supporting the erosion mechanism. This is described on lines 112-121. To further address the reviewer’s concern, we have included in the revised version of Figure 2 (panels B and D) a direct comparison between these two fragmentation models for large division-formed colonies fragmented at a high dissipation rate of ε = 5.8 m<sup>2</sup>/s<sup>3</sup>. Furthermore, we have included the new Supplementary Figure S9, which details the model predictions for the colony size distribution at various time points.

      The ideal equal fragments model (i.e., where every fracture event produces two identical fragments with half the original biovolume) does not capture the biovolume transfer from large colonies to single cells, as observed for the experimental results in panel D of Figure 2 and panel E of Figure S9. In contrast, the erosion model, in panel D of Figure 2 and panel D of Figure S9, provides a good prediction of the experimental results within the experimental uncertainty. The different fragmentation models are discussed in lines 226-228 of the revised manuscript and lines 865-873 of the SI.

      (3) Their third major claim is that fluid flows only weakly cause cells to collide and adhere in a "coming together" process of aggregate formation. They test this claim in Figure 3, where they suspend single cells in their test chamber and stir them at moderate intensity, monitoring their size histogram. They show that the size histogram changes only slightly, indicating that aggregation is, by and large, not occurring at a high rate. Therefore, they lend support to the idea that cell aggregation likely does not initiate group formation in toxic cyanobacterial blooms. Additionally, they show that the median size of large colonies also does not change at moderate turbulent intensities. These results agree with previous studies (their own citation 25) indicating that aggregates in toxic blooms are clonal in nature. This is an important result and well-supported by their data, but only for this specific particle concentration and stirring intensity. Later, in Figure 5 they show a much broader range of particle concentrations and energy dissipation rates that they leave untested.

      We thank the reviewer for this positive comment. We agree that our experimental results show clear evidence that aggregated colonies have a weaker structure in comparison to division-formed colonies, thus supporting the hypothesis that clonal expansion is the main mechanism for colony formation under most natural settings. The range of energy dissipation rates of our experimental setup covers almost entirely the region for which aggregated and division-formed colonies differ in their fragmentation behavior (Zone III of Figure 5). Within this zone, aggregated colonies are fragmented and only the division-formed colonies are able to withstand the hydrodynamic stresses. Furthermore, we show that this fragmentation behavior has a low sensitivity to the total biovolume fraction, as displayed in the Supplementary Figures S2 and S4 and discussed in lines 151-154 and 160-163. We agree that our cone-and-plate setup covers a limited parameter range, and we have added a detailed discussion of these limitations in the revised manuscript, under section Materials and Methods in lines 462-473.

      (4) The fourth major result of the manuscript is displayed in Equation 8 and Figure 5, where the authors derive an expression for the ratio between the rate of increase of a colony due to aggregation vs. the rate due to cell division. They then plot this line on a phase map, altering two physical parameters (concentration and fluid turbulence) to show under what conditions aggregation vs. cell division are more important for group formation. Because these results are derived from relatively simple biophysical considerations, they have the potential to be quite powerful and useful and represent a significant conceptual advance. However, there is a region of this phase map that the authors have left untested experimentally. The lowest energy dissipation rate that the authors tested in their experiment seemed to be \dot{epsilon}~1e-2 [m^2/s^3], and the highest particle concentration they tested was 5e-4, which means that the authors never tested Zone II of their phase map. Since this seems to be an important zone for toxic blooms (i.e. the "scum formation" zone), it seems the authors have missed an important opportunity to investigate this regime of high particle concentrations and relatively weak turbulent mixing.

      We agree with the reviewer that Zone (II) of Figure 5 is of great importance to dense bloom formation under wind mixing and that this parameter range was not covered by our experiments using a cone-and-plate shear flow. The measuring range of our device was motivated by engineering applications such as artificial mixing of eutrophic lakes using bubble plumes, as well as preliminary experiments which demonstrated that high levels of dissipation rate were required to achieve fragmentation. The range of dissipation rates that can be achieved by the cone-and-plate setup is limited at the lower end by the accumulation of colonies near the stagnation point at the conical tip and at the upper end by the spillage of fluid out of the chamber. We now discuss this measuring range in lines 462-473 of the revised manuscript.

      Although our setup does not cover Zone (II), we now refer to recent results in the literature for evidence of aggregation-dominance at Zone (II). The experimental study of Wu et al. (2024) (reference number 64 of the revised manuscript) investigated the formation of Microcystis surface scum layers in wind-mixed mesocosms. Their study identified aggregation of colonies in the scum layer, resulting in increases of colony size at rates faster than cell division. These results agree with our model, and the parameters range investigated fall within the Zone II. We have included in the revised version, lines 328-337, a detailed discussion elucidating the parameter range covered in our experiments and the findings of Wu et al. (2024).

      Other items that could use more clarity:

      (5) The authors rely heavily on size distributions to make the claims of their paper. Yet, how they generated those size distributions is not clearly shown in the text. Of primary concern, the authors used a correction function (Equation S1) to estimate the counts of different size classes in their image analysis pipeline. Yet, it is unclear how well this correction function actually performs, what kinds of errors it might produce, and how well it mapped to the calibration dataset the authors used to find the fit parameters.

      We agree with the reviewer that more details of the correction function should be included. We have included in the revised version of the Supporting Information, in lines 785-796, a more detailed explanation of the correction function. Furthermore, a direct comparison of raw and corrected histograms of the size distribution and its associated uncertainty is presented in the new Supplementary Figure S8.

      (6) Second, in their models they use a fractal dimension to estimate the number of cells in the group from the group radius, but the agreement between this fractal dimension fit and the data is not shown, so it is not clear how good an approximation this fractal dimension provides. This is especially important for their later derivation of the "aggregation-to-cell division" ratio (Equation 8)

      We agree with the reviewer that more details on the estimation of fractal dimension are needed. The revised version, under Materials and Methods in lines 508-515, now includes the detailed estimation procedure, the number of colonies analysed, and the associated uncertainty.

      Reviewer #1 (Recommendations For The Authors):

      In light of the weak evidence for claim #2 outlined above, I believe the paper would benefit from a more explicit comparison in Figure 2C of the two models - idealized erosion, and idealized binary fission. With such a comparison, the authors would have stronger footing to claim that one process is more important than the other.

      As mentioned in our answer above to comment #2 of public review, we have included in the revised version of Figure 2 (panels B and D) a direct comparison between the erosion and equal fragments (binary fission) models for large division-formed colonies fragmented under ε = 5.8 m<sup>2</sup>/s<sup>3</sup>. The comparison is further detailed in the new Supplementary Figure S9 for representative time points. Only the erosion models can recover the biovolume transfer from large colonies to single cells, as observed for the experimental results in Figure 2D and further detailed in Figure S9D. We believe that the revised version of Figure 2 and the new Supplementary Figure S9 provide strong evidence in support of the erosion fragmentation model.

      Would the authors comment on their chosen range of experimental dissipation rates? For instance, was their goal more to investigate industrial/engineering applications where the goal is to disrupt the cyanobacteria, but not really typical natural conditions under which the groups might form?

      The choice of experimental dissipation rates in our experiment was such that it covers engineering applications such as artificial mixing of eutrophic lakes using bubble plumes. We have now clarified in the Introduction, on lines 37-39, that artificial mixing has been successfully applied in several lakes to suppress cyanobacterial blooms. Furthermore, we have now clarified in the caption of Figure 5 that the bars on the right side indicate typical values of dissipation rates induced by natural wind-mixing, bubble plumes in artificially mixed lakes, and laboratory-scale experiments such as cone-and-plate systems and stirred tanks. The dissipation rates induced by the bubble plumes in artificially mixed lakes could potentially fragment aggregated cyanobacterial colonies and thus disrupt bloom formation. However, our preliminary experiments demonstrated that high levels of dissipation rate were required to achieve fragmentation, therefore we’ve focused on the upper range of values (0.01 to 10 m<sup>2</sup>/s<sup>3</sup>).

      The dissipation rates generated by the cone-and-plate approach are indeed higher than the dissipation rates under typical natural conditions in lakes. We have now added a detailed discussion of the range of dissipation rates generated by the cone-and-plate approach in the revised manuscript, under section Materials and Methods in lines 462-473, where we also explain that these values are higher than the natural dissipation rates generated by wind action in lakes. However, the more generic insights obtained by our study, shown in Figure 5, are relevant for dissipation rates of natural lakes (e.g., Zone II). Therefore, in our discussion of Figure 5 we have now included the recent findings of Wu et al. (2024) (reference number [64] of the revised manuscript), who studied bloom formation of Microcystis in mesocosm experiments at dissipation rates representative of natural conditions; see also our reply to the next comment.

      The authors should consider testing the space of Zone II on their phase map, for instance at very high particle concentrations and even lower rotational speeds, in order to show that their derivations match experiments.

      Good point. As mentioned in our answer above to comment #4 of the public review, Zone II lies beyond the measuring range of our experimental setup. Instead, we refer to the recent study of Wu et al. (2024) (reference number [64] of the revised manuscript) which demonstrated that dense scum layers of Microcystis colonies are aggregation-dominated. These mesocosm experiments agree with our model predictions and their parameter range falls within Zone II. We have included in the revised version, lines 328-337, a detailed discussion where we elucidate the parameter range covered in our experiments and compare our predictions for Zone II with the recent findings of Wu et al. (2024).

      The authors should show their calibration data and fit for the correction function of equation S1. Additionally, you may consider showing "raw" and "corrected" histograms of the size distribution, to demonstrate exactly what corrections are made.

      As mentioned in our answer above to comment #5 of the public review, we have included in the revised version of the Supporting Information the new Supplementary Figure S8, which shows the raw and adjusted histograms of the size distribution, including the associated uncertainties. Furthermore, the correction function is now explained in detail in the new Supporting Information Text in lines 785-796.

      The authors might consider commenting on Figure S3 a bit more in the main text. Even at very high dissipation rates, the cyanobacterial groups don't plummet to size 1, but stay in an equilibrium around 10-20x the diameter of a single cell. What might this mean for industrial applications trying to break up the groups?

      We agree with the reviewer that further discussion of Figure S3, panels E and F, is warranted. In the revised version of the manuscript, under section Fragmentation of Microcystis colonies occurs through erosion in lines 133-137, we have now included a discussion of this figure. Figure S3F shows that more than 90% of the total biovolume ends up in the category “small colonies” (mostly single cells and dimers); hence, most of the initially large colonies do fragment to single cells or dimers. Only about 5-10% of the biovolume remains as “large colonies” of 10-20 cells. Although it is challenging to draw definitive conclusions about the behavior of these remaining large colonies, as they account for only a minor fraction of the suspension, one hypothesis is that variability in mechanical properties between colonies results in a subset of colonies exhibiting exceptional resistance even to very high dissipation rates (see lines 133-137).

      Minor comments:

      Typo Caption of Figure 2: Should read [m^2/s^3] for units

      Thanks for catching this typo. The units in the caption of Figure 2 has been corrected to [m^2/s^3].

      There is no Equation 10 in Materials and Methods as indicated in the rheology section.

      We thank the reviewer for pointing out the lack of clarity in this algebraic manipulation. In fact, the yield stress has to be substituted in the current Equation 11 (previously Eq.10), from which the critical dissipation rate must be substituted in Equation 3. The result is the critical colony size (l* = 2.8) mentioned in line 243 of the revised manuscript. The correct equation numbers and algebraic substitutions are now indicated in lines 241-243 of the revised version of the manuscript.

      <Reviewer #2 (Public review):

      Especially the introduction seems to imply that shear force is a very important parameter controlling colony formation. However, if one looks at the results this effect is overall rather modest, especially considering the shear forces that these bacterial colonies may experience in lakes. The main conclusion seems that not shear but bacterial adhesion is the most important factor in determining colony size. As the importance of adhesion had been described elsewhere, it is not clear what this study reveals about cyanobacterial colonies that was not known before.

      We would like to emphasize several key findings that our study reveals about the impacts of fluid flow on cyanobacterial colonies:

      (I) Quantification of mechanical strength in cyanobacterial colonies: Our results demonstrate the high mechanical strength of cyanobacterial colonies, as evidenced by the requirement of high shear rates to achieve fragmentation. This is new knowledge, that was not known before for cyanobacterial colonies. To this end, our study highlights the resilience of these colonies against naturally occurring flows and bridges the gap between theoretical assumptions about colony strength and experimentally measured mechanical properties.

      (II) The discovery that the mechanical strength of colonies differs between colonies formed by cell division and colonies formed by aggregation. This is again new knowledge, that was not known before for cyanobacterial colonies.

      (III) Validation of a hypothesis regarding colony formation: Using a fluid-mechanical approach, we confirm the findings of recent genetic studies (references 25 and 67 of the revised version of the manuscript) which indicated that colony formation occurs predominantly via cell division rather than cell aggregation under natural conditions (except in very dense blooms).

      (IV) Practical guidelines for cyanobacterial bloom control: Our findings provide valuable insights into the design of artificial mixing systems applied in several lakes. Artificial mixing of lakes is based on fundamentals of fluid flow, aiming at preventing aggregation of buoyant cyanobacteria in scum layers at the water surface. Our results show that the dissipation rates generated by bubble blumes in artificially mixed lakes can fragment cyanobacterial colonies formed by aggregation, but are not intense enough to cause fragmentation of division-formed colonies (see Figure 5 and lines 348-360).

      The agreement between model and experiments is impressive, but the role of the fit parameters in achieving this agreement needs to be further clarified.

      The influence of the fit parameters (namely the stickiness α1 and the pairs of colony strength parameters S1,q1,S2,q2) is discussed in the sections Dynamical changes in colony size modelled by a two-category distribution in lines 247-253 and Materials and Methods in lines 559-565. We kept the discussion concise to maintain readability. However, we agree with the reviewer that additional details about the importance of the fit parameters and the sensitivity of the results to these parameters could be beneficial. In the revised version of the section Materials and Methods in lines 560-563, we have included a detailed discussion of the fit parameters.

      The article may not be very accessible for readers with a biology background. Overall, the presentation of the material can be improved by better describing their new method.

      We apologize for the limited readability of the description of the experimental setup and model used. In the revised version of the manuscript and the SI, we have detailed further the new methods presented here. The modifications include a detailed description of the operating range of the cone-and-plate shear setup (subsection Cone-and-plate shear of the section Materials and Methods, in lines 462-473). Furthermore, we think that incorporation of the recent experimental results of Wu et al. (2024), on lines 331-337 of the manuscript, will appeal to readers with a biology background. Their mesocosm experiments support our model prediction that aggregation is the dominant mechanism for colony formation in region (II) of Figure 5.

      Reviewer #2 (Recommendations For The Authors):

      (1) The authors seem too modest in claiming technological advance. They should describe the technological advance of combining microscopy with rheometry, in such a way that this invites others to apply this or similar approaches on biological samples. Even though I feel that the advancement of knowledge of this system by their method is relatively modest, there may be more advances in other systems.

      We appreciate the positive view of the reviewer towards the importance of this technology and we agree that its advantages should be advertised to researchers investigating similar systems. We have now given more attention to the technological advance of combining microscopic imaging with rheometry in the final paragraph of the Conclusions (lines 386400), where we now also briefly discuss an interesting recent study of marine snow (Song et al. 2023, Song and Rau 2022, reference numbers 70 and 71 of the revised manuscript), which used a similar combination of microscopy and rheometry as in our study. Furthermore, in the Methods section, we now briefly explain how the rheometry can be adjusted to investigate other systems (lines 474-480).

      (2) It seems reasonable -also based on what we already know about these aggregates - to assume that the main difference in shear sensitivity between field samples and cultures lies in the production of extracellular polysaccharide substance (EPS). To go beyond what is already known, the study could try to provide more direct and quantitative evidence for EPS involvement. For example, using a chemical quantification of EPS levels, or perturbing EPS levels using digestive enzymes.

      We agree with the reviewer that further characterization of the EPS is highly relevant to understand the mechanical strength of colonies. However, we believe that chemical quantification and/or degradation of EPS lies beyond the scope of our article and should be addressed by future studies.

      (3) Assuming EPS is indeed the reason for the differences in shear resistance: the authors speculate the reason why the field samples have more EPS lies in chemical composition (Calcium/nitrogen levels). In addition, there could be grazing that is known to promote aggregation (possibly increasing EPS), or just inherent genetic differences between strains. I am not necessarily expecting the authors to explore this direction experimentally, but it seems certainly feasible and would make the final result less speculative.

      We agree with the reviewer that there are more biotic and abiotic factors that can influence EPS amount and composition. The influence of grazing and other relevant factors on cell adhesion is discussed in references [26-29], cited in our introduction in lines 50-53. As discussed in our answer to recommendation #2, we believe that a quantitative investigation of these various factors is beyond the scope of this work and should be addressed in future studies.

      (4) A cool finding seems to be the critical relative diameter (Fig 2E), a colony size that seems invariant under shear. I was slightly surprised that the authors seem to take little effort to understand this critical diameter mechanistically (for example by predicting it, or experimentally perturbing it). Again, not a necessary requirement, but this is where the study could harness its technological advantage to provide a more quantitative understanding of something that goes beyond the existing knowledge of the system.

      We apologize to the reviewer if our descriptions and discussions of Figure 2 were unclear. One of the key conclusions from our experiments is that the critical relative diameter depends on the dissipation rate, as shown in Figure 2F. This dependence is also incorporated into the model through the constitutive equation (2). Furthermore, we expect the mechanical resistance of colonies, quantified by the critical relative diameter, to be affected by other biotic and abiotic factors that influence EPS amount and composition.

      (5) The jump from 0.019 to 1.1 m²/s³ seems large. What was the reason for not exploring intermediate values? The authors should also define low, modest and intense dissipation rates more clearly. Currently, they seem somewhat arbitrarily defined, i.e. 0.019 m²/s³ is described as low (methods) and moderate (results). In Fig 2, the authors further talk about low dissipation rates without a quantitative description.

      We thank the reviewer for pointing out the lack of clarity in the choice of parameter range and the nomenclature. Regarding the former, the suspension of division-formed colonies of Microcystis strain V163 displayed negligible fragmentation for dissipation rates between 0.019 to 1.1 m<sup>2</sup>/s<sup>3</sup>, as seen in Figures S2A and S3A. Due to the low sensitivity of the fragmentation results in this region, we don’t expect change in behavior for intermediate values. Regarding the nomenclature, we have corrected the inconsistencies throughout the text. We have chosen to name the dissipation rate values as: low for values typical of windmixing, moderate for values typical of the core of bubble plumes, and intense for values typical of propellers. Whenever mentioned in the text, the numerical value of dissipation rate is also included to avoid doubt.

      (6.) The structure and narrative of the paper can be improved. The article first describes all lab culture experiments and then the model, while the first figure already shows model fits. Perhaps it would be better to first describe the aggregation experiments, to constrain the appropriate terms of the model, and then move to fragmentation.

      We appreciate the recommendation of the reviewer regarding the structure. We have chosen to describe first the fragmentation experiments (Fig. 2), as these can be understood without introducing the aggregation effects. In contrast, the steady state results in the aggregation experiments (Fig. 3) come from the balance between aggregation and fragmentation. Therefore, we judged the current order to be more appropriate. The model fits are combined with the experimental results in Figures 2 and 3 to have a concise display. We have ensured that all the concepts required to understand each figure panel are explained prior to their discussion.

      (7) The number of data points that go into the histogram needs to be indicated. The main reason is that the authors report the distribution in terms of the biovolume fraction, suggesting the numerical counts are converted into volume. This to me seems like the most sensible parameter, but I could not find how this conversion is calculated (my apologies if I missed it). This seems especially relevant because a single large colony can impact this histogram quite considerably.

      We apologize for the lack of clarity in the calibration and conversion steps of the size distribution. As discussed above in the answer to comment #5 of the reviewer #1, more details of the calibration process have been added to the revised version of the Supporting Information Text in lines 785-796. Furthermore, the new Supplementary Figure S8 presents examples of the raw and adjusted size distribution, including the total number of counted colonies per histogram and the associated uncertainties in the concentration and biovolume distributions.

      (8) Over the timescales measured here, colonies could start sinking (or floating), possibly in a size-dependent manner, that could lead to a bias due to boundary effects. Did the authors consider this potential artifact?

      The sinking or floating of colonies is a relevant process which was taken into account in the choice of our parameter range for the dissipation rate. The minimum dissipation rate used in our experiments ensures that the upward inertial velocity near stagnation is sufficient to counteract the sedimentation of colonies. A detailed discussion of the choice of the parameter range is now included in the revised version of the Materials and Methods in lines 462-473.

      (9) "On the one hand, sequencing of the genetic diversity within Microcystis colonies supports the hypothesis that colony formation undernatural conditions is primarily driven by cell division [25]. On the other hand, cell aggregation can occur on a shorter time scale and may offer improved protection against high grazing pressure [26]." This appears somewhat constructed, as what is described as "on the other hand" is not evidence against the genetic diversity.

      We agree that the suggested dichotomy in this text appeared somewhat constructed, and we have now removed the wording “on the one hand” and “on the other hand”. The studies from reference [25] demonstrated that the genetic diversity between independent Microcystis colonies is much greater than the diversity within colonies. If cell aggregation was the dominant mechanism, a similar genetic diversity would be observed between and within colonies, which contrasts the findings from reference [25]. We have adjusted the text in the revised manuscript, in lines 46-54, to clarify this point.

      (10) The phase diagram seems largely based on extrapolations that are made outside of the measurement regime (e.g. dark red bars indicating the dissipation rate, Fig 5 - by the way 1 this color scheme could use some better contrast, by the way 2 Fig S7 suggests a wider dissipation rate range as indicated in Fig 5, why?). Hence there seems to be the need to more clearly lineate experimental results, simulations, and extrapolations in the phase diagram.

      We agree with the reviewer that further clarifications should be given about the parameter range covered in our experiments and apologize for the lack of readability in the color scheme of Fig 5. In lines 329-337, 346-347, 353-355, we have highlighted the parameters range covered by our experiments as well as the range covered by previous studies of windmixed mesocosm (namely reference [64] of the revised manuscript). Regarding the color scheme of Figure 5, we have modified the legend of the figure to improve readability. The color contrast was increased and leader lines were added to connect the colored bars with the respective label.

      (11) Unfortunately, the manuscript did not contain line numbers.

      We apologize to the reviewer for the lack of line numbers in our initial version. The revised version of the manuscript now contains line numbers, both in the main text and the supporting information.

      (12) Fig 2D. Caption is too minimal. Y-axis could better be named "Fraction of colonies" as both small and large colonies are plotted.

      The caption for Figure 2D was extended to better describe the plot. We have kept the y-axis label as “Fraction of small colonies”, since this is the quantity displayed by the three curves in the plot.

      (13) An inset should have axis labels.

      All the insets in our plots display the same variables as their respective plots. In order to keep the plots light and preserve readability, we therefore prefer to present the axis labels only along the x-axis and y-axis of the main plots, which implies by convention that the same axis labels also apply to the insets. To the best of our knowledge, this is a common approach.

      (14) Page 5, first words. Likely Fig 3A, not 2A was meant.

      We thank the reviewer for pointing out this readability issue. We intend to compare both Figures 2A and 3A. The text of the revised manuscript, in lines 146-148, has been adjusted with the correct figure numbers.

      (15) Introduction, second last paragraph, third last line. "suspension leaded to a broad distribution" I assume you meant "... led to a ..."

      We thank the reviewer for pointing out this typo. It has been corrected (line 122).

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    1. Author response:

      The following is the authors’ response to the original reviews.

      Reviewer #1 (Public review): 

      Summary: 

      This study on potassium ion transport by the protein complex KdpFABC from E. coli reveals a 2.1 Å cryo-EM structure of the nanodisc-embedded transporter under turnover conditions. The results confirm that K+ ions pass through a previously identified tunnel that connects the channel-like subunit with the P-type ATPase-type subunit. 

      Strengths: 

      The excellent resolution of the structure and the thorough analysis of mutants using ATPase and ion transport measurements help to strengthen new and previous interpretations. The evidence supporting the conclusions is solid, including biochemical assays and analysis of mutants. The work will be of interest to the membrane transporter and channel communities and to microbiologists interested in osmoregulation and potassium homeostasis. 

      Weaknesses: 

      There is insufficient credit and citation of previous work. 

      The manuscript has been thoroughly revised with special attention to acknowledging all past work relevant to the study.

      Reviewer #2 (Public review): 

      Summary: 

      The paper describes the high-resolution structure of KdpFABC, a bacterial pump regulating intracellular potassium concentrations. The pump consists of a subunit with an overall structure similar to that of a canonical potassium channel and a subunit with a structure similar to a canonical ATP-driven ion pump. The ions enter through the channel subunit and then traverse the subunit interface via a long channel that lies parallel to the membrane to enter the pump, followed by their release into the cytoplasm. 

      Strengths: 

      The work builds on the previous structural and mechanistic studies from the authors' and other labs. While the overall architecture and mechanism have already been established, a detailed understanding was lacking. The study provides a 2.1 Å resolution structure of the E1-P state of the transport cycle, which precedes the transition to the E2 state, assumed to be the ratelimiting step. It clearly shows a single K+ ion in the selectivity filter of the channel and in the canonical ion binding site in the pump, resolving how ions bind to these key regions of the transporter. It also resolves the details of water molecules filling the tunnel that connects the subunits, suggesting that K+ ions move through the tunnel transiently without occupying welldefined binding sites. The authors further propose how the ions are released into the cytoplasm in the E2 state. The authors support the structural findings through mutagenesis and measurements of ATPase activity and ion transport by surface-supported membrane (SSM) electrophysiology. 

      Weaknesses: 

      While the results are overall compelling, several aspects of the work raised questions. First, the authors determined the structure of the pump in nanodiscs under turnover conditions and observed several structural classes, including E1-P, which is detailed in the paper. Two other structural classes were identified, including one corresponding to E2. It is unclear why they are not described in the paper. Notably, the paper considers in some detail what might occur during the E1-P to E2 state transition, but does not describe the 3.1 Å resolution map for the E2 state that has already been obtained. Does the map support the proposed structural changes? 

      As was seen in previous work by Silberberg et at. (2022), imaging KdpFABC under turnover conditions can produce multiple enzymatic states. We focus on the E1~P state and associated biophysical analyses to provide a clear and concise story that is focused on the conduction pathway for K<sup>+</sup> ions. We continue to work with the cryo-EM data as well as other supporting methodologies and datasets with the goal of producing an additional manuscript that will describe other conformations. The class of particles producing the 3.1 Å structure shown in Fig. 1 – figure suppl. 2 is heterogeneous and thus requires further classification to elucidate conformational changes, as is apparent from the downstream processing of the E1 classes also shown in that figure. We cannot therefore derive any conclusions about the configuration of side chains at the CBS based on this structure. Nevertheless, two previous structures of the E2.Pi state - 7BGY and 7BH2 which were stabilized MgF<sub>4</sub> and BeF<sub>x</sub>, respectively – show the structural change that is described in the paragraph discussing D583A. Given the consistency and relatively high resolution (2.9 and 3.0 Å, respectively) of these two independent structures, we believe that they provide strong support for our proposal for Lys586 acting as a built-in counter ion.

      The paper relies on the quantitative activity comparisons between mutants measured using SSM electrophysiology. Such comparisons are notoriously tricky due to variability between SSM chips and reconstitution efficiencies. The authors should include raw traces for all experiments in the supplementary materials, explain how the replicates were performed, and describe the reproducibility of the results. Related to this point above, size exclusion chromatography profiles and reconstitution efficiencies for mutants should be shown to facilitate comparison between measured activities. For example, could it be that the inactive V496R mutant is misfolded and unstable? 

      Similarly, are the reduced activities of V496W and V496H (and many other mutants) due to changes in the tunnel or poor biochemical properties of these variants? Without these data, the validity of the ion transport measurements is difficult to assess. 

      To address this concern, we have generated a series of supplementary figures for Figs. 2, 4, 5, and 6, which show all of the raw traces underlying our SSME data (Figure 2 - figure supplements 2-4, Figure 4 - figure supplement 1,Figure 5 - figure supplement 3, Figure 6 - figure supplement 2). We have also included further detail about the experimental protocols, including number and type of replicates, in an expanded "Activity Assays" section of Methods.

      In addition, we have included SEC profiles for each of the V496 mutants, which show that they are all well behaved in detergent solution prior to reconstitution (Fig. 4 - figure supplement 1). We are not able to directly document reconstitution efficiencies as it is not practical to separate proteoliposomes from unincorporated protein prior to preparing the sensors used for SSME. Binding currents are seen for several of the inactive mutants (e.g., Q116R in Rb and NH<sub>4</sub> in Fig. 2 - figure supplement 3 and V496R in Fig. 4 - figure supplement 1), which demonstrate that protein is indeed present in the corresponding proteoliposomes even though no sustained transport current is observed.

      The authors propose that the tunnel connecting the subunits is filled with water and lacks potassium ions. This is an important mechanistic point that has been debated in the field. It would be interesting to calculate the volume of the tunnel and estimate the number of ions that might be expected in it, given their concentration in bulk. It may also be helpful to provide additional discussion on whether some of the observed densities correspond to bound ions with low occupancy.  

      As suggested, we calculated the internal volume of the tunnel within KdpA (from the S4 K<sup>+</sup> site to the KdpA/KdpB subunit interface) based on the profile derived from Caver. Based on this volume (4.9 x 10<sup>-25</sup> L), a single K<sup>+</sup> ion within this cavity would correspond to 3.4 M, which is near saturation for a solution of KCl. We added this information together with an acknowledgment of low-occupancy K<sup>+</sup> to the fourth paragraph of the Discussion:

      " Fourth, based on the volume of the cavity in KdpA, a single K<sup>+</sup> ion would correspond to a concentration of 3.4 M, suggesting that multiple ions would exceed the solubility limit especially in the absence of counterions. Finally, map densities within the tunnel were either of comparable strength or weaker than surrounding side chain atoms, unlike at S3 and canonical binding sites. Although it is possible that weaker density could represent low occupancy K<sup>+</sup> ions, we favor a mechanism whereby individual K<sup>+</sup> ions occupy the tunnel transiently as they transit between the selectivity filter and the canonical binding site."

      In order to make this analysis, we developed a python script to calculate the volume of the tunnel as defined by the Caver software (this software is available via github.com/dls4n/tunnel). In turn, this enabled us to distinguish water molecules that were actually in the tunnel rather than bound more deeply within the structure of KdpA. As a result, we updated the water distribution plot in Fig. 4b. Notably, the 17 water molecules within this cavity would correspond to 57.8 M, which is reasonably near the expected 55 M for an aqueous solution.

      Reviewer #3 (Public review): 

      Summary: 

      By expressing protein in a strain that is unable to phosphorylate KdpFABC, the authors achieve structures of the active wild-type protein, capturing a new intermediate state, in which the terminal phosphoryl group of ATP has been transferred to a nearby Asp, and ADP remains covalently bound. The manuscript examines the coupling of potassium transport and ATP hydrolysis by a comprehensive set of mutants. The most interesting proposal revolves around the proposed binding site for K+ as it exits the channel near T75. Nearby mutations to charged residues cause interesting phenotypes, such as constitutive uncoupled ATPase activity, leading to a model in which lysine residues can occupy/compete with K+ for binding sites along the transport pathway. 

      Strengths:  

      Although this structure is not so different from previous structures, its high resolution (2.1 Å) is impressive and allows the resolution of many new densities in the potassium transport pathway. The authors are judicious about assigning these as potassium ions or water molecules, and explain their structural interpretations clearly. In addition to the nice structural work, the mechanistic work is thorough. A series of thoughtful experiments involving ATP hydrolysis/transport coupling under various pH and potassium concentrations bolsters the structural interpretations and lends convincing support to the mechanistic proposal. 

      Weaknesses: 

      The structures are supported by solid membrane electrophysiology. These data exhibit some weaknesses, including a lack of information to assess the rigor and reproducibility (i.e., the number of replicates, the number of sensors used, controls to assess proteoliposome reconstitution efficiency, and the stability of proteoliposome absorption to the sensor). 

      To address this concern, we have generated a series of supplementary figures for Figs. 2, 4, 5, and 6, which show all of the raw traces underlying our SSME data (Figure 2 - figure supplements 2-4, Figure 4 - figure supplement 1,Figure 5 - figure supplement 3, Figure 6 - figure supplement 2). We have also included further detail about the experimental protocols, including number and type of replicates, in the "Activity Assays" section of Methods.

      Reviewing Editor Comments

      After discussing the evaluations, the Reviewers and Reviewing Editor have identified the following essential revisions that would need to be addressed to improve the eLife assessment:

      (1) Work from others in the field should be adequately described and acknowledged: 

      (a) Page 2: " A series of X-ray and cryo-EM structures of KdpFABC from E. coli have led to proposals of a novel transport mechanism befitting the unprecedented partnership of these two superfamilies within a single protein complex." 

      The authors must give credit where credit is due (namely, the Haenelt/Paulino groups having discovered the transport pathway). Why don't they cite Stock et al., where this pathway was described first? The Stokes group proposed an entirely different pathway initially. 

      Explicit reference to this work has been added to as follows:

      “A series of X-ray and cryo-EM structures of KdpFABC from E. coli (Huang et al., 2017; Silberberg et al., 2022, 2021; Stock et al., 2018; Sweet et al., 2021) indicate a novel transport mechanism befitting the unprecedented partnership of these two superfamilies within a single protein complex. As first proposed by Stock et al. (Stock et al., 2018), there is now a consensus that K<sup>+</sup> enters the complex from the extracellular side of the membrane through the selectivity filter of KdpA, but is blocked from crossing the membrane.”

      (b) Page 4 " As a result, many previous structures (Huang et al., 2017; Silberberg et al., 2021; Stock et al., 2018; Sweet et al., 2021) feature the S162A mutation to avoid inhibition rather than the fully WT protein used for the current work." 

      This is not correct. At least the work by Huang et al 2017 and Stock et al 2021 was done without the mutation. This is why the structures also captured the off-cycle state when no E2 inhibitor was used. But in Silberberg et al 2022 the mutant was used, but this is not mentioned 

      The Q116R mutant was used by Huang et al., but indeed not used for the Stock et al paper. We have replaced the sentence in the manuscript with the following:

      “Use of the KdpD knockout strain allowed us to produce WT and mutant protein free from Ser162 phosphorylation.”

      (c) Page 4: " In the paper, we report on the most highly populated state (44% of particles)". Exactly the same was also seen in detergent solution, which should be mentioned. 

      Reference to the Silberberg 2022 paper, where E1~P was the most highly populated state, has been added. The percentage of particles was removed as we are still processing data from the other states, which will we hope will be described in a future manuscript.

      (d) Page 7 "Asp583 and Lys586 are two conserved residues on M5 that have previously been shown......indicating that this particular mutation interfered with energy coupling."  The lack of discussion of the Haenelt/Paulino 2021 paper, where they have analyzed the coupling in detail and described a proximal binding site where K+ is coordinated by D583 and the neighbouring Phe is very concerning. 

      To correct this oversight, we made the following changes to the text: 

      On pg. 7 in the Results section, we refer to the 2005 paper from Bramkamp & Altendorf:

      “Consistent with earlier work on this mutant (Bramkamp and Altendorf, 2005), the D583A mutant displayed substantial ATPase activity (30% of WT) but no transport, indicating that this particular mutation interfered with energy coupling.”

      At the end of pg. 10 in the Discussion, we revised the paragraph discussing D583 and Lys586 to explicitly refer to the mechanism of transport described in the 2021 paper from Silberberg et al, including proximal and distal binding sites as well as uncoupling due to the D583A mutation.

      “Similar to the Glu370/Arg493 charge pair in KdpA, Asp583 and Lys586 are the only charged residues in the membrane core of KdpB. Although they are not seen to interact directly in our structure, they coordinate accessory waters associated with the canonical binding site. Previous molecular dynamics simulations (Silberberg et al., 2021) indicate that Asp583 couples with Phe232 to form a “proximal binding site” for K<sup>+</sup> ions. Based on these simulations, these authors proposed a mechanism whereby neutralization of this site either by ion binding or by D583A substitution served to stimulate ATPase activity. Indeed, earlier work on D583A (Bramkamp and Altendorf, 2005) as well as current data demonstrate uncoupling, in which K<sup>+</sup> independent ATPase activity was observed even though transport was abolished. A plausible explanation for this stimulation is seen in the behavior of Lys586 in previous structures of the E2·Pi state (7BGY and 7BH2) (Sweet et al., 2021). In these structures, M5 undergoes a conformational change that pushes the side chain of Lys586 into the CBS. As a consequence of the D583A mutation, this Lys could be freed to act as a built-in counter ion as in related P-type ATPases ZntA (Wang et al., 2014) and AHA2 (Pedersen et al., 2007). In regard to the proximal binding site and the partnering “distal binding site” on the KdpA-side of the subunit interface, our structure does not show densities at either site and thus does not provide any support for the related mechanism. In any case, in the WT complex it seems likely that Asp583 exerts allosteric control over Lys586 and ensures that its movement into the binding site is coordinated with the transition from E1~P to E2·Pi, thus leading to displacement of K<sup>+</sup> from the CBS and release to the cytoplasm. “

      (e) Page 8 " The intersubunit tunnel is arguably one of the most intriguing elements of the KdpFABC complex. Although it has been postulated to conduct K+, experimental evidence has been lacking. " 

      Incorrect, see Silberberg 2021. 

      On this point, we beg to differ. Although this 2021 paper shows densities in experimental cryo-EM maps and effects of mutations to residues at the KdpA and KdpB interface, the intra-tunnel transport mechanism is based on computational analysis (MD simulations) and not experimental evidence. We softened the statement to read as follows:

      “Although it has been postulated to conduct K<sup>+</sup>, direct experimental evidence has been hard to come by.”

      (f) In this context, also f232 is not mentioned anywhere in the text, although depicted in almost all figures. 

      Phe232 is shown as a point of reference for the KdpA/KdpB subunit interface. We added a reference to Phe232 in the Results section labeled “Intersubunit tunnel” as well as the paragraph in the Discussion addressed in point d) above.

      " These densities, which we have modeled as water, are most prevalent near the vestibule, which is the wider part of the tunnel, but then disappear completely at the subunit interface near Phe232, which is the narrowest part of the tunnel and also distinctly hydrophobic (Fig. 4)."

      " Previous molecular dynamics simulations (Silberberg et al., 2021) indicate that Asp583 couples with Phe232 to form a “proximal binding site” for K<sup>+</sup> ions."

      (g) Page 2 "Later, it was recognized that KdpA belongs to the Superfamily of K+ Transporters (SKT superfamily), which also includes bona fide K+ channels such as KcsA, TrkH and KtrB (Durell et al., 2000). " 

      KcsA is not a member of the SKT superfamily. 

      Thanks. This is correct, although the SKT superfamily is believed to have evolved from KcsA. KcsA has been removed from the sentence and a reference added to a review of the SKT superfamily:

      “which also includes bona fide K<sup>+</sup> channels such as TrkH and KtrB (Diskowski et al., 2015; Durell et al., 2000).”

      (2) Two other structural classes were identified, including one corresponding to E2. It is unclear why they are not described in the paper. Notably, the paper considers in some detail what might occur during the E1-P to E2 state transition, but does not describe the 3.1 Å resolution map for the E2 state that has already been obtained. Does the map support the proposed structural changes? 

      As was seen in previous work by Silberberg et at. (2022), imaging KdpFABC under turnover conditions can produce multiple enzymatic states. We focus on the E1~P state and associated biophysical analyses to provide a clear and concise story. We continue to work with the cryo-EM data as well as other supporting methodologies and datasets with the goal of producing an additional manuscript that will describe other conformations. The class of particles producing the 3.1 Å structure shown in Fig. 1 – figure suppl. 2 is heterogeneous and thus requires further classification to elucidate conformational changes, as is apparent from the downstream processing of the E1 classes also shown in that figure. We cannot therefore derive any conclusions about the configuration of side chains at the CBS based on this structure. Nevertheless, two previous structures of the E2.Pi state - 7BGY and 7BH2 which were stabilized MgF<sub>4</sub> and BeF<sub>x</sub>, respectively – show the structural change that is described in the paragraph discussing D583A. Given the consistency and relatively high resolution (2.9 and 3.0 Å, respectively) of these two independent structures, we believe that they provide strong support for our proposal for Lys586 acting as a built-in counter ion.

      (3) The paper relies on the quantitative activity comparisons between mutants measured using SSM electrophysiology. Such comparisons are notoriously tricky due to variability between SSM chips and reconstitution efficiencies. The authors should include raw traces for all experiments in the supplementary materials, explain how the replicates were performed, and describe the reproducibility of the results. 

      To address this concern, we have generated supplementary figures for Figs. 2, 4, 5, and 6, which show all of the raw traces underlying our SSME data (Figure 2 - figure supplements 2-4, Figure 4 - figure supplement 1,Figure 5 - figure supplement 3, Figure 6 - figure supplement 2). We have also added a detailed description of replicates, sensor stability and the experimental protocols in the "Activity Assays" section of Methods. In addition, we have highlighted observations of pre-steady state binding currents that were seen for some mutants (e.g., Q116R assayed with Rb<sup>+</sup>, NH<sub>4</sub><sup>+</sup> and Na<sup>+</sup>), in which an initial, transient current response was observed without an ensuing transport current. The depiction of this raw data has allowed us to explain our use of the current response at 1.25 s, after decay of this binding current, as a measure of transport rate. This approach is consistent with recommendations by the manufacturer, as documented in their 2023 publication (Bazzone et al. https://doi.org/10.3389/fphys.2023.1058583).

      (4) Related to this point above, size exclusion chromatography profiles and reconstitution efficiencies for mutants should be shown to facilitate comparison between measured activities. For example, could it be that the inactive V496R mutant is misfolded and unstable? Similarly, are the reduced activities of V496W and V496H (and many other mutants) due to changes in the tunnel or poor biochemical properties of these variants? Without these data, the validity of the ion transport measurements is difficult to assess. 

      We have included SEC profiles for each of the V496 mutants, which show that they are all well behaved in detergent solution prior to reconstitution (Fig. 4 - figure supplement 1). We are not able to directly document reconstitution efficiencies as it is not practical to separate proteoliposomes from unincorporated protein prior to preparing the sensors used for SSME. Binding currents are seen for several of the inactive mutants (e.g., Q116R in Rb and NH<sub>4</sub> in Fig. 2 - figure supplement 3 and V496R in Fig. 4 - figure supplement 1), which demonstrate that protein is indeed present in the corresponding proteoliposomes even though no sustained transport current is observed.

      (5) What are the different lines in Figure 1 - Supplement 1, panel G? 

      This panel depicted a series of SSME traces as an example of the raw data, but has been removed from the revised version given the inclusion of all the raw traces. These new figures include a legend explaining the conditions for each trace.

      (6) How was the 44 % population of the single-occupancy E1 state estimated (it does not correspond to the number of particles in Figure 1 - Supplement 2. 

      The calculation of 44% for the E1~P state was premature, given that we are still analyzing the data from the turnover conditions. The revised manuscript simply states that E1~P represented the largest population of particles, which is consistent with this state preceding the rate limiting step of the PostAlbers cycle. Reference is made to the Silberberg 2022 paper, which made a similar observation in a detergent-solubilized sample.

      (7) The text states that Km for Q116E is "<10 uM". However, the fitted value is 90 µM in Figure 2e. 

      This was a typographical error. The text now states that Km for Q116E is <100 M.

      (8) The Km values for Rb, NH4, and Na in Figures 2g and h, and Na in Figure 2i do not make sense. They should be removed. 

      The values for Km were determined by fitting the Michaelis-Menton equation to the data as detailed in the Methods section. Although the curves visually appear rather flat relative to other ions, the fitting generated respectable confidence limits and are therefore defensible in a statistical context. Furthermore, the curves that are shown are based on those values of Km and it would be inappropriate not to cite them.

      (9) Figure 3 would benefit from a slice through the protein to orient the viewer. 

      Thanks for the suggestion. We have added panels to Figs. 3, 5 and 6 in an effort to orient the reader to the site that is depicted.

      (10) The differences between R493E, Q, and M do not appear to be significant. 

      The y-axis is logarithmic which makes a visual comparison difficult. To alleviate this, P values were calculated based on one-way ANOVA analysis are results are indicated in Fig. 3c and 3d. They show that all of the Arg493 mutations have Km significantly higher than WT. Differences between R493E orR493Q and R493Q orR493M are not significant at the p<0.01 level, while the difference between R493E and R493M is highly significant (p<0.001).  The associated text on pg. 6 has been slightly modified as follows:

      “Changes to Arg493 generally increase Km (lower apparent affinity) without affecting Vmax, with Met substitution having greater effect than charge reversal (R493E).”

      (11) Page 5, paragraph 2. Q116R and G232D don't seem like the world's most intuitive mutations. It appears there is a historical reason for looking at these. Could the rationale be explained in the text? (Why R and D specifically?) 

      These mutations have historical significance, having been generated by random mutagenesis during early characterization of the Kdp system by Epstein and colleagues. A sentence containing relevant references has been added to this paragraph to provide this context:

      “Specifically, Q116R and G232D substitutions were initially discovered by random mutagenesis during early characterization of the Kdp system (Buurman et al., 1995; Epstein et al., 1978) and have featured in many follow-up studies (Dorus et al., 2001; Schrader et al., 2000; Silberberg et al., 2021; Sweet et al., 2020; van der Laan et al., 2002).”

      Below are the recommendations from each of the reviewers, some of which were not included as essential revisions, but that can also be helpful to further strengthen the manuscript. 

      Reviewer #1 (Recommendations for the authors): 

      It is essential that the authors correct their selective, incomplete, and in places inappropriate references to work from others in the field. 

      Specific points: 

      (1) Page 2: " A series of X-ray and cryo-EM structures of KdpFABC from E. coli have led to proposals of a novel transport mechanism befitting the unprecedented partnership of these two superfamilies within a single protein complex." 

      The authors must give credit where credit is due (namely, the Haenelt/Paulino groups having discovered the transport pathway). Why don't they cite Stock et al., where this pathway was described first? The Stokes group proposed an entirely different pathway initially. 

      (2) Page 4 " As a result, many previous structures (Huang et al., 2017; Silberberg et al., 2021; Stock et al., 2018; Sweet et al., 2021) feature the S162A mutation to avoid inhibition rather than the fully WT protein used for the current work." 

      This is not correct. At least the work by Huang et al 2017 and Stock et al 2021 was done without the mutation. This is why the structures also captured the off-cycle state when no E2 inhibitor was used. But in Silberberg et al 2022 the mutant was used, but this is not mentioned 

      (3) Page 4: " In the paper, we report on the most highly populated state (44% of particles)". Exactly the same was also seen in detergent solution, which should be mentioned. 

      (4) Page 7 "Asp583 and Lys586 are two conserved residues on M5 that have previously been shown......indicating that this particular mutation interfered with energy coupling."  The lack of discussion of the Haenelt/Paulino 2021 paper, where they have analyzed the coupling in detail and described a proximal binding site where K+ is coordinated by D583 and the neighbouring Phe is very concerning. 

      (5) Page 8 " The intersubunit tunnel is arguably one of the most intriguing elements of the KdpFABC complex. Although it has been postulated to conduct K+, experimental evidence has been lacking. " 

      Incorrect, see Silberberg 2021. 

      (6) In this context, also f232 is not mentioned anywhere in the text, although depicted in almost all figures. 

      References have been added to address all of these points. See item 1) under Reviewing Editor’s Comments above.

      Other points: 

      (7) Page 2 "Later, it was recognized that KdpA belongs to the Superfamily of K+ Transporters (SKT superfamily), which also includes bona fide K+ channels such as KcsA, TrkH and KtrB (Durell et al., 2000). " 

      KcsA is not a member of the SKT superfamily. 

      KcsA has been removed from the sentence and a reference added to a review of the SKT family:

      “which also includes bona fide K<sup>+</sup> channels such as TrkH and KtrB (Diskowski et al., 2015; Durell et al., 2000).”

      (8) Page 9 " Our demonstration of coupled transport of NH4+ and Rb+ G232D not only confirms that the selectivity filter governs ion selection, but that the pump subunit, KdpB, is relatively promiscuous."  Check grammar. 

      This sentence has been updated as follows:

      “Our observation that G232D is capable of coupled transport for NH<sub>4</sub><sup>+</sup and Rb<sup>+</sup> confirms not only that the selectivity filter governs ion selection, but that the pump subunit, KdpB, is relatively promiscuous.

      Reviewer #2 (Recommendations for the authors): 

      (1) From an editorial point of view, I suggest a few changes to enhance readability and clarity for non-specialists. A description of the overall transport cycle at the start of the paper (perhaps as a supplementary figure) could help put the work into perspective for general readers who may not be familiar with P-type ATPase mechanisms. It is unclear what "single" and "double" occupancy refer to in the structural classes description. Why is only one structural class described in detail? I would suggest moving the discussion of what is going on with the Nterminus of KdpB to the Results section, where it is described, and shortening the corresponding paragraph in the Discussion. I would furthermore suggest adding a figure that illustrates the proposed regulatory role of the terminus and how phosphorylation might affect it. Otherwise, this section of the results reads very hollow. 

      A diagram showing the Post-Albers cycle is shown as part of Fig. 1 and is described at the end of the second paragraph. This sentence only mentioned KdpB, which may have caused confusion. We therefore changed the sentence to read as follows:

      “Like other P-type ATPases, KdpFABC employs the Post-Albers reaction cycle (Fig. 1) involving two main conformations (E1 and E2) and their phosphorylated states (E1~P and E2-P) to drive transport (Albers, 1967; Post et al., 1969).”

      Single and double occupancy was meant to refer to the number of KdpFABC complexes residing in a nanodisc. This can be seen in the class averages in Fig. 1 - figure supplement 2. The legends to Fig. 1 figure supplements 1 and 2 have been revised to explain this observation more explicitly:

      "Slight asymmetry of the main peak is consistent with a subpopulation of nanodiscs containing two KdpFABC complexes (Fig. 1 - figure supplement 2)."

      and

      "A subset of these particles were further classified to generate four main classes representing nanodiscs with a single copy of KdpFABC in either E1 or E2 conformations, nanodiscs with two copies of KdpFABC which were mainly E1 conformation, and junk."

      As stated above, the class of particles producing the 3.1 Å structure shown in Fig. 1 – figure suppl. 2 is heterogeneous and requires further classification to elucidate conformational changes, as is apparent from the downstream processing of the E1 classes also shown in that figure. We continue to analyze the cryo-EM data and aim to produce a second manuscript that will include descriptions of other conformations together with the additional biophysical analysis related to their function.

      With regard to the N-terminus, we have gone on to generate a truncation of residues 2-9 in KdpB. After expression and purification, this construct remained coupled with ATPase and transport activities similar to WT, which makes proposals of a regulatory effect less compelling. Because of the novelty of observing the N-terminus and the possibility that it plays a subtle role in the kinetics of the cycle not revealed under the current assay conditions, we have retained a brief discussion of this structural observation, but moved it into the Results section as suggested.

      "Given the regulatory roles played by N- and C-termini of a variety of other P-type ATPases (Bitter et al., 2022; Cali et al., 2017; Lev et al., 2023; Timcenko et al., 2019; Zhao et al., 2021), we generated a construct in which residues 2-9 of the N-terminus of KdpB were truncated. However, ATPase and transport activities remained coupled at levels similar to WT, indicating that any functional role of the N-terminus is relatively subtle and not manifested under current assay conditions."

      (2) The wording "exceedingly strong densities" seems ambiguous. 

      We have changed this to “strong” in the Abstract and "exceptionally strong" in the Discussion. The precise values for these densities are shown in density histograms in Fig. 2 – figure supplement 1 and Fig. 5 – figure supplement 2. In the text, the densities are described as follows:

      Results sections describing the selectivity filter:

      "In fact, this S3 site contains the strongest densities in the entire map, measuring 7.9x higher than the threshold used for Fig. 2a (Fig. 2 – figure suppl. 1a)."

      Results section describing the CBS:

      "Given that this is the strongest density in KdpB, measuring 5.6x higher than the map densities shown in Fig. 5 (Fig. 5 – figure suppl 2b), we have modeled it as K<sup>+</sup>."

      (3) What are the different lines in Figure 1 - Supplement 1, panel G? 

      This panel depicted a series of SSME traces as an example of the raw data, but has been removed from the revised version given the inclusion of all the raw traces. These new figures include a legend explaining the conditions for each trace.

      (4) How was the 44 % population of the single-occupancy E1 state estimated (it does not correspond to the number of particles in Figure 1 - Supplement 2. 

      The calculation of 44% for the E1~P state was premature, given that we are still analyzing the data from the turnover conditions. We will consider citing an updated value in a future publication once this analysis is complete. The revised manuscript simply states that E1~P represented the largest population of particles, which is consistent with this state preceding the rate limiting step of the Post-Albers cycle. Reference was made to the Silberberg 2022 paper, where a similar observation was made.

      (5) Panel 1d is called out of order after panel 1e. Please label Ser 162 in the panel. 

      The order of these panels have been switched and Ser162 has been labelled as suggested.

      (6) Several panels in Figure 1- Supplement 1 are neither referenced nor described. 

      This figure supplement is referred to multiple times in the Results and the Methods sections of the text as well as in the figure legends. Although each panel is not individually referenced, all of this information is relevant at different points in the manuscript and is explained in the legend.

      (7) Is the coordinating geometry for the S3 site consistent with what was previously observed for KcsA and relatives? 

      The general arrangement of carbonyl atoms in the S3 site is the same in KcsA and KdpA, described by the MacKinnon group as a square antiprism. However, KcsA has strict four-fold symmetry and KdpA does not. As a result, there are small discrepancies between the coordinating geometries in the two structures. This point was made graphically in our original report on the X-ray structure of KdpFABC (Huang et al. 2007, Extended Data Fig. 3), though the positions of the carbonyls are more accurately determined in the current structure due to increased resolution. We added a sentence to the Selectivity Filter section of the Results stating the following:

      "This coordination geometry is also consistent with that seen in the K<sup>+</sup> channel KcsA, though the strict four-fold symmetry of that homo-tetramer produces a more regular structure, as indicated by the smaller variance in liganding distance (2.77 Å with s.d. 0.075 Å in 1K4C) and as depicted by Huang et al. in Extended Data Fig. 3 (Huang et al., 2017)."

      (8) Label G232D in Figure 2a. 

      G232 is out of the plane shown in Fig. 2a. However, we have added a label for Cys344 to help identify the selectivity filter strands that are shown. Note, however, that G232 is visible and labeled in Fig. 2 - figure suppl. 1. This has now been noted in the legend for Fig. 2.

      (9) The text states that Km for Q116E is "<10 uM". However, the fitted value is 90 uµ in Figure 2e. 

      This was a typographical error. The text now states that Km for Q116E is <100 M.

      (10) The Km values for Rb, NH4, and Na in Figures 2g and h, and Na in Figure 2i do not make sense. They should be removed. 

      The values for Km were determined by fitting the Michaelis-Menton equation to the data as detailed in the Methods section. Although the curves visually appear rather flat relative to other ions, the fitting generated respectable confidence limits and are therefore defensible in a statistical context. Furthermore, the curves that are shown are based on those values of Km and it would be inappropriate not to cite them.

      (11) Figure 3 would benefit from a slice through the protein to orient the viewer. 

      Thank you for the suggestion. We have added panels to Figs. 3, 5 and 6 in an effort to orient the reader to the site that is depicted.

      (12) The differences between R493E, Q, and M do not appear to be significant. 

      The y-axis is logarithmic which makes a visual comparison difficult. To alleviate this, P values were calculated based on one-way ANOVA analysis are results are indicated in Fig. 3c and 3d. They show that all of the Arg493 mutations have Km significantly higher than WT. Differences between R493E orR493Q and R493Q orR493M are not significant at the p<0.01 level, while the difference between R493E and R493M is highly significant (p<0.001).  The associated text on pg. 6 has been slightly modified as follows:

      “Changes to Arg493 generally increase Km (lower apparent affinity) without affecting Vmax, with Met substitution having greater effect than charge reversal (R493E).”

      Reviewer #3 (Recommendations for the authors): 

      Overall, the text was very clear, experiments were rationalized well, and conclusions were justified. A few small comments: 

      (1) Page 5, paragraph 2. Q116R and G232D don't seem like the world's most intuitive mutations. It appears there is a historical reason for looking at these. Could the rationale be explained in the text? (Why R and D specifically?) 

      These mutations are of historical importance, having been generated by random mutagenesis during early characterization of the Kdp system. A sentence containing relevant references has been added to this paragraph to provide this information as context:

      “Specifically, Q116R and G232D substitutions were initially discovered by random mutagenesis during early characterization of the Kdp system (Buurman et al., 1995; Epstein et al., 1978) and have featured in many follow-up studies (Dorus et al., 2001; Schrader et al., 2000; Silberberg et al., 2021; Sweet et al., 2020; van der Laan et al., 2002).”

      (2) Typo: page 14, "diluted" 

      This typo has been corrected.

      (3) The Methods section for SSM electrophysiology could use some additional description of how the data/statistics were collected. How many replicates? Were all replicates from a single sensor/ were multiple sensors examined? Were controls done to test whether the same number of liposomes remain absorbed by the sensor over the length of the experiment? 

      We have extended our description of experimental protocols in the "Activity Assays" section of Methods. This includes the number and type of replicates as well as a discussion of binding currents that were seen for some mutants. Furthermore, a new series of supplementary figures for Figs. 2, 4, 5, and 6 show all of the raw traces for the SSME measurements (Figure 2 - figure supplements 2-4, Figure 4 - figure supplement 1, Figure 5 - figure supplement 3, Figure 6 - figure supplement 2).

      We have included SEC profiles for each of the V496 mutants, which show that they are all well behaved in detergent solution prior to reconstitution (Fig. 4 - figure supplement 1). We are not able to directly document reconstitution efficiencies as it is not practical to separate proteoliposomes from unincorporated protein prior to preparing the sensors used for SSME. Binding currents are seen for several of the inactive mutants (e.g., Q116R in Rb and NH<sub>4</sub> in Fig. 2 - figure supplement 3 and V496R in Fig. 4 - figure supplement 1), which demonstrate that protein is indeed present in the corresponding proteoliposomes even though no sustained transport current is observed.

    1. Synthèse des Outils Numériques et des Procédures Associées au Lycée

      Résumé

      Ce document synthétise l'écosystème des outils numériques utilisés au sein de l'établissement, en se basant sur un tutoriel détaillé.

      L'objectif principal est de clarifier le rôle de chaque plateforme et de fournir un guide pratique pour les parents et les élèves. Le point d'entrée fondamental de cet écosystème est le compte EduConnect, qui sert de clé d'accès unique à la quasi-totalité des services.

      Sans un compte EduConnect fonctionnel, l'accès aux autres outils est impossible.

      Les plateformes principales sont :

      1. EduConnect et les Téléservices : Le portail national pour l'identité numérique, indispensable pour les démarches administratives telles que les demandes de bourses, le paiement de la cantine et la mise à jour des informations personnelles.

      2. Mon Bureau Numérique (MBN) : L'environnement de travail fourni par la Région Grand Est, servant de portail central pour la vie scolaire quotidienne, incluant le cahier de textes, la messagerie, l'agenda et l'accès aux ressources de la classe.

      3. Pronote : Accessible via MBN, cet outil est spécialisé dans le suivi pédagogique : consultation des notes, gestion des absences, emploi du temps mis à jour et prise de rendez-vous pour les rencontres parents-professeurs.

      4. Parcoursup : La plateforme nationale pour l'orientation post-bac, essentielle pour les élèves de Terminale et une ressource d'information cruciale pour les élèves de Seconde et Première.

      5. Outils Complémentaires : Un système de prise de rendez-vous en ligne pour les psychologues de l'Éducation Nationale (PsyEN) et la fourniture de licences Microsoft Office gratuites pour les élèves.

      Un support informatique est disponible en cas de difficulté via l'adresse e-mail X.

      Il est souligné qu'une part significative de parents (600) n'a pas encore activé son compte EduConnect, ce qui les prive d'accès à des services essentiels, notamment le vote pour les représentants des parents d'élèves.

      1. Le Portail EduConnect : La Clé d'Accès Universelle

      EduConnect est le portail d'authentification de l'Éducation Nationale. Il ne s'agit pas d'un outil utilisé au quotidien, mais de la porte d'entrée indispensable à tous les autres services.

      Rôle et Importance

      Identifiant Unique : Fournit un identifiant et un mot de passe uniques pour accéder à la majorité des outils numériques de l'établissement.

      Point de Départ Obligatoire : Si le compte EduConnect ne fonctionne pas, aucun autre service n'est accessible.

      Comptes Multiples : Chaque responsable légal (père, mère, responsable 1 et 2) dispose de son propre compte individuel.

      Activation et Dépannage

      Problème d'Activation : Un constat a été fait que 600 parents n'ont pas activé leur compte, souvent car un seul des deux parents gère le suivi scolaire.

      Cela pose problème, par exemple, pour le vote aux élections des parents d'élèves, où chaque parent peut voter.

      Procédure en cas de problème :

      1. Contacter le support informatique du lycée à l'adresse : X.   

      2. Vérifier le dossier "spam" de sa messagerie, car les e-mails de réinitialisation peuvent y atterrir.   

      3. En dernier recours, l'établissement peut imprimer un document papier avec des identifiants temporaires.

      Complexités Possibles : Des difficultés peuvent survenir en cas de :

      ◦ Plusieurs enfants scolarisés dans différents établissements.    ◦ Homonymes entre parents d'élèves.    ◦ Changement d'académie.

      Mise à jour des e-mails : Le bon fonctionnement du compte dépend de l'exactitude de l'adresse e-mail enregistrée dans la base de données de l'établissement (base Siècle), car c'est par ce biais que sont envoyés les liens de réinitialisation. Actuellement, une quarantaine d'adresses e-mail sont encore erronées sur environ 2800.

      2. Téléservices (Scolarité Services) : La Gestion Administrative

      Accessibles via le compte EduConnect, les Téléservices sont la plateforme pour toutes les démarches administratives numérisées.

      Fonctionnalités Principales

      Demandes de Bourse : Permet de soumettre une demande de bourse en ligne, sans document papier.

      Fiche de Renseignements : Consultation et demande de modification des coordonnées (adresse postale, e-mail, téléphone). Toute modification doit être validée par le secrétariat de l'établissement.

      Paiement de la Demi-Pension :

      ◦ Les factures sont publiées sur cette plateforme (la première vers mi-novembre).   

      ◦ Il est possible de payer chaque facture trimestrielle en deux fois, permettant ainsi un étalement sur six paiements dans l'année.

      La mensualisation complète est envisagée pour l'année suivante.

      Documents Officiels : Téléchargement du certificat de scolarité. Ce document est également disponible sur Pronote.

      Orientation : La plateforme sera utilisée pour les phases d'orientation, notamment pour les élèves de Seconde.

      3. Mon Bureau Numérique (MBN) : L'Espace de Travail Quotidien

      MBN est l'environnement numérique de travail (ENT) fourni par la Région Grand Est. Il s'agit du portail central pour la communication et les informations pédagogiques.

      Accès

      • La connexion s'effectue via les identifiants EduConnect.

      • Après connexion au portail académique, il est nécessaire de sélectionner "Lycée Louis-Vincent" pour accéder à l'espace de l'établissement.

      • Il est conseillé d'ajouter le site MBN aux favoris de son navigateur pour un accès plus rapide et écologique.

      Fonctionnalités Clés pour les Parents

      Cahier de Textes : Permet de consulter le travail à faire donné aux élèves jour par jour, ainsi que le contenu des séances passées.

      Messagerie (Zimbra) :

      ◦ Permet de contacter les enseignants de la classe de son enfant, la direction ou d'autres personnels via un assistant destinataire.   

      Note importante : Le Proviseur (Olivier Palaise) préfère être contacté sur son adresse académique (olivier.palaise@ac-nancy-metz.fr) plutôt que via la messagerie MBN pour des raisons de gestion de flux (recevant entre 100 et 200 e-mails par jour).

      Agenda de l'Établissement : Un calendrier complet des événements du lycée (Fête de la Science, vacances, sessions d'évaluation Pix, etc.).

      Espace Classe : Section où les enseignants peuvent partager des ressources spécifiques à une classe ou une spécialité (ex: règles pour le travail en mathématiques, liens vers des manuels).

      Accès à Pronote : MBN est le portail d'entrée pour se connecter à Pronote.

      Vue Élève : Le Médiacentre

      • Les élèves disposent d'un onglet supplémentaire, "Médiacentre", qui donne accès à l'ensemble des manuels scolaires numériques fournis par la Région Grand Est.

      Avantages : Gratuité pour les familles et allègement significatif du poids des cartables.

      Inconvénients : L'utilisation d'un manuel sur écran peut être moins pratique qu'un format papier.

      Autres ressources : Le Médiacentre donne également accès à des outils comme "Do you speak grand test", une plateforme gratuite d'apprentissage des langues.

      4. Pronote : Le Suivi Pédagogique Détaillé

      Pronote est le logiciel de vie scolaire utilisé pour le suivi précis des résultats et de l'assiduité des élèves.

      Accès et Fonctionnalités

      Accès : Se fait en cliquant sur l'icône Pronote depuis Mon Bureau Numérique (MBN).

      Suivi des Notes : Consultation de l'ensemble des notes obtenues. Les parents y ont accès quelques jours après les élèves, pour permettre aux professeurs d'expliquer d'abord les résultats en classe.

      Emploi du Temps : C'est la source la plus fiable et la plus à jour pour l'emploi du temps de l'élève, incluant les absences de professeurs et les modifications de salles.

      Élections des Parents d'Élèves : C'est via Pronote que les parents accèdent à la plateforme de vote électronique. Il est rappelé que les deux parents peuvent voter, et que le vote nécessite un compte EduConnect activé.

      https://youtu.be/b7gst-DjVd8?t=1979

      Réunions Parents-Professeurs : La prise de rendez-vous pour les rencontres se fera via cet espace (ex: à partir du 17-18 novembre pour la réunion des classes de Seconde du 29 novembre).

      5. Parcoursup : La Plateforme d'Orientation Post-Bac

      Parcoursup est l'outil national incontournable pour la gestion des vœux d'affectation dans l'enseignement supérieur.

      Utilisation et Calendrier

      Public concerné : Indispensable pour les élèves de Terminale, il est fortement conseillé aux élèves de Première et de Seconde de s'y familiariser pour préparer leurs choix de spécialités et de filières.

      Disponibilité : Même lorsque la plateforme est "fermée" (avant la mise à jour des formations de l'année en cours), elle reste une mine d'informations (vidéos, tutoriels, carte des formations de l'année précédente).

      Exploration des Formations

      • La recherche d'une formation donne accès à une fiche détaillée contenant des informations capitales.

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  2. learn-us-east-1-prod-fleet02-xythos.content.blackboardcdn.com learn-us-east-1-prod-fleet02-xythos.content.blackboardcdn.com
    1. When they saw us peeping in at the window, they motioned for us tocome inside. But we hesitated. Then they held out some sticks ofcandy. At this, we ran away some little distance, where we stopped totalk over this strange proceeding. We wondered whether we had bet-ter go back again to see what the white people really wanted. Theyhad offered us candy-and that was a big temptation. So we wentback and peeped in at the window again. This time the interpretercame to the door and coaxed us inside. He was a half-breed namedCharles Tackett. We called him Ikubansuka, or Long Chin. We cameinside very slowly, a step at a time, all the time wondering what itmeant.

      Is this to show how the children's innocence is exploited, or to emphasize how they are slowly being pulled into a cultural system they don't understand?

    1. Author response:

      Reviewer #1 (Public review): 

      Summary: 

      The taxonomic analysis of IRG1 evolution is compelling and fills an important gap in the literature. However, the experimental evidence for IRG1 localization requires greater detail and confirmation. 

      Strengths: 

      The phylogenetic analysis of IRG1 evolution fills an important gap in the literature. The identification of independent acquisition of metazoan and fungal IRG1 from prokaryotic sources is novel, and the observation that human IRG1 lost mitochondrial matrix localization is particularly interesting, with potentially significant implications for the study of itaconate biology. 

      We thank the reviewer for appreciating the novelty of our study in exploring IRG1 evolution.  

      Weaknesses: 

      The protease protection assay was conducted with MTS-IRG1 but not with wild-type IRG1, which should also be tested. Moreover, no complementary methods, such as microscopy, were employed to validate localization. Beyond humans, the structure and localization of mouse IRG1, highly relevant given the widespread use of the mouse as a model for IRG1 functional studies, are not addressed. 

      Regarding submitochondrial localization of IRG1, we want to draw attention to the published data that a protease protection assay for wild-type mammalian IRG1 has been performed by Lian et al. 2023 (Extended Data Fig. 4), which convincingly demonstrated an outer-mitochondrial membrane localization of endogenous mouse IRG1 in mouse DC2.4 cells upon LPS stimulation that induces IRG1 expression. 

      Regarding complementary microscopy evidence, the same paper performed two-color,  DNA-paint super-resolution imaging to demonstrate an enrichment of IRG1 to mitochondria with a lack of co-localization of the inner membrane/matrix marker Cox IV. 

      Given the direct visualization of sub-mitochondrial localization, we consider applying super-resolution microscopy to revisit the sub-mitochondrial localization of di[erent IRG1 constructs in the study.   

      Reference:

      Lian H, Park D, Chen M, Schueder F, Lara-Tejero M, Liu J, Galán JE. Parkinson's disease kinase LRRK2 coordinates a cell-intrinsic itaconate-dependent defence pathway against intracellular Salmonella. Nat Microbiol. 2023 Oct;8(10):1880-1895. doi: 10.1038/s41564-023-01459-y. Epub 2023 Aug 28. PMID: 37640963; PMCID: PMC10962312.

      Finally, if itaconate is indeed synthesized outside the mitochondrial matrix to safeguard metabolic activity, it is not discussed how this reconciles with its reported inhibitory e[ect on SDH. 

      We thank the excellent point raised by the reviewer. Indeed, itaconate has been proposed to inhibit matrix SDH exhibiting anti-inflammation function (Lampropoulou, Cell Metab 2016). While the mitochondrial transport of itaconate has not been fully characterized in vivo or in cells, a specific itaconate transport activity has been shown for the mitochondrial 2-oxoglutarate transporter OGC using in vitro proteoliposome system (Mills et al. Nature 2018). 

      We plan to discuss this important point on mitochondrial itaconate transport in the revision. 

      Reference: 

      Lampropoulou V, Sergushichev A, Bambouskova M, Nair S, Vincent EE, Loginicheva E, Cervantes-Barragan L, Ma X, Huang SC, Griss T, Weinheimer CJ, Khader S, Randolph GJ, Pearce EJ, Jones RG, Diwan A, Diamond MS, Artyomov MN. Itaconate Links Inhibition of Succinate Dehydrogenase with Macrophage Metabolic Remodeling and Regulation of Inflammation. Cell Metab. 2016 Jul 12;24(1):158-66. doi: 10.1016/j.cmet.2016.06.004. Epub 2016 Jun 30. PMID: 27374498; PMCID: PMC5108454.  

      Mills EL, Ryan DG, Prag HA, Dikovskaya D, Menon D, Zaslona Z, Jedrychowski MP, Costa ASH, Higgins M, Hams E, Szpyt J, Runtsch MC, King MS, McGouran JF, Fischer R, Kessler BM, McGettrick AF, Hughes MM, Carroll RG, Booty LM, Knatko EV, Meakin PJ, Ashford MLJ, Modis LK, Brunori G, Sévin DC, Fallon PG, Caldwell ST, Kunji ERS, Chouchani ET, Frezza C, Dinkova-Kostova AT, Hartley RC, Murphy MP, O'Neill LA. Itaconate is an anti-inflammatory metabolite that activates Nrf2 via alkylation of KEAP1. Nature. 2018 Apr 5;556(7699):113117. doi: 10.1038/nature25986. Epub 2018 Mar 28. PMID: 29590092; PMCID: PMC6047741.

      Reviewer #2 (Public review): 

      Summary: 

      The authors are trying to explain how the metabolite itaconate evolved, since although it's involved in host defense, it can also limit mitochondrial function. They are trying to probe the trade-o[ between these two functions. 

      Strengths: 

      The evolutionary aspect is novel; this is the first time to my knowledge that the evolution of IRG1 has been analysed, and there are interesting findings here. The key finding appears to be that subcellular localisation is an important aspect, allowing host defense in some organisms without compromising bioenergetics. This is an interesting finding in the context of immunomebolism, although it needs extra analysis. 

      Weaknesses: 

      The work concerning sub-mitochondrial localisation is confusing and needs better analysis. 

      We thank the reviewer for the constructive feedback. As in our response to reviewer 1, we want to draw attention to the published data in which the outer mitochondrial membrane localization of IRG1 has been demonstrated by protease protection assay and explored using super-resolution imaging by Lian et al. 2023 (Extended Data Fig. 4). Given the direct visualization of sub-mitochondrial localization by super-resolution imaging, we plan to revisit and to apply the method to di[erent IRG1 constructs used in the paper.

      Reviewer #3 (Public review): 

      Summary: 

      IRG1 is highly expressed in activated human and mouse myeloid cells. It encodes the mitochondrial enzyme cis-aconitate decarboxylase 1 (ACOD1) that generates itaconate. Itaconate has anti-microbial activity and acts immunoregulatory by interfering with cellular metabolism, signaling to cytokine production, and multiple other processes. 

      The authors perform a phylogenetic analysis of IRG1 to obtain insight into the evolution of itaconate biosynthesis. Combining BLAST with human IRG1 and a MmgE/Ptrp domain search, they find CAD in all domains of life, but the presence of IRG1 homologs is patchy in eukaryotes, indicating that itaconate biosynthesis is not essential. The phylogenetic analysis showed a more distant relationship of fungal and metazoan CAD/IRG1 to many prokaryotic sequences, suggesting independent acquisition of these metazoan and fungal CAD genes. In metazoans, three subbranches of paleo-IRG1 (in mollusks/early chordates) and two paralogous vertebrate forms (IRG1 and IRG1-like) were identified, with the latter derived from paleo-IRG1, and by genome duplication. While most jawed vertebrates have both IRG1 and IRG1L, metatherian and eutherian mammals have lost IRG1L and contain only IRG1. 

      Interestingly, sequence analysis of both paralogues showed that many IRG1L genes contain an N-terminal mitochondrial targeting sequence (MTS) that is absent from most IRG1 sequences. Limited proteolysis of submitochondrial localization confirmed that zebrafish IRG1L is only sensitive to proteases in the presence of high Triton X-100, indicative of association with mitochondrial matrix. In contrast, a recent paper from the Galan lab (Lian 2003 Nature Microbiology) reported that human IRG1 is not localized to the mitochondrial matrix, although enriched in mitochondria. Here, the authors generated a matrix-targeted human IRG1 by adding the N-terminal MTS and found that it localizes to the matrix based on a limited proteolysis assay. The loss of MTS-containing IRG1L from most mammals appears, therefore, to indicate that itaconate generation is directed to the cytoplasm, potentially reducing inhibition of TCA cycle activity in the mitochondria. 

      Next, the authors confirmed that the recombinant IRG1L protein has CAD activity in vitro. The last part of the manuscript addresses the expression of paleo-IRG1 in oysters and amphioxus, where they found high mRNA levels in oyster hemocytes which was further increased by poly(I:C), which was also the case in amphioxus tissues after feeding of LPS or poly(I:C), indicating a role for paleo-IRG1/itaconate in early metazoan innate immunity. 

      Strengths 

      (1) Phylogenetic perspective largely lacking so far in the IRG1/itaconate field. 

      (2) Manuscript clearly written and understandable across disciplines. 

      (3) Phylogenetic analyses complemented by biochemical and gene expression analyses to link to function. 

      (4) Lack of MTS in IRG1 and change in localization from mitochondria, highly relevant antimicrobial and cellular e[ects of itaconate. 

      We thank the reviewer for the positive comments with the strengths.  

      Weaknesses: 

      (1) Biochemical and functional analysis of di[erent CAD mRNA and proteins lacks depth. 

      We plan to explore two types of experiments: 

      First, we plan to purify di[erent CAD recombinant proteins; and if successful, we will test their in vitro enzymatic activity in synthesize itaconate. The positive data will also answer question (3) below.

      Second, we plan to measure itaconate level in oyster hemocytes after PAMP stimulation, to demonstrate an in vivo itaconate production activity by paleo-IRG1. The data will also address question (4) below. 

      (2) The submitochondrial localization assay lacks a native human IRG1 control. 

      As in our response to reviewer 1, we believe Lian et al. 2023. provided strong evidence supporting an outer mitochondrial membrane localization of wild-type endogenous, mouse IRG1. Given the direct visualization using suer-resolution imaging, we plan to revisit submitochondrial localization of di[erent IRG1 constructs using super-resolution imaging. 

      (3) CAD activity shown for IRG1L but not paleo-IRG1. 

      We plan to purify di[erent CAD recombinant proteins; and if successful, we will test their in vitro enzymatic activity in producing itaconate.

      (4) Itaconate production by early metazoans after PAMP stimulation? 

      We plan to measure itaconate level in oyster hemocytes after PAMP stimulation, to demonstrate an in vivo itaconate production activity by paleo-IRG1.

      (5) No measurement of energy metabolism (trade-o[s?). 

      Because PAMP signaling might trigger other downstream e[ects that also impair mitochondrial function, for instance nitric oxide that inhibits complex IV, we plan to avoid PAMP condition and direct test the e[ect of itaconate production. We plan to compare the impact on mitochondrial bioenergetics, if the same CAD enzymes (thus with the same activity) can be expressed at the same level intra-mitochondrially and extramitochondrially, for instance in the case of MTS-hACOD1 and hACOD1.

    1. Author response:

      Reviewer #1 (Public Review):

      The authors describe a new computational pipeline designed to identify smFISH probes with improved RNA detection compared to preexisting approaches. smFISH is a powerful and relatively straightforward technique to detect single RNAs in cells at subcellular resolution, which is critical for understanding gene expression regulation at the RNA level. However, existing methods for designing smFISH oligos suffer from several limitations, including off-target binding that produces high background signals, as well as a restricted number of probes that are sufficiently specific to target shorter-than-average mRNAs. To address these challenges, the authors developed TrueProbes, a computational method that aims to minimize off-target-mediated background fluorescence.

      Overall, the study addresses a technically relevant problem. If improved, this would allow researchers to study gene expression regulation more effectively using single-molecule FISH. However, based on the current presentation of data, it is not yet clear that TrueProbes offers significant advantages over preexisting pipelines. In the following section, I describe some concerns, which should be adequately addressed.

      Major Comments:

      (1) The manuscript currently presents only one example in which different pipelines were tested to generate probes (targeting ARF4). While the images suggest that both TrueProbes and Stellaris outperform the other pipelines, the comparison is potentially misleading because the number of probes used differs substantially. I recommend that the authors include at least three independent examples in which an equal number of probes are designed across pipelines, so that signal-to-noise can be assessed in a controlled and comparable way. This would allow the probe number to be held constant while directly evaluating performance.

      This is an important observation. We have already addressed this issue in Figures 3E-G and Supplementary Figure 4E-G, where we plotted the number of OFF-targets for each ON-target probe. If we select longer genes to ensure an equal number of designed probes with strong signals, we will still end up with the same number of ON-target probes. Consequently, Figures 3B-D and 3E-G would show similar trends, albeit with different values on the y-axis. Additionally, we will conduct an analysis using Stellaris at its highest probe design stringency setting to compare the software under its strictest design conditions. Additional experiments are outside the scope of the current manuscript.

      (2) It is also unclear how many biological replicates were performed for the ARF4 experiments. If only a single replicate was included, it is difficult to conclude that TrueProbes consistently outperforms other pipelines in a robust and reproducible manner. I suggest the authors include data from at least three biological replicates with appropriate statistical analysis, and ideally extend this to additional smFISH targets as outlined in Comment 1.

      Three biological replicates were utilized for the ARF4 experiments. As stated in the original submission, the average data from all three replicates is presented in Figure 4, while the data for each individual replicate can be found in Figure S5. Statistical analyses were conducted for both the pooled data in Figure 4 and the individual data in Figure S5. The results of all statistical calculations are detailed in Supplemental Table 1. We will update the text to clearly indicate the number of biological replicates and the outcomes of the statistical analysis.

      (3) No controls are presented to demonstrate that the TrueProbes-designed smFISH spots are specifically detecting ARF4. The current experiment primarily measures signal-to-noise, but it remains possible that some detected spots do not correspond to ARF4 mRNAs. Since one of the major criteria used by TrueProbes is to limit cross-hybridization, the authors should perform ARF4 knockdown experiments and demonstrate that nearly all ARF4 smFISH signal is lost. A similar approach should be applied to the additional examples recommended in Comment 1.

      Thank you for your suggestion. Currently, we lack the expertise in our lab to conduct such experiments, so they are beyond the scope of this manuscript. However, we will create additional supplementary figures to demonstrate that the likelihood of false positives is low, based on the assumption that current publicly available BLAST algorithms, genome annotations, and reference transcription expression data are accurate.

      We will include a comparison in our supplementary materials showing the off-target RNA that can bind the highest number of probes simultaneously for each software. Additionally, we will perform a correlation analysis to illustrate the relationship between spot intensity for different software and the number of probes they design. This will help us estimate how the number of probes bound to RNA correlates with expected spot intensity ranges.

      Using this information, along with autofluorescence background intensity measurements from no-probe controls, we will estimate the minimum number of probes that need to bind to targets to be detected as single spots. If this minimum is higher than the maximum number of simultaneous off-target probe bindings, we anticipate that the detected spot signal will primarily reflect ARF4 rather than other transcripts.

      (4) In the limitations of the study, the authors note that "RNA secondary and tertiary structures are not included, which may lead to inaccuracies if binding sites are structurally occluded." However, I am not convinced that this is a true limitation, since formamide in the smFISH protocol should denature secondary structures and allow oligo access to the RNA. I recommend that the authors comment on this point and clarify whether secondary structure poses a practical limitation in smFISH probe design.

      Thank you for pointing this out. We will revise the manuscript to clarify: "We did not include RNA secondary and tertiary structures in the model because the use of formamide in RNA-FISH experiments denatures these structures, allowing oligonucleotides to access the RNA."

      (5) The authors also correctly acknowledge in their limitations that "RNA-protein interactions, which can modulate accessibility of the transcript, are not modeled." I suggest referencing relevant studies on this issue, particularly Buxbaum et al. (2014, Science), which would provide important context.

      Thank you for highlighting the literature that supports this limitation. We will include Buxbaum et al. (2014, Science) and additional studies that discuss how RNA-protein interactions can affect RNA-FISH experiments.

      Reviewer #2 (Public review):

      Summary:

      Hughes et al present a new single-molecule RNA fluorescence in situ hybridization (smFISH) probe design software, termed "TrueProbes" in this manuscript. They claim that all existing smFISH (and variants) probe design software packages have limitations that ultimately impact experimental performance. The author's claim to address the majority of these limitations in TrueProbes by introducing multiple computational steps to ensure high-quality probe design. The manuscript's goal is clear, and the authors provide some evidence by designing and targeting one gene. Overall, the manuscript lacks rigorous evidence to support the claims, does not demonstrate its suitability for a variety of smFISH-type experiments, and some of the provided quantification data are unclear. While TrueProbes clearly has potential, more data is required, or the authors should tone down the claims.

      We appreciate the reviewer’s thoughtful feedback. We will revise the text to ensure that all claims are backed by computational or experimental evidence. For claims that do not have supporting results, we will relocate them to the discussion section as potential future extensions. Since our probe design is open access, both we and the community can further develop our codes as needed.

      Strengths:

      (1) The problem is well-articulated in the abstract and the introduction.

      (2) Figures 3 and 4 follow a consistent color scheme where each probe design method has its own color, which helps the reader visually compare methods.

      (3) The authors compared multiple probe design software packages both computationally and experimentally.

      (4) TrueProbes does produce visually and quantitatively better results when compared to 2 of the 4 existing smFISH probe design packages (Paintshop and MERFISH panel designer).

      (5) The authors introduce a comprehensive steady-state thermodynamic model to help optimally guide probe design.

      We like to thank the reviewer for pointing out the strength of the manuscript.

      Weaknesses:

      (1) The abstract describes the problem well and introduces the solution (the TrueProbes software), but fails to provide specific ways in which the TrueProbes software performs better. The authors state that "...[TrueProbes] consistently outperformed alternatives across multiple computational metrics and experimental validation assays", but specific, quantitative evidence of improved performance would strengthen the statement.

      Thank you for acknowledging the clarity of the abstract and introduction. We will revise the abstract to provide more specific details on how TrueProbes outperforms other software. Additionally, we will include specific computational and experimental metrics that demonstrate TrueProbes' improved performance compared to other software.

      (2) The text claims that TrueProbes outperforms all other probe design software, but Figure 3 indicates that TrueProbes has neither the greatest number of on-target binding nor the lowest number of off-target binding. The data in Figure 3 does not support the claims made in the text. Specifically, the authors claim that "RNA FISH Experimental Results Demonstrate that Off Target and Binding Affinity Inclusive Probe Design Improve RNA FISH Signal Discrimination" (lines 217-218). However, despite their claim that Stellaris and Oligostan-HT produce more off-target probes when evaluated with the TrueProbes framework, the experiment results are nearly identical. The authors should consider modifying their claims or performing new experiments that more clearly demonstrate their claims.

      In Figure 3, we aim to convey two main points. 

      The first point is to compare the number of ON-target probes designed by each software using their most stringent design criteria (Figure 3A). Currently, we are using a medium strict design criterion for Stellaris (level 3). As shown in the new supplementary figure XX, when we apply the most stringent design criteria for Stellaris (level 5), the number of ON-target probes decreases to XX probes. This clearly indicates that, based on theoretical calculations, TrueProbes can design more probes than any of its competitors.

      The second point is to compare the number of OFF-targets produced by each probe design. To illustrate this, we used two different metrics. In Figures 3B-D, we compare the total number of probes bound to OFF-target RNA. However, since each software generates a different number of ON-target probes, the number of OFF-targets may vary simply due to the differences in ON-target probe counts. Therefore, we introduced a second metric to compare OFF-targets. In Figures 3E-G, we present the number of OFF-targets normalized by the number of ON-targets. Using this metric, TrueProbes shows the lowest number of OFF-targets. We will updat the manuscript to clarify this point.

      Regarding the experiments and their comparison to theoretical calculations: The theoretical calculations consider only the reference DNA and RNA genomes along with the oligonucleotide sequences for the probes. We then use a thermodynamic model to identify ON- and OFF-targets. Thus, these theoretical calculations represent an upper bound on the maximum possible number of ON-targets and the minimum number of OFF-targets. All other design software evaluated in this manuscript relies on the same or less reference data and makes certain assumptions. None of these methods quantitatively compare their computational designs with experimental results; they simply design probes based on unverified assumptions, conduct experiments, and present spot data to conclude that their probe designs are effective.

      We will update the manuscript to clarify the goals of the theoretical model and its relationship to the experiments. Future work will be necessary to enhance our theoretical model to fully account for additional aspects of RNA-FISH experiments (e.g., formaldehyde crosslinking, hybridization conditions, washing steps) to better predict the experimental data shown in Figure 4. We will also adjuste our claims to accurately reflect the current capabilities of our theoretical framework and its relation to experimental outcomes.

      (3) The bar graphs in Figure 3 do not seem to agree with the probability graphs in Figure 4. For example, Figure 3 indicates that Stellaris probes have higher off-target binding than TrueProbes; however, in Figure 4, their probability graphs lie almost on top of each other.

      The predictions in Figure 3 regarding the number of probe off-target binding events, based on reference gene expression data, do not necessarily encompass all the information required to predict RNA-FISH signal intensity. Therefore, these predictions should not be expected to translate directly into the experimental results shown in Figure 4, particularly concerning the background signal.

      While our software aims to minimize off-target probe binding, this does not automatically lead to a reduction in off-target background signal. Numerous other factors influence the spot background and overall signal-to-noise ratio (SNR) performance, beyond just probe-target binding interactions. Although we strive to minimize off-target background through probe binding, this approach is not designed to directly predict the SNR. Extending the computational analysis of probe binding dynamics to RNA-FISH signal intensity dynamics is beyond the scope of this study.

      We have revised our text to clearly separate computational results from experimental results into two distinct sections. We will use different terminology to describe the outcomes of computational performance versus experimental performance, reducing potential confusion between these two aspects. Additionally, we will clarify our conceptual overview in Figure 1 regarding traditional probe design limitations related to sensitivity and specificity. We will specify how the signal from the number of probes bound to ON-target RNA, relative to those bound to OFF-targets and cellular autofluorescence, translates—either linearly or non-linearly—into the signal-to-noise ratio.

      (4) The authors performed validation for only one gene (ARF4), because "...it had the highest gene expression (in TPM units) and the fewest isoforms among all candidate genes for the Jurkat cell line" (lines 176-177). While the results do look good, this is a minimal use case and does not really showcase the power of their method. One experiment that could be helpful would be two-color (or more) smFISH in tissue, where the chances for off-target binding contributing to higher errors are much greater than in an adherent cell line.

      Thank you for highlighting these valuable experiments. Currently, our lab lacks the expertise to generate tissue samples beyond culturing cells. Additionally, implementing a two-color probe design in tissues containing different cell types with unknown expression levels presents further challenges. Due to these limitations, designing and conducting two-color experiments in tissue samples is beyond the scope of the current manuscript, but we plan to pursue this in the future.

      (5) A common strategy for both smFISH and highly multiplexed methods is to use secondary DNA oligos with dye molecules instead of direct conjugation. Given that this is a primary design goal of PaintSHOP and the Zhuang lab's MERFISH probe design code, it would be helpful to demonstrate that TrueProbes can design a two-layer probe strategy for high-quality RNA-FISH labeling.

      Thank you for bringing this to our attention. TrueProbes is currently designed and tested specifically for primary smRNA-FISH probes. Our focus is on demonstrating a new approach to designing these probes without the added complexities of secondary probes and multiplexing. Future work will expand on this foundation to incorporate secondary probe detection and transcript multiplexing.

      (6) The authors claim, "For every probe set, TrueProbes can simulate expected smRNA FISH outcomes including optimal probe, RNA, and salt concentrations and optionally account for probe secondary structure, hybridization temperature, multiple targets, fluorophore choice, DNA, nascent RNA, and photon count statistics (Figures S2A, S2B). The model can be used to generate predictions for temperature and cell line sensitivity, multi-target discrimination, multiple fluorophore colocalization; when provided transcript expression levels and probe/background intensity, it can start to generate predictions for spot intensity, background, signal to noise ratio, and false negative rates (Figure S2C)." (lines 156-163). Figure S2 is a flow chart and does not provide evidence for any of these items. The authors should provide evidence for these claims, either as a figure or an example script in their software repository. If that is not possible, then it should be removed.

      The supplemental information of the article will be updated to include figures that illustrate predictions for each capability currently offered by TrueProbes, along with the scripts used to generate these predictions. Any capabilities that do not have corresponding scripts will be removed from this section and instead referred to as potential improvements or future additions to the TrueProbes framework in the discussion section.

      (7) All thermodynamic equations are performed at steady state. The authors do not justify this assumption, and there is no discussion of the potential impacts of either low molecule numbers or violations of the well-mixed assumption. Can the authors please include a discussion on the potential impacts non non-steady state dynamics?

      Thermodynamic equations are calculated at steady state because RNA-FISH hybridization reactions typically last from eight to twenty hours. This duration allows probes adequate time to localize to their targets and reach binding equilibrium, based on current estimates of DNA oligonucleotide association and dissociation rate constants. We will address the potential violation of the well-mixed assumption in the assumptions and limitations section, specifically discussing how RNA localization can affect the spatial distribution of both on-target and off-target probes within cells, which may disrupt the well-mixed condition.

      Low molecule numbers are not a significant concern, as probe DNA oligonucleotide concentrations in RNA-FISH protocols are much higher than the number of transcripts present in cells, by several orders of magnitude.

      The assumptions and limitations section will be revised to clearly state: “Probe hybridization reactions were computed at steady state because most RNA-FISH protocols utilize probe hybridization incubation steps lasting over eight hours, which should provide sufficient time to reach equilibrium based on current estimates of forward and reverse reaction rate constants. Predictions from the equilibrium model may be less accurate for RNA-FISH experiments with shorter hybridization times, where non-steady state dynamics can result in different transient outcomes depending on the duration of hybridization.”

      Reviewer #3 (Public review):

      Summary:

      This manuscript introduces a new platform termed "TrueProbes" for designing mRNA FISH probes. In comparison to existing design strategies, the authors incorporate a comprehensive thermodynamic and kinetic model to account for probe states that may contribute to nonspecific background. The authors validate their design pipeline using Jurkat cells and provide evidence of improved probe performance.

      Strengths:

      A notable strength of TrueProbes is the consideration of genome-wide binding affinities, which aims to minimize off-target signals. The work will be of interest to researchers employing mRNA FISH in certain human cell lines.

      Weaknesses:

      However, in my view, the experimental validation is not sufficient to justify the broad claims of the platform. Given the number of assumptions in the model, additional experimental comparisons across probe design methods, ideally targeting transcripts with different expression levels, would be necessary to establish the general superiority of this approach.

      We will revise our text to make our claims more specific and clearer, avoiding overgeneralizations and ensuring that all claims are adequately supported by the data we present.

    1. Author response:

      Reviewer #1 (Public review):

      Summary:

      The manuscript reports a series of experiments designed to test whether optogenetic activation of infralimbic (IL) neurons facilitates extinction retrieval and whether this depends on animals' prior experience. In Experiment 1, rats underwent fear conditioning followed by either one or two extinction sessions, with IL stimulation given during the second extinction; stimulation facilitated extinction retrieval only in rats with prior extinction experience. Experiments 2 and 3 examined whether backward conditioning (CS presented after the US) could establish inhibitory properties that allowed IL stimulation to enhance extinction, and whether this effect was specific to the same stimulus or generalized to different stimuli. Experiments 5 - 7 extended this approach to appetitive learning: rats received backward or forward appetitive conditioning followed by extinction, and then fear conditioning, to determine whether IL stimulation could enhance extinction in contexts beyond aversive learning and across conditioning sequences. Across studies, the key claim is that IL activation facilitates extinction retrieval only when animals possess a prior inhibitory memory, and that this effect generalizes across aversive and appetitive paradigms.

      Strengths:

      (1) The design attempts to dissect the role of IL activity as a function of prior learning, which is conceptually valuable.

      We thank the Reviewer for their positive assessment.

      (2) The experimental design of probing different inhibitory learning approaches to probe how IL activation facilitates extinction learning was creative and innovative.

      We thank the Reviewer for their positive assessment.

      Weaknesses:

      (1) Non-specific manipulation.

      ChR2 was expressed in IL without distinction between glutamatergic and GABAergic populations. Without knowing the relative contribution of these cell types or the percentage of neurons affected, the circuit-level interpretation of the results is unclear.

      ChR2 was intentionally expressed in the infralimbic cortex (IL) without distinction between local neuronal populations for two reasons. First, this manuscript aimed to uncover some of the features characterizing the encoding of inhibitory memories in the IL, and this encoding likely engages interactions among various neuronal populations within the IL. Second, the hypotheses tested in the manuscript derived from findings that indiscriminately stimulated the IL using the GABA<sub>A</sub> receptor antagonist picrotoxin, which is best mimicked by the approach taken. We agree that it is also important to determine the respective contributions of distinct IL neuronal populations to inhibitory encoding; however, the global approach implemented in the present experiments represents a necessary initial step. This rationale will be incorporated into the revised manuscript, which will also make reference to the need to identify the relative contributions of the various neuronal populations within the IL. 

      (2) Extinction retrieval test conflates processes

      The retrieval test included 8 tones. Averaging across this many tone presentations conflate extinction retrieval/expression (early tones) with further extinction learning (later tones). A more appropriate analysis would focus on the first 2-4 tones to capture retrieval only. As currently presented, the data do not isolate extinction retrieval.

      It is unclear when retrieval of what has been learned across extinction ceases and additional extinction learning occurs. In fact, it is only the first stimulus presentation that unequivocally permits a distinction between retrieval and additional extinction learning, as the conditions for this additional learning have not been fulfilled at that presentation. However, confining evidence for retrieval to the first stimulus presentation introduces concerns that other factors could influence performance. For instance, processing of the stimulus present at the start of the session may differ from that present at the end of the previous session, thereby affecting what is retrieved. Such differences between the stimuli present at the start and end of an extinction session have been long recognized as a potential explanation for spontaneous recovery (Estes, 1955). More importantly, whether the test data presented confound retrieval and additional extinction learning or not, the interpretation remains the same with respect to the effects of a prior history of inhibitory learning on enabling the facilitative effects of IL stimulation. Finally, it is unclear how these facilitative effects could occur in the absence of the subjects retrieving the extinction memory formed under the stimulation. Nevertheless, the revised manuscript will provide the trial-by-trial performance during the post-extinction retrieval tests and discuss this issue.

      (3) Under-sampling and poor group matching.

      Sample sizes appear small, which may explain why groups are not well matched in several figures (e.g., 2b, 3b, 6b, 6c) and why there are several instances of unexpected interactions (protocol, virus, and period). This baseline mismatch raises concerns about the reliability of group differences.

      Efforts were made to match group performance upon completion of each training stage and before IL stimulation. Unfortunately, these efforts were not completely successful due to exclusions following post-mortem analyses. However, we acknowledge that the unexpected interactions deserve further discussion, and this will be incorporated into the revised manuscript (see also comment from Reviewer 2). Although we cannot exclude that sample sizes may have contributed to some of these interactions, we remain confident about the reliability of the main findings reported, especially given their replication across the various protocols. Overall, the manuscript provides evidence that IL stimulation does not facilitate brief extinction in the absence of prior inhibitory experience in five different experiments, replicating previous findings (Lingawi et al., 2018; Lingawi et al., 2017). It also replicates these previous findings by showing that prior experience with either fear or appetitive extinction enables IL stimulation to facilitate subsequent fear extinction. Furthermore, the facilitative effects of such stimulation following fear or appetitive backward conditioning are replicated in the present manuscript.  

      (4) Incomplete presentation of conditioning data.

      Figure 3 only shows a single conditioning session despite five days of training. Without the full dataset, it is difficult to evaluate learning dynamics or whether groups were equivalent before testing.

      We apologize, as we incorrectly labeled the X axis for the backward conditioning data set in Figures 3B, 4B, 4D and 5B. It should have indicated “Days” instead of “Trials”. This error will be corrected in the revised manuscript.

      (5) Interpretation stronger than evidence.

      The authors conclude that IL activation facilitates extinction retrieval only when an inhibitory memory has been formed. However, given the caveats above, the data are insufficient to support such a strong mechanistic claim. The results could reflect non-specific facilitation or disruption of behavior by broad prefrontal activation. Moreover, there is compelling evidence that optogenetic activation of IL during fear extinction does facilitate subsequent extinction retrieval without prior extinction training (Do-Monte et al 2015, Chen et al 2021), which the authors do not directly test in this study.

      As noted above, the revised manuscript will show that the interpretations of the main findings stand whether ore the test data confounds retrieval with additional extinction learning. The revised manuscript will also clarify the plotting of the data for the backward conditioning stages. We do agree that further discussion of the unexpected interactions is necessary, and this will also be incorporated into the revised manuscript. However, the various replications of the core findings provide strong evidence for their reliability and the interpretations advanced in the original manuscript. The proposal that the results reflect non-specific facilitation or disruption of behavior seems highly unlikely. Indeed, the present experiments and previous findings (Lingawi et al., 2018; Lingawi et al., 2017) provide multiple demonstrations that IL stimulation fails to produce any facilitation in the absence of prior inhibitory experience with the target stimulus. Although these demonstrations appear inconsistent with previous studies (Do-Monte et al., 2015; Chen et al., 2021), this inconsistency is likely explained by the fact that these studies manipulated activity in specific IL neuronal populations. Previous work has already revealed differences between manipulations targeting discrete IL neuronal populations as opposed to general IL activity (Kim et al., 2016). Importantly, as previously noted, the present manuscript aimed to generally explore inhibitory encoding in the IL that, as we will acknowledge, is likely to engage several neuronal populations within the IL. Adequate statements on these matters will be included in the revised manuscript.

      Impact:

      The role of IL in extinction retrieval remains a central question in the fear learning literature. However, because the test used conflates extinction retrieval with new learning and the manipulations lack cell-type specificity, the evidence presented here does not convincingly support the main claims. The study highlights the need for more precise manipulations and more rigorous behavioral testing to resolve this issue.

      As noted in our responses, the interpretations of the data presented remain identical whether the test data conflate extinction retrieval with additional extinction learning or not. Although we agree that it is important to establish the role of specific IL neuronal populations in extinction learning, this was beyond the scope of the manuscript and the findings reported remain valuable to our understanding of inhibitory encoding within the IL.

      Reviewer #2 (Public review):

      Summary:

      In this manuscript, the authors examine the mechanisms by which stimulation of the infralimbic cortex (IL) facilitates the retention and retrieval of inhibitory memories. Previous work has shown that optogenetic stimulation of the IL suppresses freezing during extinction but does not improve extinction recall when extinction memory is probed one day later. When stimulation occurs during a second extinction session (following a prior stimulation-free extinction session), freezing is suppressed during the second extinction as well as during the tone test the following day. The current study was designed to further explore the facilitatory role of the IL in inhibitory learning and memory recall. The authors conducted a series of experiments to determine whether recruitment of IL extends to other forms of inhibitory learning (e.g., backward conditioning) and to inhibitory learning involving appetitive conditioning. Further, they assessed whether their effects could be explained by stimulus familiarity. The results of their experiments show that backward conditioning, another form of inhibitory learning, also enabled IL stimulation to enhance fear extinction. This phenomenon was not specific to aversive learning, as backward appetitive conditioning similarly allowed IL stimulation to facilitate extinction of aversive memories. Finally, the authors ruled out the possibility that IL facilitated extinction merely because of prior experience with the stimulus (e.g., reducing the novelty of the stimulus). These findings significantly advance our understanding of the contribution of IL to inhibitory learning. Namely, they show that the IL is recruited during various forms of inhibitory learning, and its involvement is independent of the motivational value associated with the unconditioned stimulus.

      Strengths:

      (1) Transparency about the inclusion of both sexes and the representation of data from both sexes in figures.

      We thank the Reviewer for their positive assessment.

      (2) Very clear representation of groups and experimental design for each figure.

      We thank the Reviewer for their positive assessment.

      (3) The authors were very rigorous in determining the neurobehavioral basis for the effects of IL stimulation on extinction. They considered multiple interpretations and designed experiments to address these possible accounts of their data.

      We thank the Reviewer for their positive assessment.

      (4) The rationale for and the design of the experiments in this manuscript are clearly based on a wealth of knowledge about learning theory. The authors leveraged this expertise to narrow down how the IL encodes and retrieves inhibitory memories.

      We thank the Reviewer for their positive assessment.

      Weaknesses:

      (1) In Experiment 1, although not statistically significant, it does appear as though the stimulation groups (OFF and ON) differ during Extinction 1. It seems like this may be due to a difference between these groups after the first forward conditioning. Could the authors have prevented this potential group difference in Extinction 1 by re-balancing group assignment after the first forward conditioning session to minimize the differences in fear acquisition (the authors do report a marginally significant effect between the groups that would undergo one vs. two extinction sessions in their freezing during the first conditioning session)?

      As noted (see response to Reviewer 1), efforts were made daily to match group performance across the training stages, but these efforts were ultimately hampered by the necessary exclusions following post-mortem analyses. This will be made explicit in the revised manuscript. Regarding freezing during Extinction 1, as noted by the Reviewer, the difference, which was not statistically significant, was absent across trials during the subsequent forward fear conditioning stage. Likewise, the protocol difference observed during the initial forward fear conditioning was absent in subsequent stages. We are therefore confident that these initial differences (significant or not) did not impact the main findings at test. Importantly, these findings replicate previous work using identical protocols in which no differences were present during the training stages. These considerations will be addressed in the revised manuscript.

      (2) Across all experiments (except for Experiment 1), the authors state that freezing during the initial conditioning increased across "days". The figures that correspond to this text, however, show that freezing changes across trials. In the methods, the authors report that backward conditioning occurred over 5 days. It would be helpful to understand how these data were analyzed and collated to create the final figures. Was the freezing averaged across the five days for each trial for analyses and figures?

      We apologize, as noted above, we incorrectly labeled the X axis for the backward conditioning data sets in Figures 3B, 4B, 4D and 5B. It should have indicated “Days” instead of “Trials”. The data shown in these Figures use the average of all trials on a given day. This will be clarified in the methods section of the revised manuscript. The labeling errors on the Figures will be corrected.

      (3) In Experiment 3, the authors report a significant Protocol X Virus interaction. It would be useful if the authors could conduct post-hoc analyses to determine the source of this interaction. Inspection of Figure 4B suggests that freezing during the two different variants of backward conditioning differs between the virus groups. Did the authors expect to see a difference in backward conditioning depending on the stimulus used in the conditioning procedure (light vs. tone)? The authors don't really address this confounding interaction, but I do think a discussion is warranted.

      We agree with the Reviewer that further discussion of the Protocol x Virus interaction that emerged during the backward conditioning and forward conditioning stages of Experiment 3 is warranted. This will be provided in the revised manuscript. Briefly, during both stages, follow-up analyses did not reveal any differences (main effects or interactions) between the two groups trained with the light stimulus (Diff-EYFP and Diff-ChR2). By contrast, the ChR2 group trained with the tone (Back-ChR2) froze more overall than the EYFP group (Back-EYFP), but there were no other significant differences between the two groups. Based on these analyses, the Protocol x Virus interaction appears to be driven by greater freezing in the ChR2 group trained with the tone rather than a difference in the backward conditioning performance based on stimulus identity. Consistent with this, the statistical analyses did not reveal a main effect of Protocol during either the backward conditioning stage or the stimulus trials during the forward conditioning stage. Nevertheless, during this latter stage, a main effect of Protocol emerged during baseline performance, but once again, this seems to be driven by the Back-ChR2 group. Critically, it is unclear how greater stimulus freezing in the Back-ChR2 group during forward conditioning would lead to lower freezing during the post-extinction retrieval test.  

      (4) In this same experiment, the authors state that freezing decreased during extinction; however, freezing in the Diff-EYFP group at the start of extinction (first bin of trials) doesn't look appreciably different than their freezing at the end of the session. Did this group actually extinguish their fear? Freezing on the tone test day also does not look too different from freezing during the last block of extinction trials.

      We confirm that overall, there was a significant decline in freezing across the extinction session shown in Figure 4B. The Reviewer is correct to point out that this decline was modest (if not negligible) in the Diff-EYFP group, which was receiving its first inhibitory training with the target tone stimulus. It is worth noting that across all experiments, most groups that did not receive infralimbic stimulation displayed a modest decline in freezing during the extinction session since it was relatively brief, involving only 6 or 8 tone alone presentations. This was intentional, as we aimed for the brief extinction session to generate minimal inhibitory learning and thereby to detect any facilitatory effect of infralimbic stimulation. This issue will be clarified and explained in the revised version of the manuscript.

      (5) The Discussion explored the outcomes of the experiments in detail, but it would be useful for the authors to discuss the implications of their findings for our understanding of circuits in which the IL is embedded that are involved in inhibitory learning and memory. It would also be useful for the authors to acknowledge in the Discussion that although they did not have the statistical power to detect sex differences, future work is needed to explore whether IL functions similarly in both sexes.

      In line with the Reviewer’s suggestion (see also Reviewer 3), the revised manuscript will include a discussion of the broader implications of the findings regarding inhibitory brain circuitry and will acknowledge the need to further explore sex differences and IL functions.

      Reviewer #3 (Public review):

      Summary:

      This is a really nice manuscript with different lines of evidence to show that the IL encodes inhibitory memories that can then be manipulated by optogenetic stimulation of these neurons during extinction. The behavioral designs are excellent, with converging evidence using extinction/re-extinction, backwards/forwards aversive conditioning, and backwards appetitive/forwards aversive conditioning. Additional factors, such as nonassociative effects of the CS or US, are also considered, and the authors evaluate the inhibitory properties of the CS with tests of conditioned inhibition.

      Strengths:

      The experimental designs are very rigorous with an unusual level of behavioral sophistication.

      We thank the Reviewer for their positive assessment.

      Weaknesses:

      (1) More justification for parametric choices (number of days of backwards vs forwards conditioning) could be provided.

      All experimental parameters were based on previously published experiments showing the capacity of the backward conditioning protocols to generate inhibitory learning and the forward conditioning protocols to produce excitatory learning. Although this was mentioned in the methods section, we acknowledge that further explanation is required to justify the need for multiple days of backward training. This will be provided in the revised manuscript.

      (2) The current discussion could be condensed and could focus on broader implications for the literature.

      The revised manuscript will make an effort to condense the discussion and focus on broader implications for the literature.

      References

      Chen, Y.-H., Wu, J.-L., Hu, N.-Y., Zhuang, J.-P., Li, W.-P., Zhang, S.-R., Li, X.-W., Yang, J.-M., & Gao, T.-M. (2021). Distinct projections from the infralimbic cortex exert opposing effects in modulating anxiety and fear. J Clin Invest, 131(14), e145692. https://doi.org/10.1172/JCI145692

      Do-Monte, F. H., Manzano-Nieves, G., Quiñones-Laracuente, K., Ramos-Medina, L., & Quirk, G. J. (2015). Revisiting the role of infralimbic cortex in fear extinction with optogenetics. J Neurosci, 35(8), 3607-3615. https://doi.org/10.1523/JNEUROSCI.3137-14.2015

      Estes, W. K. (1955). Statistical theory of spontaneous recovery and regression. Psychol Rev, 62(3), 145-154. https://doi.org/10.1037/h0048509

      Kim, H.-S., Cho, H.-Y., Augustine, G. J., & Han, J.-H. (2016). Selective Control of Fear Expression by Optogenetic Manipulation of Infralimbic Cortex after Extinction. Neuropsychopharmacology, 41(5), 1261-1273. https://doi.org/10.1038/npp.2015.276

      Lingawi, N. W., Holmes, N. M., Westbrook, R. F., & Laurent, V. (2018). The infralimbic cortex encodes inhibition irrespective of motivational significance. Neurobiol Learn Mem, 150, 64-74. https://doi.org/10.1016/j.nlm.2018.03.001

      Lingawi, N. W., Westbrook, R. F., & Laurent, V. (2017). Extinction and Latent Inhibition Involve a Similar Form of Inhibitory Learning that is Stored in and Retrieved from the Infralimbic Cortex. Cereb Cortex, 27(12), 5547-5556. https://doi.org/10.1093/cercor/bhw322

    1. Reviewer #2 (Public review):

      Summary:

      Okuno et al. investigate the structure-function relationship in the fruit fly Drosophila melanogaster. To do so, they combine published data from two recent synapse-level connectomes ("hemibrain" and "FlyWire") with a dataset comprising functional whole-brain calcium imaging and behavioural data. First, they investigate the applicability of fMRI pre-processing techniques on data from calcium imaging. They then cross-correlate this pre-processed functional data with structural data extracted from the connectomes, including a comparison to humans. The authors proceed to compare the two connectomes and find significant differences, which they attribute to differences in the accuracy of the synapse detections. Next, they present a novel algorithm to quantify whether neurons are segregated (pre- and postsynapses are spatially separate) or unsegregated (pre- and postsynapses are mixed). Using this approach, they find that unsegregated neurons may contribute more to function than segregated neurons. Applying a general linear model to the functional dataset suggests that activity in two brain areas (Wedge and AVLP) is suppressed during walking. The authors identify a GABAergic neuron in the connectome that could be responsible for this effect and suggest it may provide feedback to the fly's "compass" in the central complex.

      Strengths:

      The study tackles a relevant question in connectomics by exploring the relationship between structural and functional connectivity in the Drosophila brain. The authors apply a range of established and adapted analytical methods, including fMRI-style preprocessing and a novel synaptic segregation index. The effort to integrate multiple datasets and to compare across species reflects a broad and methodical approach.

      Weaknesses:

      The manuscript would benefit from a clearer overarching narrative to unify the various analyses, which currently appear somewhat disjointed. While the technical methods are extensive, the writing is often convoluted and lacks crucial details, making it difficult to follow the logic and interpret key findings. Additionally, the conclusions are relatively incremental and lack a compelling conceptual advance, limiting the overall impact of the work.

      (1) The introduction currently contains a number of findings and conclusions that would be better placed in the results and discussion to clearly delineate past findings from new results and speculations.

      (2) The narrative would benefit greatly from some clear statements along the lines of "we wanted to find out X, therefore we did Y".

      (3) More concise terminology would be helpful. For example, the connectomes are currently referred to as either "hemibrain", "FlyEM", "whole-brain", or "FlyWire".

      (4) The abstract claims "a new, more robust method to quantify the degree of pre- and post-synaptic segregation". However, the study fails to provide evidence that this method is indeed more robust than existing methods.

      (5) The authors define unsegregated neurons as having mixed pre- and postsynapses in the same space. However, this ignores the neurons' topology: a neuron can exhibit a clearly defined dendrite with (mostly) postsynapses and a clearly defined axon with (mostly) presynapses, which then occupy the same space. This is different from genuinely unsegregated neurons with no distinct dendritic and axonal compartments, such as CT1.

      (6) It is not entirely clear where the marmoset dataset originates from. Was it generated for this study? If not, why is there a note in the Ethics Declaration?

      (7) On the differences between hemibrain and FlyWire: What is the "18.8 million post-synapses" for FlyWire referring to? The (thresholded) FlyWire synapse table has 130M connections (=postsynapses). Subsetting that synapse cloud to the hemibrain volume still gives ~47M synapses. Further subsetting to only connections between proofread neurons inside the hemibrain volume gives 19.4M - perhaps the authors did something like that? Similarly, the hemibrain synapse table contains 64M postsynapses. Do the 21M "FlyEM" post-synapses refer to proofread neurons only? If the authors indeed used only (post-)synapses from proofread neurons, they need to make that explicit in results and methods, and account for differences in reconstruction status when making any comparisons. For example, the mushroom body in the hemibrain got a lot more attention than in FlyWire, which would explain the differences reported here. For that reason, connection weights are often expressed as, e.g., a fraction of the target's inputs instead of the total number of synapses when comparing connectivity across connectomic datasets. Furthermore, in Figure 3b, it looks like the FlyWire synapse cloud was not trimmed to the exact hemibrain boundaries: for example, the trimmed FlyWire synapse cloud seems to extend further into the optic lobes than the hemibrain volume does.

    1. modificaciones estructurales de las glicilciclinas, fluorociclinas y aminometilciclinas reducen la afinidad por la mayor parte de las bombas de expulsión, lo que restaura la actividad contra muchos microorganismos resistentes a la tetraciclina a través de este mecanismo.

      lla diferencia con las viejas

    1. Élections au Conseil de la Vie Lycéenne 2025 : Analyse des Programmes

      Résumé

      Le présent document synthétise les professions de foi des candidats aux élections du Conseil de la Vie Lycéenne (CVL) du lycée Louis Vincent pour le mandat 2025.

      Les élections se dérouleront du 30 septembre au 2 octobre via la plateforme Pronote, où cinq binômes seront élus pour un mandat de deux ans.

      L'objectif commun déclaré par l'ensemble des candidats est d'améliorer les conditions et la qualité de vie au sein de l'établissement.

      L'analyse des programmes révèle plusieurs thèmes transversaux et récurrents :

      1. Convivialité et Événements : La quasi-totalité des candidats propose l'organisation de journées à thème (pyjama, sans sac, carnaval, maillot de foot), de ventes de nourriture et de boissons chaudes (notamment en hiver), et de grands événements fédérateurs comme un festival de fin d'année ouvert à tous les niveaux, des tournois sportifs interclasses ou un bal des terminales.

      2. Solidarité et Actions Caritatives : Un fort accent est mis sur la solidarité, avec des propositions de collectes (alimentaires, produits d'hygiène, fournitures scolaires) et de levées de fonds dont les bénéfices seraient reversés à des associations caritatives (Restos du cœur, un cahier un crayon) ou à des lycéens dans le besoin de manière anonyme.

      3. Culture et Pédagogie : De nombreux programmes ambitionnent de dynamiser la vie culturelle du lycée.

      Les idées incluent une meilleure utilisation de la salle de cinéma pour des projections pédagogiques ou des séances gratuites, l'organisation de sorties culturelles, la création de clubs (lecture, débat), et la mise en place de systèmes de tutorat et de parrainage entre élèves.

      4. Bien-être et Cadre de Vie : L'amélioration du bien-être des élèves est une priorité centrale.

      Les propositions visent à créer des espaces de détente et de travail plus calmes et accueillants, à aménager des espaces verts (potager, jardin partagé), à gérer le stress via des ateliers, et à améliorer les infrastructures pratiques comme l'ajout de casiers.

      5. Communication et Représentation : Plusieurs binômes souhaitent renforcer le lien entre le CVL et les élèves par la gestion active d'un compte Instagram, la mise en place d'une boîte à idées, la publication de comptes-rendus mensuels et une promesse générale d'écoute.

      Un candidat, Baptiste, fonde même l'intégralité de sa démarche sur l'absence de programme prédéfini afin de représenter directement les demandes des élèves.

      En somme, les candidatures de 2025 témoignent d'une volonté partagée de rendre le lycée Louis Vincent plus dynamique, solidaire, culturellement riche et attentif au bien-être de chaque élève.

      Présentation des Candidats et de Leurs Plateformes

      Le tableau suivant récapitule les différents binômes candidats, leur niveau de classe et les points saillants de leur programme.

      Candidats (Titulaires et Suppléants)

      Classe(s)

      Qualités Revendiquées

      Points Clés du Programme

      VM & CR

      Terminale 6 & Première 2

      Créatives, motivées, sérieuses, expérience et énergie

      Projet "H24" (camping au lycée), journées à thème (maillot de foot, sans sac, pyjama).

      SP et OP

      Seconde 12 & Seconde 13

      Bienveillants, honnêtes, altruistes, intègres, ouverts au dialogue

      Ventes de snacks/boissons chaudes, 2ème service à la cantine, création d'un lieu de travail/repos, tournois sportifs interclasses.

      MV et KM

      Non spécifié

      -

      4 axes : écologie (coin nature, potager), vie scolaire (journées à thème, menus spéciaux), culture (concours de talents, tutorat, sorties), bien-être (coin calme).

      MO et LO

      Première STL & Première 11

      Engagée, sympathique, responsable, réfléchi, à l'écoute, sérieux, ambitieux

      Récolte caritative, grande journée conviviale de fin d'année, vente de gourdes écoresponsables, communication améliorée (compte-rendu, boîte à idées).

      AI et IP

      Terminale 2 & Première 7

      Inspirés par les anciens CVL

      Vente de fournitures scolaires, vente de thé/chocolat chaud pour des associations, festival de fin d'année pour tous les niveaux.

      AP et GL

      Première 2 & Première 4

      Expérience (délégué, ancien CVC)

      Ventes de pâtisseries/boissons, gestion active du compte Instagram du CVL (sondages, menus), ajout de casiers pour tous, décorations du lycée.

      RS et LH

      Seconde 4 & Seconde 1

      À l'écoute

      Utilisation de la salle de cinéma à but pédagogique, organisation de goûters thématiques pour financer des associations ou des sorties, décorations festives.

      HS et JPM

      Terminale & Première 6

      -

      Optimisation des TV de l'accueil (horaires de bus, menus), dynamisation de la web TV, séances de cinéma gratuites, collecte de fournitures, vente de pulls du lycée, changement de la sonnerie via vote.

      RB et NL

      Seconde 4 & Seconde 6

      -

      Grand repas mensuel à la cantine, collecte de produits d'hygiène/vêtements pour les SDF, semaines à thème (cinéma), tutorat entre 15h et 18h.

      B

      Seconde

      -

      Absence de programme défini. Volonté de représenter directement les idées et besoins des 1600 élèves. Souhaite renouveler les initiatives type "Journées du Patrimoine".

      SV et LL

      Terminale 4 & Première 9

      Souriantes, à l'écoute, motivées

      Ateliers de gestion du stress, espaces de détente, tutorat Terminales/Secondes, création d'espaces verts (potager), sorties culturelles, amélioration des salles de travail.

      Analyse Détaillée des Thèmes de Campagne

      1. Convivialité, Événements et Vie Sociale

      Ce thème est le plus largement partagé par les candidats, qui souhaitent briser la routine et renforcer les liens entre les élèves.

      Journées à Thème : Une proposition quasi unanime.

      Journée pyjama : Proposée par Victorine & Capucine, et Mabine & Victoria.   

      Journée sans sac : Proposée par Victorine & Capucine, Mabine & Victoria, Henry & Maxime, et Sacha & Lili.  

      Journée en maillot de foot : Proposée par Victorine & Capucine. 

      Journée carnaval : Proposée par Mabine & Victoria, et Sacha & Lili.  

      Journée de l'élégance : Proposée par Sacha & Lili.

      Événements de Fin d'Année :

      Festival pour tous les niveaux : Avazov & Isaac proposent un événement avec stands de nourriture, concours de talents et concerts pour inclure les Secondes et Premières, souvent exclus du bal des terminales.  

      Grande journée conviviale : Méina & Lilian suggèrent une journée avec jeux, sport et musique pour élèves, professeurs et personnel.  

      Bal des terminales et "Perçant" : Arnaud & Grégoire s'engagent à organiser ces événements traditionnels.

      Ventes de Nourriture et Boissons :

      Ventes de snacks et boissons chaudes (hiver) : Proposées par Sacha & Oscar, Avazov & Isaac.    ◦ Ventes de pâtisseries : Proposées par Arnaud & Grégoire.  

      Goûters thématiques (Noël, Halloween) : Proposés par Roman & Louison.

      Événements Sportifs et Sociaux :

      Tournois sportifs interclasses : Proposés par Sacha & Oscar.  

      Grand repas mensuel à la cantine : Suggéré par Romain & Noa pour favoriser les rencontres.

      2. Solidarité, Écologie et Actions Caritatives

      De nombreux candidats placent l'engagement solidaire et écologique au cœur de leur projet.

      Collectes et Dons :

      Récoltes caritatives générales : Proposées par Méina & Lilian, avec une redistribution anonyme possible aux lycéens dans le besoin.  

      Collectes pour des associations (SDF, etc.) : Romain & Noa proposent de récolter des produits d'hygiène, de la nourriture et des vêtements chauds. Mabine & Victoria souhaitent organiser des collectes solidaires régulières.  

      Collecte de fournitures scolaires : Henry & Maxime suggèrent que les terminales fassent don de leur matériel (ex: calculatrices) aux nouveaux élèves.

      Financement d'Associations :

      ◦ Plusieurs binômes (Avazov & Isaac, Roman & Louison) proposent que les bénéfices des ventes de nourriture soient reversés à des associations comme les Restos du cœur ou Un cahier, un crayon.

      Écologie et Cadre de Vie :

      Espaces verts : Mabine & Victoria et Sacha & Lili veulent créer un "coin nature", un jardin partagé ou un potager pédagogique.  

      Gourdes écoresponsables : Méina & Lilian proposent de créer et vendre une gourde en matériaux recyclés.

      3. Culture, Éducation et Entraide

      L'accès à la culture et le soutien scolaire sont des axes de développement majeurs.

      Utilisation de la Salle de Cinéma : Un projet récurrent.

      Usage pédagogique : Roman & Louison souhaitent encourager les professeurs à utiliser la salle pour des projections en lien avec les cours.  

      Accès gratuit à la culture : Henry & Maxime et Mabine & Victoria veulent organiser des séances de cinéma gratuites et régulières pour tous.

      Tutorat et Parrainage :

      Aide aux devoirs : Romain & Noa suggèrent un système de tutorat entre 15h et 18h pour les élèves en difficulté.   

      Parrainage Secondes/Terminales : Sacha & Lili proposent un parrainage pour faciliter l'intégration des Secondes, une idée également mentionnée par Mabine & Victoria.

      Enrichissement Culturel :

      Sorties culturelles et sportives : Mabine & Victoria et Sacha & Lili souhaitent en organiser davantage.  

      Rencontres avec d'anciens élèves : Mabine & Victoria proposent d'inviter des anciens pour partager leur parcours.   

      Concours de talents : Mabine & Victoria veulent lancer un concours annuel (photo, écriture, musique, sport).  

      Clubs : L'idée de clubs (lecture, débat) est avancée par Mabine & Victoria.

      4. Améliorations Pratiques et Bien-être

      Les candidats sont attentifs aux aspects concrets de la vie lycéenne et à la santé mentale des élèves.

      Espaces de Vie et de Travail :

      Création d'un lieu de repos/travail : Sacha & Oscar constatent que la Maison des Lycéens est souvent encombrée et bruyante et proposent un nouvel espace.  

      Aménagement d'un coin calme et détente : Une priorité pour Mabine & Victoria et Sacha & Lili, qui souhaitent aussi mettre en place des ateliers de gestion du stress.

      Infrastructures et Services :

      Ajout de casiers : Arnaud & Grégoire insistent sur le manque de casiers, notamment pour les demi-pensionnaires aux journées longues.  

      Deuxième service à la cantine : Proposé par Sacha & Oscar.    ◦ Vente de fournitures scolaires : Avazov & Isaac suggèrent une vente au foyer pour les oublis avant une évaluation.

      Ambiance Sonore et Visuelle :

      Changement de la sonnerie : Henry & Maxime proposent un vote via Instagram pour changer la sonnerie plusieurs fois par an.  

      Décorations du lycée : Arnaud & Grégoire et Roman & Louison veulent décorer l'établissement pour les fêtes (Noël, Halloween).

      5. Communication et Démocratie Lycéenne

      Améliorer la transmission de l'information et l'écoute des élèves est un enjeu clé.

      Outils de Communication Numérique :

      Gestion du compte Instagram du CVL : Arnaud & Grégoire veulent le rendre plus actif avec des sondages et des informations pratiques (menus de la cantine).   

      Utilisation des télévisions de l'accueil : Henry & Maxime veulent y diffuser des informations utiles (horaires de bus, actualités du CVL).

      Mécanismes de Participation :

      Boîte à idées : Proposée par Méina & Lilian pour que chaque élève puisse soumettre des propositions.  

      Comptes-rendus mensuels : Également une idée de Méina & Lilian pour plus de transparence sur les actions du CVL.

      Philosophie de Représentation :

      ◦ La quasi-totalité des candidats se disent "à l'écoute".  

      Baptiste se distingue par une approche radicale, refusant un programme pour se faire le porte-parole direct et exclusif des demandes formulées par les élèves.

  3. inst-fs-iad-prod.inscloudgate.net inst-fs-iad-prod.inscloudgate.net
    1. Social scientists have identified significant resources, or forms of capital, th::tr play a role in influencing student academic out-comes. Research has shown that economic capital, that is, the w~alch and income of parents, is one of the primary factors influ-ep.cing student achieveme11t (Coleman and others, 1966; Roth-stein, 2004; Farkas, 2004 ). Student achievement is also influenced _l,y more subtle resources sud; as social capital-the benefits derived from c<;mnections to networks and individuals with power and influence (Coleman, 1988; Stanton-Salazar, 1997, 2001; Noguera, 2003 )-and cultural capital (Bourdieu and Wacquant, 1992)-the t~sces, styles, habits, language, behaviors, appearance, and customs c.hat serve as indicators of status anJ privilege. All three forms of c?pital-e';onomic, social, and cultural-play a role in perpetuat-ing disparate educational experiences anJ differential access to edu-cational opportunities. However, they do so in interaction with seemingly neutral structures that operate within schools and society.

      The author points out that cultural capital encompasses linguistic style, demeanor, behavioral habits, and appearance—characteristics seemingly unrelated to academic performance that nonetheless influence students' school achievements and recognition. For instance, students from upper-middle-class families are more likely to master expressions and behavioral norms aligned with mainstream school culture, making them more easily perceived by teachers as “polite,” “intelligent,” or “promising.” Conversely, students from lower socioeconomic backgrounds may be underestimated despite equal effort, due to differences in their manner of expression or conduct. This demonstrates how the education system subtly favors specific social groups, making cultural capital a key mechanism for reproducing social inequality.

    2. Social scientists have identified significant resources, or forms of capital, th::tr play a role in influencing student academic out-comes. Research has shown that economic capital, that is, the w~alch and income of parents, is one of the primary factors influ-ep.cing student achieveme11t (Coleman and others, 1966; Roth-stein, 2004; Farkas, 2004 ). Student achievement is also influenced _l,y more subtle resources sud; as social capital-the benefits derived from c<;mnections to networks and individuals with power and influence (Coleman, 1988; Stanton-Salazar, 1997, 2001; Noguera, 2003 )-and cultural capital (Bourdieu and Wacquant, 1992)-the t~sces, styles, habits, language, behaviors, appearance, and customs c.hat serve as indicators of status anJ privilege. All three forms of c?pital-e';onomic, social, and cultural-play a role in perpetuat-ing disparate educational experiences anJ differential access to edu-cational opportunities. However, they do so in interaction with seemingly neutral structures that operate within schools and society. Chantelle's comments reveal how easily a student who lacks economic, social, and cultural capital can become lost within Berkeley High's large and impersonal bureaucratic structure. She

      This passage combines the theory of capital with Chantelle's actual situation, allowing me to have a clearer understanding of how structural inequality operates in schools.

    3. Social scientists have identified significant resources, or forms of capital, th::tr play a role in influencing student academic out-comes. Research has shown that economic capital, that is, the w~alch and income of parents, is one of the primary factors influ-ep.cing student achieveme11t (Coleman and others, 1966; Roth-stein, 2004; Farkas, 2004 ). Student achievement is also influenced _l,y more subtle resources sud; as social capital-the benefits derived from c<;mnections to networks and individuals with power and influence (Coleman, 1988; Stanton-Salazar, 1997, 2001; Noguera, 2003 )-and cultural capital (Bourdieu and Wacquant, 1992)-the t~sces, styles, habits, language, behaviors, appearance, and customs c.hat serve as indicators of status anJ privilege.

      I think that success in school isn’t just about talent, it’s shaped by the resources students have. For example, a wealthy student might afford SAT prep or private tutoring, while another gains help through family connections. Even knowing how to speak or behave in ways teachers value gives some students an advantage.

    1. * Soar = elevar. * Amount = cantidad. * Strengthened = fortificadas , fortalecidas. * coverage = cobertura, reportaje. * Medios = medios, noticias * So on = y Asi sucesivamente, y además.

    1. Y a bon Banania.

      The image of a smiling woman from Antilles, standing between two bushels of bananas, was the first image used in 1912 to advertise Banania, a banana-flavored chocolate drink most widely distributed in France. Three years later, she was replaced with a smiling African man holding a spoon of the drink like a child and accompanied with the slogan, “Y’a bon” — a phrase of pidgin French that translates to, “It’s good.” https://hyperallergic.com/380053/the-racist-caricatures-of-african-soldiers-that-soothed-french-colonial-anxieties/

    1. SUR is a method used to estimate multiple equations as one big equation toimprove efficiency when there are contemporaneous correlations between theerror terms across equations. For example, if there are N equations, Yi = Xiβi + εiwhere the subscript i refers to the ith equation. These equations can be written asY1Y2...Y n2666437775 ¼X1X2...Xn2666437775 β1β2...βn2666437775 þε1ε2...ε

      contemporarous equation math

    Annotators

    1. Note de Synthèse : Rapport sur la Santé Mentale des Mineurs

      Le rapport: https://hyp.is/go?url=https%3A%2F%2Fwww.assemblee-nationale.fr%2Fdyn%2F17%2Frapports%2Fdde%2Fl17b1700_rapport-information.pdf&group=world

      Résumé

      Ce document de synthèse présente les conclusions et recommandations clés du rapport parlementaire sur la santé mentale des mineurs.

      Le constat principal est une dégradation alarmante de la santé psychique des enfants et adolescents en France, avec 1,6 million de mineurs souffrant d'un trouble psychique, et une augmentation particulièrement marquée de +70% chez les 10-14 ans entre 2017 et 2023.

      Le système de soins est totalement débordé, avec seulement un jeune sur deux ayant accès à un suivi et des délais d'attente atteignant 18 mois pour un premier rendez-vous en Centre Médico-Psychologique (CMP).

      Le rapport identifie deux crises interdépendantes : d'une part, une offre de soins illisible, sous-financée et en manque criant de personnel, et d'autre part, une prévention quasi inexistante, notamment dans le cadre scolaire.

      Une surreprésentation dramatique des enfants de l'Aide Sociale à l'Enfance (ASE) au sein des services de pédopsychiatrie (jusqu'à 40% des lits pour 2% de la population mineure) met en lumière la faillite du suivi de ces publics particulièrement vulnérables.

      Les 54 recommandations formulées visent à une refonte structurelle du système. Les priorités incluent :

      1. La réorganisation du parcours de soins via une "gradation" claire, renforçant le premier recours (médecins généralistes, pédiatres) pour désengorger les CMP.

      2. Le renforcement des CMP comme pivots du système, avec des budgets pérennes, un maillage territorial assurant un accès en 30 minutes, et une approche pluridisciplinaire.

      3. L'investissement massif dans la prévention, de la périnatalité (unités parents-bébés) à la santé scolaire (atteindre les ratios européens de médecins et psychologues).

      4. Une meilleure prise en charge des enfants de l'ASE avec un repérage systématique, un suivi de santé effectif et la création de structures mixtes soin-hébergement.

      5. La lutte contre la pénurie de professionnels par la revalorisation des salaires, la réforme de la tarification des actes et des mesures pour améliorer l'attractivité de la pédopsychiatrie.

      Enfin, le rapport souligne l'impact majeur de facteurs environnementaux comme la pression scolaire (Parcoursup), l'addiction aux écrans et les inégalités sociales, appelant à des réponses politiques plus larges.

      1. Le Constat Alarmant d'une Crise de Santé Publique

      Le rapport parlementaire, fruit de six mois de travail incluant 37 auditions et quatre déplacements, dresse un tableau sans équivoque de la détérioration de la santé mentale des mineurs en France.

      A. Chiffres Clés de la Dégradation

      Prévalence des troubles : Selon le rapport de la Cour des comptes de 2023, 1,6 million d'enfants et d'adolescents souffrent d'un trouble psychique.

      Augmentation significative : Entre 2017 et 2023, une forte augmentation des troubles a été observée, notamment :

      +70 % chez les 10-14 ans.    ◦ +46 % chez les 15-20 ans.

      Actes auto-infligés : La DREES note une augmentation des hospitalisations pour tentatives de suicide et gestes auto-infligés chez les 10-14 ans.

      Précocité des troubles : La moitié des troubles psychiatriques se déclarent avant l'âge de 15 ans, soulignant l'urgence d'une intervention précoce.

      B. La Vulnérabilité Extrême des Enfants Protégés

      Un des constats les plus marquants du rapport est la surreprésentation des enfants relevant de l'Aide Sociale à l'Enfance (ASE) dans les services de pédopsychiatrie.

      Occupation des lits : Jusqu'à 40-50 % des lits d'hospitalisation à temps plein sont occupés par des enfants placés, alors qu'ils ne représentent que 2 % des mineurs en France.

      Facteurs de risque : La maltraitance subie par ces enfants multiplie par deux les risques de suicide et par quatre les risques de psychotrauma.

      Cercle vicieux : Le suivi médical défaillant de ces mineurs entraîne une prise en charge trop tardive, souvent via une hospitalisation prolongée qui se substitue à un lieu de vie, aggravant leur état.

      En parallèle, les foyers sont démunis face à des jeunes avec des troubles lourds non pris en charge.

      2. Un Système de Soins Débordé et Illisible

      Face à la hausse de la demande, l'offre de soins est criante de manque de moyens et d'organisation, laissant de nombreuses familles sans solution.

      A. La Saturation des Structures

      Accès aux soins limité : Sur les 1,6 million de jeunes présentant des troubles, seuls 750 000 à 850 000 sont suivis, soit environ un sur deux.

      Délais d'attente insoutenables : L'attente pour un premier rendez-vous en Centre Médico-Psychologique (CMP) peut atteindre 12 à 18 mois, parfois plus.

      Cette attente laisse le temps à la situation de s'aggraver, conduisant à une prise en charge aux urgences, elles-mêmes engorgées.

      B. Recommandation : Instaurer une Gradation des Soins

      Pour rendre l'offre plus lisible et efficiente, le rapport préconise une meilleure organisation du parcours de soins.

      Premier niveau : Les médecins généralistes et pédiatres devraient assurer la première consultation, la détection et l'orientation.

      Cela nécessite un renforcement de leur formation en psychiatrie infanto-juvénile.

      Ce niveau pourrait aussi inclure des psychologues et les Maisons des Adolescents.

      Deuxième niveau (pivot) : Les Centres Médico-Psychologiques (CMP) se concentreraient sur les cas nécessitant une expertise pluridisciplinaire, tout en conservant un accueil inconditionnel sans adressage obligatoire pour ne pas éloigner les plus fragiles.

      Troisième niveau : Des centres de gestion de crise de courte durée, adossés aux urgences pédiatriques ou hôpitaux psychiatriques, pour les situations les plus aiguës.

      C. Recommandation : Renforcer le Secteur de la Pédopsychiatrie

      Le rapport insiste sur la nécessité de renforcer l'existant plutôt que de disperser les moyens dans des dispositifs innovants non pérennes.

      Stabilité financière : Pérenniser et flécher les budgets de la pédopsychiatrie au sein des hôpitaux et privilégier les dotations pluriannuelles aux appels à projets.

      Priorité au soin : Réorienter les moyens financiers et humains vers le soin direct plutôt que vers des plateformes de diagnostic qui, malgré leurs avancées, peuvent favoriser une approche médicamenteuse au détriment de la relation thérapeutique.

      Maillage territorial : Revoir le maillage des CMP pour que chaque enfant puisse y accéder en moins de 30 minutes de son domicile, en adaptant le découpage des secteurs aux évolutions démographiques (un secteur couvre aujourd'hui jusqu'à 500 000 habitants contre 200 000 prévus initialement).

      3. L'Urgence d'une Prévention Efficace

      Le rapport souligne que la prévention est le parent pauvre de la politique de santé mentale, alors qu'elle est déterminante.

      A. La Période des 1000 Premiers Jours

      La période allant de la conception aux deux ans de l'enfant est fondamentale.

      Soutien à la parentalité : Les "Maisons des bébés" sont des dispositifs essentiels pour prévenir les troubles précoces du lien parent-enfant.

      Psychiatrie périnatale : Les unités d'hospitalisation conjointe mère-bébé, comme celle de Toulouse, permettent de détecter les signes de souffrance dès les premiers jours et de réparer le lien d'attachement. Il est recommandé de développer ces unités et de former les professionnels à la théorie de l'attachement.

      B. Le Rôle Fondamental de la Santé Scolaire

      L'Éducation Nationale est un lieu stratégique pour la détection précoce, mais ses moyens sont gravement fragilisés.

      Professionnel

      Ratio Actuel

      Ratio Recommandé (UE)

      Recommandation du Rapport

      Psychologue scolaire

      1 pour 1 600 élèves

      1 pour 800 élèves

      1 pour 800 élèves

      Médecin scolaire

      1 pour 13 000 élèves

      -

      1 pour 5 000 élèves

      Infirmier scolaire

      1 pour 9 établissements

      -

      1 par établissement

      Conséquence directe : Le bilan de santé obligatoire à 6 ans est réalisé à 12 ans dans 80 % des cas, entraînant une accumulation de difficultés non détectées à l'entrée au collège.

      Le rapport préconise une trajectoire de recrutement ambitieuse pour atteindre les ratios cibles.

      4. La Crise des Ressources Humaines et la Question de l'Attractivité

      La pénurie de professionnels qualifiés est au cœur de la crise du système.

      Pénurie de pédopsychiatres : La densité nationale est de 6,7 pédopsychiatres pour 100 000 jeunes, et la profession est vieillissante (moyenne d'âge de 60 ans).

      La discipline est peu attractive pour les internes (127 inscrits pour 157 postes ouverts en 2023) car jugée trop proche des sciences humaines et aux conditions de travail difficiles.

      Manque de valorisation : Les professions (psychologues, paramédicaux) sont peu valorisées et faiblement rémunérées.

      Une consultation en pédopsychiatrie est un acte long et complexe (minimum 1h) mais rémunéré seulement 67 € en moyenne, poussant les professionnels vers le secteur non conventionné ou la patientèle adulte.

      Recommandations :

      • Revaloriser la rémunération des psychologues et personnels paramédicaux en CMP.  

      • Augmenter significativement le tarif des consultations en pédopsychiatrie.  

      • Réformer le codage des actes pour valoriser le temps de concertation avec les familles et partenaires. 

      • Instaurer un quotient départemental pour les stages en internat afin de mieux répartir les futurs médecins sur le territoire.

      5. Facteurs Environnementaux et Sociétaux Aggravants

      Le rapport identifie plusieurs facteurs externes qui pèsent lourdement sur la santé mentale des jeunes.

      Médicalisation excessive : La consommation de psychotropes (type Ritaline) est en forte augmentation (490 000 enfants de 3 à 17 ans concernés).

      Ces médicaments sont souvent prescrits par des médecins généralistes peu formés, posant la question du bon usage.

      Le rapport recommande de privilégier les soins thérapeutiques à la prescription.

      Impact des écrans : L'addiction aux écrans et l'exposition à des contenus violents, pornographiques ou au cyberharcèlement sont unanimement citées comme aggravant les troubles anxio-dépressifs.

      Le rapport soutient la majorité numérique, la mise en place de "pauses numériques" dans les établissements scolaires et appelle à des campagnes de prévention massives.

      Pression scolaire : Le système d'orientation, et notamment Parcoursup, est décrit comme créant un "climat extrêmement anxiogène".

      Les rapporteurs proposent, avec des nuances, de réformer en profondeur (Nathalie Colin-Osterlé) ou de supprimer (autre rapporteure) ce dispositif et toute forme de sélection à l'université.

      Déterminants sociaux : Les enfants de familles défavorisées ont un risque trois fois plus important de développer un trouble mental et ont plus de difficultés d'accès aux soins.

      Le rapport appelle à investir dans les services publics et les politiques de lutte contre les inégalités sociales pour agir sur les causes profondes.

    1. X frowned at them. “Can’t you tell?” Then X broke into a big, mischievous grin, “It’s a Y!”9

      I think this story is optimistic. it shows that even though people might try to enforce and keep gender norms the same. That does not allow people to grow in the ways they should best. At first that was very difficult for the parents to see, but I think they grew into it. A moment I see optimism is in the paragraph before this, where X says its a Y.

    1. Author response:

      The following is the authors’ response to the original reviews

      Public Reviews:

      Reviewer #1 (Public review):

      Summary:

      This manuscript presents a study on expectation manipulation to induce placebo and nocebo effects in healthy participants. The study follows standard placebo experiment conventions with the use of TENS stimulation as the placebo manipulation. The authors were able to achieve their aims. A key finding is that placebo and nocebo effects were predicted by recent experience, which is a novel contribution to the literature. The findings provide insights into the differences between placebo and nocebo effects and the potential moderators of these effects.

      Specifically, the study aimed to:

      (1) assess the magnitude of placebo and nocebo effects immediately after induction through verbal instructions and conditioning

      (2) examine the persistence of these effects one week later, and

      (3) identify predictors of sustained placebo and nocebo responses over time.

      Strengths:

      An innovation was to use sham TENS stimulation as the expectation manipulation. This expectation manipulation was reinforced not only by the change in pain stimulus intensity, but also by delivery of non-painful electrical stimulation, labelled as TENS stimulation.

      Questionnaire-based treatment expectation ratings were collected before conditioning and after conditioning, and after the test session, which provided an explicit measure of participants' expectations about the manipulation.

      The finding that placebo and nocebo effects are influenced by recent experience provides a novel insight into a potential moderator of individual placebo effects.

      We thank the reviewer for their thorough evaluation of our manuscript and for highlighting the novelty and originality of our study.

      Weaknesses:

      There are a limited number of trials per test condition (10), which means that the trajectory of responses to the manipulation may not be adequately explored.

      We appreciate the reviewer’s comment regarding the number of trials in the test phase. The trial number was chosen to ensure comparability with previous studies addressing similar research questions with similar designs (e.g. Colloca et al., 2010). Our primary objective was to directly compare placebo and nocebo effects within a within-subject design and to examine their persistence one week after the first test session. While we did not specifically aim to investigate the trajectory of responses within a single testing session, we fully agree that a comprehensive analysis of the trajectories of expectation effects on pain would be a valuable extension of our work. We have now acknowledged this limitation and future direction in the revised manuscript.

      The paragraph reads as follows: “It is important to note that our study was designed in alignment with previous studies addressing similar questions (e.g., Colloca et al., 2010). Our primary aim was to directly compare placebo and nocebo effects in a within-subject design and assess their persistence of these effects one week following the first test session. One limitation of our approach is the relatively short duration of each session, which may have limited our ability to examine the trajectory of responses within a single session. Future studies could address this limitation by increasing the number of trials for a more comprehensive analysis.”

      On day 8, one stimulus per stimulation intensity (i.e., VAS 40, 60, and 80) was applied before the start of the test session to re-familiarise participants with the thermal stimulation. There is a potential risk of revealing the manipulation to participants during the re-familiarization process, as they were not previously briefed to expect the painful stimulus intensity to vary without the application of sham TENS stimulation.

      We thank the reviewer for the opportunity to clarify this point. Participants were informed at the beginning of the experiment that we would use different stimulation intensities to re-familiarize them with the stimuli before the second test session. We are therefore confident that participants perceived this step as part of a recalibration rather than associating it with the experimental manipulation. We have added this information to the revised version of the manuscript.

      The paragraph now reads as follows: “On day 8, one stimulus per stimulation intensity (i.e., VAS 40, 60 and 80) was applied before the start of the test session to re-familiarise participants with the thermal stimulation. Note that participants were informed that these pre-test stimuli were part of the recalibration and refamiliarization procedure conducted prior to the second test session.”

      The differences between the nocebo and control conditions in pain ratings during conditioning could be explained by the differing physiological effects of the different stimulus intensities, so it is difficult to make any claims about expectation effects here.

      We appreciate the reviewer’s comment and agree that, despite the careful calibration of the three pain stimuli, we cannot entirely rule out the possibility that temporal dynamics during the conditioning session were influenced by differential physiological effects of the varying stimulus intensities (e.g., intensity-dependent habituation or sensitization). We have addressed this in the revision of the manuscript, but we would like to emphasize that the stronger nocebo effects during the test phase are statistically controlled for any differences in the conditioning session.

      The paragraph now reads: “This asymmetry is noteworthy in and of itself because it occurred despite the equidistant stimulus calibration relative to the control condition prior to conditioning. It may be the result of different physiological effects of the stimuli over time or amplified learning in the nocebo condition, consistent with its heightened biological relevance, but it could also be a stronger effect of the verbal instructions in this condition.”

      A randomisation error meant that 25 participants received an unbalanced number of 448 trials per condition (i.e., 10 x VAS 40, 14 x VAS 60, 12 x VAS 80).

      We agree that this is indeed unfortunate. However, we would like to point out that all analyses reported in the manuscript have been controlled for the VAS ratings in the conditioning session, i.e., potential effects of the conditioned placebo and nocebo stimuli. Moreover, we have now conducted additional analyses, presented here in our response to the reviewers, to demonstrate that this imbalance did not systematically bias the results. Importantly, the key findings observed during the test phase remain robust despite this issue.

      Specifically, when excluding these 25 participants from the analyses, the reported stronger nocebo compared to placebo effects in the test session on day 1 remain unchanged. Likewise, the comparison of placebo and nocebo effects between days 1 and 8 shows the same pattern when excluding the participants in question. The only exception is the interaction between effect (placebo vs nocebo) x session (day 1 vs day 8), which changed from a borderline significant result (p = .049) to insignificant (p = .24). However, post hoc tests continued to show the same pattern as originally reported: a significant reduction in the nocebo effect from day 1 to day 8 and no significant change in the placebo effect.

      Reviewer #2 (Public review):

      Summary:

      Kunkel et al aim to answer a fundamental question: Do placebo and nocebo effects differ in magnitude or longevity? To address this question, they used a powerful within-participants design, with a very large sample size (n=104), in which they compared placebo and nocebo effects - within the same individuals - across verbal expectations, conditioning, testing phase, and a 1-week follow-up. With elegant analyses, they establish that different mechanisms underlie the learning of placebo vs nocebo effects, with the latter being acquired faster and extinguished slower. This is an important finding for both the basic understanding of learning mechanisms in humans and for potential clinical applications to improve human health.

      Strengths:

      Beyond the above - the paper is well-written and very clear. It lays out nicely the need for the current investigation and what implications it holds. The design is elegant, and the analyses are rich, thoughtful, and interesting. The sample size is large which is highly appreciated, considering the longitudinal, in-lab study design. The question is super important and well-investigated, and the entire manuscript is very thoughtful with analyses closely examining the underlying mechanisms of placebo versus nocebo effects.

      We thank the reviewer for their positive evaluation of our manuscript and for acknowledging the methodological rigor and the significant implications for clinical applications and the broader research field.

      Weaknesses:

      There were two highly addressable weaknesses in my opinion:

      (1) I could not find the preregistration - this is crucial to verify what analyses the authors have committed to prior to writing the manuscript. Please provide a link leading directly to the preregistration - searching for the specified number in the suggested website yielded no results.

      We thank the reviewer for pointing this out. We included a link to the preregistration in the revised manuscript. This study was pre-registered with the German Clinical Trial Register (registration number: DRKS00029228; https://drks.de/search/de/trial/DRKS00029228).

      (2) There is a recurring issue which is easy to address: because the Methods are located after the Results, many of the constructs used, analyses conducted, and even the main placebo and nocebo inductions are unclear, making it hard to appreciate the results in full. I recommend finding a way to detail at the beginning of the results section how placebo and nocebo effects have been induced. While my background means I am familiar with these methods, other readers will lack that knowledge. Even a short paragraph or a figure (like Figure 4) could help clarify the results substantially. For example, a significant portion of the results is devoted to the conditioning part of the experiment, while it is unknown which part was involved (e.g., were temperatures lowered/increased in all trials or only in the beginning).

      We thank the reviewer for their helpful comment and agree that the Results section requires additional information that would typically be provided by the Methods section if it directly followed the Introduction. In response, we have moved the former Figure 4 from the Methods section to the beginning of the Results section as a new Figure 1, to improve clarity. Further, we have revised the Methods section to explicitly state that all trials during the conditioning phase were manipulated in the same way.

      Recommendations for the Authors:

      Reviewer #1 (Recommendations for the authors):

      (1) Given that the authors are claiming (correctly) that there is only limited work comparing placebo/nocebo effects, there are some papers missing from their citations:

      Nocebo responses are stronger than placebo responses after subliminal pain conditioning - - Jensen, K., Kirsch, I., Odmalm, S., Kaptchuk, T. J. & Ingvar, M. Classical conditioning of analgesic and hyperalgesic pain responses without conscious awareness. Proc. Natl. Acad. Sci. USA 112, 7863-7 (2015)

      We thank the reviewer and have now included this relevant publication into the introduction of the revised manuscript.

      Hird, E.J., Charalambous, C., El-Deredy, W. et al. Boundary effects of expectation in human pain perception. Sci Rep 9, 9443 (2019). https://doi.org/10.1038/s41598-019-45811-x

      We thank the reviewer for suggesting this relevant publication. We have now included it into the discussion of the revised manuscript by adding the following paragraph:

      “Recent work using a predictive coding framework further suggests that nocebo effects may be less susceptible to prediction error than placebo effects (Hird et al., 2019), which could contribute to their greater persistence and strength in our study.”

      (2) The trial-by-trial pain ratings could have been usefully modelled with a computational model, such as a Bayesian model (this is especially pertinent given the reference to Bayesian processing in the discussion). A multilevel model could also be used to increase the power of the analysis. This is a tentative suggestion, as I appreciate it would require a significant investment of time and work - alternatively, the authors could acknowledge it in the Discussion as a useful future avenue for investigation, if this is preferred.

      We thank the reviewer for this thoughtful suggestion. While we agree that computational modelling approaches could provide valuable insights into individual learning, our study was not designed with this in mind and the relatively small number of trials per condition and the absence of trial-by-trial expectancy ratings limit the applicability of such models. We have therefore chosen not to pursue such analysis but highlight it in the discussion as a promising direction for future research.

      “Notably, the most recent experience was the most predictive in all three analyses; for instance, the placebo effect on day 8 was predicted by the placebo effect on day 1, not by the initial conditioning. This finding supports the Bayesian inference framework, where recent experiences are weighted more heavily in the process of model updating because they are more likely to reflect the current state of the environment, providing the most relevant and immediate information needed to guide future actions and predictions24. Interestingly, while a change in pain predicted subsequent nocebo effects, it seemed less influential than for placebo effects. This aligns with findings that longer conditioning enhanced placebo effects, while it did not affect nocebo responses10 and the conclusion that nocebo instruction may be sufficient to trigger nocebo responses. Using Bayesian modeling, future studies could identify individual differences in the development of placebo and nocebo effects by integrating prior experiences and sensory inputs, providing a probabilistic framework for understanding the underlying mechanisms.”

      (3) The paper is missing any justification of sample size, i.e. power analysis - please include this.

      We apologize for the missing information on our a priori power analysis. As there is a lack of prior studies investigating within-subjects comparisons of placebo and nocebo effects that could inform precise effect size estimates for our research question, we based our calculation on the ability detect small effects. Specifically, the study was powered to detect effect sizes in the range of d = 0.2 - 0.25 with α = .05 and power = .9, yielding a required sample size of N = 83-129. We have now added this information to the methods section of the revised manuscript.

      (4) "On day 8, one stimulus per stimulation intensity (i.e., VAS 40, 60 and 80) was applied before the start of the test session to re-familiarise participants with the thermal stimulation."

      What were the instructions about this? Was it before the electrode was applied? This runs the risk of unblinding participants, as they only expect to feel changes in stimulus intensity due to the TENS stimulation.

      We thank the reviewer for pointing out the potential risk of unblinding participants due to the re-familiarization process prior to the second test session. We would like to clarify that we followed specific procedures to prevent participants from associating this process with the experimental manipulation. The re-familiarisation with the thermal stimuli was conducted after the electrode had been applied and re-tested to ensure that both stimulus modalities were re-introduced in a consistent and neutral context. Participants were explicitly informed that both procedures were standard checks prior to the actual test session (“We will check both once again before we begin the actual measurement.”). For the thermal stimuli, we informed participants that they would experience three different intensities to allow the skin to acclimate (e.g., “...we will test the heat stimuli in 3 trials with different temperatures, allowing your skin to acclimate to the stimuli. …”), without implying any connection to the experimental conditions.

      Importantly, this re-familiarization procedure mirrored what participants had already experienced during the initial calibration session on day 1. We therefore assume that participants interpreted as a routine technical step rather than part of the experimental manipulation. We have now clarified this procedure in the methods section of the revised manuscript.

      (5) "For a comparison of pain intensity ratings between time-points, an ANOVA with the within-subject factors Condition (placebo, nocebo, control) and Session (day 1, day 8) was carried out. For the comparison of placebo and nocebo effects between the two test days, an ANOVA with the with-subject factors Effect (placebo effect, nocebo effect) and Session (day 1, day 8) was used."

      It seems that one ANOVA is looking at raw pain scores and one is looking at difference scores, but this is a bit confusing - please rephrase/clarify this, and explain why it is useful to include both.

      We thank the reviewer for highlighting this point. Our primary analyses focus on placebo and nocebo effects, which we define as the difference in pain intensity ratings between the control and the placebo condition (placebo effect) and the nocebo and the control condition (nocebo effect), respectively.

      To examine whether condition effects were present at each time-point, we first conducted two separate repeated measures ANOVAs - one for day 1 and one for day 8 - with the within-subject factor CONDITION (placebo, nocebo, control).

      To compare the magnitude and persistence of placebo and nocebo effects over time, we then calculated the above-mentioned difference scores and submitted these to a second ANOVA with within-subject factors EFFECT (placebo vs. nocebo effect) and SESSION (day 1 vs. day 8). We have now clarified this approach on page 19 of the revised manuscript. To avoid confusion, the Condition x Session ANOVA has been removed from the manuscript.

      (6) Please can the authors provide a figure illustrating trial-by-trial ratings during test trials as well as during conditioning trials?

      In response to the reviewer’s point, we now provide the trial-by-trial ratings of the test phases on days 1 and 8 as an additional figure in the Supplement (Figure S1) and would like to clarify that trial-by-trial pain intensity ratings of the conditioning phase are displayed in Figure 2C of the manuscript,

      (7) "Separate multiple linear regression analyses were performed to examine the influence of expectations (GEEE ratings) and experienced effects (VAS ratings) on subsequent placebo and nocebo effects. For day 1, the placebo effect was entered as the dependent variable and the following variables as potential predictors: (i) expected improvement with placebo before conditioning, (ii) placebo effect during conditioning and (iii) the expected improvement with placebo before the test session at day 1"

      The term "placebo effect during conditioning" is a bit confusing - I believe this is just the effect of varying stimulus intensities - please could the authors be more explicit on the terminology they use to describe this? NB changes in pain rating during the conditioning trials do not count as a placebo/nocebo effect, as most of the change in rating will reflect differences in stimulation intensity.

      We agree with the reviewer that the cited paragraph refers to the actual application of lower or higher pain stimuli during the conditioning session, rather than genuinely induced placebo or nocebo effect. We thank the reviewer for this helpful observation and have revised the terminology, accordingly, now referring to these as “pain relief during conditioning” and “pain worsening during conditioning”.

      (8) Supplementary materials: "The three temperature levels were perceived as significantly different (VAS ratings; placebo condition: M= 32.90, SD= 16.17; nocebo condition: M= 56.62, SD= 17.09; control condition: M= 80.84, SD= 12.18"

      This suggests that the VAS rating for the control condition was higher than for the nocebo condition. Please could the authors clarify/correct this?

      We thank the reviewer for spotting this error. The values for the control and the nocebo condition had accidentally been swapped. This has now been corrected in the manuscript: control condition: M= 56.62, SD= 17.09; nocebo condition: M= 80.84, SD= 12.18.

      (9) "To predict placebo responses a week later (VAScontrol - VASplacebo at day 8), the same independent variables were entered as for day 1 but with the following additional variables (i) the placebo effect at day 1 and (ii) the expected improvement with placebo before the test session at day 8."

      Here it would be much clearer to say 'pain ratings during test trials at day 1".

      We agree with the reviewer and have revised the manuscript as suggested.

      (10) For completeness, please present the pain intensity ratings during conditioning as well as calibration/test trials in the figure.

      Please see our answer to comment (6).

      (11) In Figure 1a, it looks like some participants had rated the control condition as zero by day 8. If so, it's inappropriate to include these participants in the analysis if they are not responding to the stimulus. Were these the participants who were excluded due to pain insensitivity?

      On day 8, the lowest pain intensity ratings observed were VAS 3 in the placebo condition and VAS 2 in the control condition, both from the same participant. All other participants reported minimum values of VAS 11 or higher (all on a scale from 0-100). Thus, no participant provided a pain rating of VAS 0, and all ratings indicated some level of pain perception in response to the stimulus. We did not define an exclusion criterion based on day 8 pain ratings in our preregistration, and we did not observe any technical issues with the stimulation procedure. To avoid post-hoc exclusions and maintain consistency with our preregistered analysis plan, we therefore decided to include all participants in the analysis.

      (12) "Comparison of day 1 and day 8. A direct comparison of placebo and nocebo effects on day 1 and day 8 pain intensity ratings showed a main effect of Effect with a stronger nocebo effect (F(1,97)= 53.93, 131 p< .001, η2= .36) but no main effect of Day (F(1,97)= 2.94, p= .089, η2 = .029). The significant Effect x Session interaction indicated that the placebo effect and the nocebo effect developed differently over time (F(1,97)= 3.98, p= .049, η2 = .039)"

      This is confusing as it talks about a main effect of "day" and then interaction with "session" - are they two different models? The authors need to clarify.

      We thank the reviewer for pointing this out. In our analysis, “Session” is the correct term for the experimental factor, which has two factor levels, “day 1” and “day 8”. This has now been corrected in the revised manuscript.

      Reviewer #2 (Recommendations for the authors):

      (1) More information on how "size of the effect" in Figures 1b and 2b was calculated is needed; this can be in the legend. If these are differences between control and each condition, then they were reversed for one condition (nocebo?), which is ok - but this should be clearly explained.

      We agree with the reviewer and have now revised the figure legends to improve clarity. The legends now read:

      1b: “Figure 1. Pain intensity ratings and placebo and nocebo effects during calibration and test sessions. (A) Mean pain intensity ratings in the placebo, nocebo and control condition during calibration, and during the test sessions at day 1 and day 8. (B) Placebo effect (control condition - placebo condition, i.e., positive value of difference) and nocebo effect (nocebo condition - control condition, i.e., positive value of difference) on day 1 and day 8. Error bars indicate the standard error of the mean, circles indicate mean ratings of individual participants. *: p < .001, : p < .01, n.s.: non-significant.”

      2b: “Figure 2. Mean and trial-by-trial pain intensity ratings, placebo and nocebo effects during conditioning. (A) Mean pain intensity ratings of the placebo, nocebo and control condition during conditioning. (B) Placebo effect (control condition - placebo condition, i.e., positive value of difference) and nocebo effect (nocebo condition - control condition, i.e., positive value of difference) during conditioning. (C) Trial-by-trial pain intensity ratings (with confidence intervals) during conditioning. Error bars indicate the standard error of the mean, circles indicate mean ratings of individual participants. ***: p < .001.”

      (2) In the methods, I was missing a clear understanding of how many trials there were in the conditioning phase, and then how many in the other testing phases. Also, how long did the experiment last in total?

      We apologize that the exact number of trials in the testing phases was not clear in the original manuscript. We now indicate on page 18 of the revised manuscript that we used 10 trials per condition in the test sessions. We have also added information on the duration of each test day (i.e., three hours on day 1 and one hour on day 8) on page 15.

      (3) In expectancy ratings, line 186 - are improvement and worsening expectations different from expected pain relief? It is implied that these are two different constructs - it would be helpful to clarify that.

      We agree that this is indeed confusing and would like to clarify that both refer to the same construct. We used the Generic rating scale for previous treatment experiences, treatment expectations, and treatment effects (GEEE questionnaire, Rief et al. 2021) that discriminates between expected symptom improvement, expected symptom worsening, and expected side effects due to a treatment. We now use the terms “expected pain relief” and “expected pain worsening” throughout the whole manuscript.

      (4) In the last section of the Results, somatosensory amplification comes out of nowhere - and could be better introduced (see point 2 above).

      We agree with the reviewer that introducing the concept of somatosensory amplification and its potential link to placebo/nocebo effects only in the Methods is unhelpful, given that this section appears at the end of the manuscript. We therefore now introduce the relevant publication (Doering et al., 2015) before reporting our findings on this concept.

      (5) In line 169, if the authors want to specify what portion of the variance was explained by expectancy, they could conduct a hierarchical regression, where they first look at R2 without the expectancy entered, and only then enter it to obtain the R2 change.

      We fully agree that hierarchical regression can be a useful approach for isolating the contribution of variables. However, in our case, expectancy was assessed at different time points (e.g., before conditioning and before the test session on day 1), and there was no principled rationale for determining the order in which these different expectancy-related variables should be entered into a hierarchical model.

      That said, in response to the reviewer’s suggestion, we have now conducted hierarchical regression analyses in which all expectancy-related variables were entered together as a single block (see below). These analyses largely confirmed the findings reported so far and are provided here in the response to the reviewers below. Given the exploratory nature of this grouping and the lack of an a priori hierarchy, we feel that the standard multiple regression models remain the most appropriate for addressing our research question because it allows us to evaluate the total contribution of expectancy-related predictors while also examining the individual contribution of each variable within the block. We would therefore prefer to retain these as the primary analyses in the manuscript.

      Results of the hierarchical regression analyses:

      Day 1 - Placebo response: In step 1, we entered the difference in pain intensity ratings between the control and the placebo condition during conditioning as a predictor. In step 2, we added the two variables reflecting expectations (i.e., expected improvement with placebo (i) before conditioning and (ii) before the test session on day 1). This allowed us to assess whether expectation-related variables explained additional variance beyond the effect of conditioning.

      The overall regression model at step 1 was significant, F(1, 102) = 13.42, p < .001, explaining 11.6% of the variance in the dependent variable (R<sup>2</sup> = .116). Adding the expectancy-related predictors in step 2 did not lead to a significant increase in explained variance, ΔR<sup>2</sup> = .007, F(2, 100) = 0.384, p = .682. Thus, the conditioning response significantly predicted placebo-related pain reduction on day 1, but additional information on expectations did not account for further variance.

      Day 1 - Nocebo response: The equivalent analysis was run for the nocebo response on day 1. In step 1, the pain intensity difference between the nocebo and the control condition was entered as a predictor before adding the two expectancy ratings (i.e., expected worsening with nocebo (i) before conditioning and (ii) before the test session on day 1).

      In step 1, the regression model was not statistically significant, F(1, 102) = 2.63, p = .108, and explained only 2.5% of the variance in nocebo response (R<sup>2</sup> = .025). Adding the expectation-related predictors in Step 2 slightly increased the explained variance by ΔR<sup>2</sup> = .027, but this change was also non-significant, F(2, 100) = 1.41, p = .250. The overall variance explained by the full model remained low (R<sup>2</sup> = .052). These results suggest that neither conditioning nor expectation-related variables reliably predicted nocebo-related pain increases on day 1.

      Day 8 - Placebo response: For the prediction of the placebo effect on day 8, the following variables reflecting perceived effects were entered as predictors in step 1: the difference in pain intensity ratings between the control and the placebo condition (i) during conditioning and (ii) on day 1. In step 2, the variables reflecting expectations were added: the expected improvement with placebo (i) before conditioning, (ii) before the test session on day 1 and (iii) before the test session on day 8.

      In step 1, the model was statistically significant, F(3, 95) = 14.86, p < .001, explaining 23.8% of the variance in the placebo response (R<sup>2</sup> = .238, Adjusted R<sup>2</sup> = .222). In step 2, the addition of the expectation-related predictors resulted in a non-significant improvement in model fit, ΔR<sup>2</sup> = .051, F(3, 92) = 2.21, p = .092. The overall variance explained by the full model increased modestly to 29.0%.

      Day 8 - Nocebo response: For the equivalent analyses of nocebo responses on day 8, the following variables were included in step 1: the difference in pain intensity ratings between the nocebo and the control condition (i) during conditioning and (ii) on day 1. In step 2, we entered the variables reflecting nocebo expectations including expected worsening with nocebo (i) before conditioning, (ii) before the test session on day 1 and (iii) before the test session on day 8. In step 1, the model significantly predicted the day 8 nocebo response, F(3, 95) = 6.04, p = .003, accounting for 11.3% of the variance (R<sup>2</sup> = .113, Adjusted R<sup>2</sup> = .094). However, the addition of expectation-related predictors in Step 2 resulted in only a negligible and non-significant improvement, ΔR<sup>2</sup> = .006, F(3, 92) = 0.215, p = .886. The full model explained just 11.9% of the variance (R<sup>2</sup> = .119).

      Typos:

      (6) Abstract - 104 heathy xxx (word missing).

      (7) Line 61 - reduce or decrease - I think you meant increase.

      Thank you, we have now corrected both sentences.

      References

      Colloca L, Petrovic P, Wager TD, Ingvar M, Benedetti F. How the number of learning trials affects placebo and nocebo responses. Pain. 2010

      Doering BK, Nestoriuc Y, Barsky AJ, Glaesmer H, Brähler E, Rief W. Is somatosensory amplification a risk factor for an increased report of side effects? Reference data from the German general population. J Psychosom Res. 2015

    1. Synthèse du Documentaire "Ceci est mon corps"

      Résumé

      Ce document analyse le parcours de Jérôme, une victime d'abus sexuels, alors qu'il navigue dans le complexe processus judiciaire contre son agresseur, le prêtre Olivier de Citivau.

      Le récit, que Jérôme décide de documenter lui-même, est déclenché par la découverte d'autres victimes, ce qui légitime sa propre démarche.

      Le documentaire explore en profondeur plusieurs thèmes centraux : la nature fragmentée et douloureuse de la mémoire traumatique, les dynamiques familiales complexes oscillant entre soutien et incompréhension, la faillite institutionnelle de l'Église face à des alertes répétées, et le parcours judiciaire éprouvant menant à une résolution inattendue.

      Le processus force Jérôme à affronter des souvenirs refoulés, des confrontations violentes et des doutes familiaux, culminant lors du procès aux assises où Olivier de Citivau fait des aveux complets, validant enfin l'expérience de sa victime et révélant l'ampleur systémique des abus.

      I. Le Point de Départ : La Plainte et la Décision de Documenter

      La démarche de Jérôme commence par une plainte déposée 20 ans après les faits pour des attouchements subis dans son enfance et adolescence.

      Cependant, la décision de transformer son histoire en documentaire est un tournant crucial, motivé par un facteur externe.

      Le Déclencheur : Jérôme explique sa décision de filmer : "pour être sincère j'ai pris la décision de filmer quand j'ai appris qu'il y avait d'autres histoires en fait".

      La découverte d'autres plaintes, notamment une plainte pour viol déposée par une victime nommée "Juillet", est l'élément qui a conduit à l'incarcération d'Olivier de Citivau.

      Légitimation de la Démarche : Cette révélation confère une nouvelle légitimité à son combat et à son projet. Il déclare : "c'est là où je me suis dit je délire pas je suis pas tout seul et la légitimité de ma plainte va avec ma légitimité de filmer".

      Le Contexte des Abus : Olivier de Citivau était une figure d'autorité omniprésente dans la vie de nombreux jeunes garçons, s'occupant de "la colo, du groupe scolaire, des scouts d'Europe, de l'aumônerie, des enfants de chœur".

      II. Le Labyrinthe de la Mémoire Traumatique

      Un thème central du documentaire est la lutte de Jérôme avec sa propre mémoire, qui est marquée par des lacunes importantes et des résurgences violentes.

      Amnésie Traumatique : Jérôme souffre de "trous dans la mémoire" concernant les abus.

      Il exprime ce vide : "J'aimerais qu'Olivier me dise tout ce qu'il m'a fait [...] dans mes souvenirs souvent je me vois sonner à sa porte ressortir par le jardin mais de ce qui s'est passé entre rien".

      Reconstitution du Passé : En consultant des archives familiales (photos, agendas) avec sa mère, Jérôme découvre que l'étendue des abus est bien plus grande qu'il ne s'en souvenait.

      Il réalise avoir passé six étés au camp du "Quinquis", et non deux comme il le pensait, ce qui le choque : "non c'est vénère ça veut dire que c'est passé 6 ans au quinqu et je me souviens que de deux".

      Résurgence des Souvenirs : La confrontation avec Olivier de Citivau agit comme un puissant catalyseur, provoquant des flashbacks et des symptômes post-traumatiques intenses. Jérôme décrit un "état de cauchemar éveillé", avec des sensations physiques violentes : "j'ai des sensations physiques très violentes en fait de [...] pénétration quoi mais de comme si vraiment on le faisait vraiment".

      Émergence de Faits Nouveaux : Le processus judiciaire fait émerger des souvenirs d'une gravité accrue, notamment une pénétration anale au "Quinquis" et une fellation forcée.

      Ces souvenirs sont si clairs qu'il déclare à son avocate : "c'est pas des simples souvenirs là vous avez une vous avez une scène".

      III. Le Parcours Judiciaire et ses Rebondissements

      Le documentaire détaille les étapes clés du processus judiciaire, marquées par des moments de tension, de revers et de révélations.

      La Confrontation

      La première rencontre avec Olivier de Citivau depuis les faits est une expérience "intense".

      L'accusé commence par nier, puis minimise ses actes.

      • Il "a commencé par nier tous les faits".

      • Face à Jérôme, il "nie l'intentionnalité et dit 'Oui j'ai eu des attouchements mais je voulais pas quoi c'était fort vie'". Pour un autre cas de viol avec pénétration, où il avait fait des aveux par messagerie, il ne peut nier.

      La Libération Provisoire et l'Appel aux Victimes

      La décision de remettre Olivier de Citivau en liberté sous contrôle judiciaire est un choc, perçu comme un "signe hyper mauvais". Cette décision pousse Jérôme et ses soutiens à agir.

      Création d'un Groupe Facebook : Ils décident de lancer un "appel à la victime" via un groupe Facebook nommé "appel aux victimes d'Olivier de Cittivo" et une adresse mail "appellevictimeorleans".

      La Requalification des Faits

      Avec l'émergence de souvenirs de pénétration, la question de requalifier les faits en "viol" devient centrale. Cette décision est lourde de conséquences et suscite la peur chez Jérôme.

      Hésitation et Crainte : "J'ai peur de relancer la machine à dossier j'ai peur de lui être confronté à nouveau j'ai peur d'être dépassé j'ai peur des assises".

      Décision Finale : Malgré ses craintes, il annonce à ses proches : "j'ai pris la décision tout tout seul et puis avec mes avocats de demander de de requalifier en viol".

      Le Procès aux Assises et l'Aveu Complet

      Le procès constitue le point culminant du documentaire. Olivier de Citivau, qui risque 20 ans de réclusion criminelle, surprend toute l'audience par des aveux complets et sans réserve dès le début.

      Déclaration Initiale : "Je reconnais l'ensemble des faits qui me sont reprochés à savoir attouchement pénétration fation reçu et forcé".

      Validation de la Victime : Face à l'avocate de Jérôme, il confirme la véracité des souvenirs de ce dernier. À sa demande, il déclare : "Oui Jérôme non Jérôme tu n'es pas fou".

      Ampleur des Actes : Le procès révèle une ampleur inimaginable des abus, avec une quantification estimée à "plusieurs centaines d'acte par victime".

      IV. Dynamiques Familiales : Entre Soutien et Incompréhension

      La relation de Jérôme avec ses parents est une source majeure de tension et de douleur, illustrant la difficulté pour l'entourage de comprendre et de répondre adéquatement au traumatisme.

      Le Rôle de la Mère

      La mère de Jérôme oscille entre un soutien apparent et une méfiance qui blesse profondément son fils.

      Doute sur la Sincérité : Lors de la décision de requalifier les faits en viol, elle émet un doute : "que tu sois pas complètement sincère [...] que tu ailles au-delà si tu veux pour donner plus de poids". Cette insinuation choque Jérôme : "Attends je rêve ou quoi elle a dit que j'étais en train de bidonner".

      Incompréhension de la Réparation : Elle ne comprend pas la demande de compensation financière de Jérôme, la qualifiant d'étrange : "C'est bizarre que tu demandes une [...] compensation financière à ta famille j'ai plus de mal même je comprends pas du tout".

      Le Père et la Faute

      Le père est perçu comme celui qui a failli à son devoir de protection.

      Connaissance des Faits : Il est révélé que le père a écrit une lettre à l'évêque de l'époque, Monseigneur Picandet, vers 1996 ou 1997, pour dénoncer les agissements d'Olivier de Citivau.

      Manque d'Action : Malgré cette connaissance, il a continué à envoyer Jérôme en colonie de vacances avec le prêtre. Jérôme le verbalise avec colère : "il a continué à m'envoyer à mes 13 ans 14 ans et 15 ans dans les bras d'un prêtre dont il savait qu'il était pédophile".

      Colère Déplacée : L'avocat de Jérôme observe que sa colère est plus intense envers son père qu'envers son agresseur, en raison de l'attente de protection inhérente au rôle parental.

      La Demande de Réparation

      Jérôme demande à ses parents une compensation financière, non par cupidité, mais pour "rétablir un peu l'inégalité de départ", arguant que les huit années d'abus ont constitué un "petit handicap dans la vie" qui l'a désavantagé par rapport à ses frères et sœurs.

      V. La Faillite Institutionnelle de l'Église

      Le documentaire met en lumière une série d'alertes et de signalements concernant Olivier de Citivau qui ont été ignorés ou mal gérés par la hiérarchie ecclésiastique pendant des décennies.

      Date

      Événement

      Source de l'Information

      Décembre 1983

      Premier signalement concernant les "comportements de Olivier Citivau".

      Documents du dossier judiciaire.

      Juillet 1984

      Naissance de Jérôme. Le premier signalement précède sa naissance.

      Documents du dossier judiciaire.

      ~1996-1997

      Le père de Jérôme écrit une lettre à l'évêque, Monseigneur Picandet (décédé en oct. 1997).

      Témoignage du père.

      1997

      Nathalie, responsable de l'aumônerie, avertit l'évêché des "plaintes" arrivant. Elle doit le "surveiller" pendant deux ans avant de démissionner.

      Témoignage de Nathalie.

      2007-2009

      La responsable de l'aumônerie écrit à l'évêché qu'un animateur a dénoncé les "gestes pédophiles" d'Olivier envers son fils.

      Témoignage de Nathalie.

      Cette chronologie prouve que les penchants d'Olivier de Citivau étaient un secret de polichinelle. Une connaissance le résume ainsi : "Les penchants d'Olivier de Citivau pour les jeunes garçons c'est quelque chose qui était connu comme la Loire qui coule sous le pont", ajoutant que "la moitié d'Orléan qui savait".

      VI. Citations Clés

      Sur le Traumatisme et la Mémoire :

      Jérôme : "J'ai des trous dans la mémoire. J'aimerais qu'Olivier me dise tout ce qu'il m'a fait."

      Jérôme (après la confrontation) : "Je pensais pas que ce serait aussi violent de le revoir. Depuis des flashes m'envahissent. Je suis comme dans un espèce d'état de cauchemar éveillé en fait."

      Jérôme (sur ses souvenirs de viol) : "Il y a une pénétration de aucun kiss [...] Il faudra qu'on qu'on retourne dans le juge là."

      Sur les Dynamiques Familiales :

      La mère (questionnant sa sincérité) : "Que tu ailles au-delà si tu veux pour donner plus de poids."

      Le père (admettant sa défaillance) : "On a sûrement été en dessous de tout à ce moment-là. Moi j'ai je suis complètement fautif à cet égard mais ça a pas été une volonté de cacher si tu veux."

      Jérôme (à sa mère) : "Tu considères pas que c'est un petit handicap dans la vie de se faire abuser pendant 8 ans ?"

      Jérôme (sur son père) : "Il a continué à m'envoyer [...] dans les bras d'un prêtre dont il savait qu'il était pédophile."

      Sur le Processus Judiciaire :

      Olivier de Citivau (lors de la confrontation) : "Oui j'ai eu des attouchements mais je voulais pas quoi c'était fort vie."

      Olivier de Citivau (au procès) : "Je reconnais tout sans réserve notamment l'effation et pénétration."

      Olivier de Citivau (s'adressant à Jérôme par l'intermédiaire de son avocate) : "Oui Jérôme non Jérôme tu n'es pas fou."

      L'avocat de Jérôme : "Il faut quand même vous préparer au fait qu'il niera les faits, qu'il ne les reconnaîtra jamais." (Une prédiction qui se révélera fausse).

      Sur la Connaissance des Faits par l'Institution :

      Une connaissance : "Mais ma pauvre amie mais il y a longtemps qu'on le sait [...] il y a la moitié d'Orléan qui savait."

      Jérôme (découvrant l'ancienneté des faits) : "Décembre 83, premier signalement sur les comportements de Olivier Citivau. Juillet 84, c'est ma naissance. Avant ma naissance il y a eu un signalement."

    1. L'Échec comme Moteur : Analyse et Perspectives

      Résumé

      L'analyse des contextes fournis révèle une vision contre-intuitive et multifacette de l'échec, le présentant non pas comme une finalité mais comme un processus fondamental, voire essentiel, au développement humain, artistique et social.

      Loin d'être une simple absence de succès, l'échec est dépeint comme une ressource active : il est le carburant de la créativité pour les artistes et les clowns, un catalyseur de transformation personnelle profonde pour l'individu confronté à l'effondrement de ses rêves, et une méthodologie d'innovation pour des projets communautaires.

      Les thèmes centraux qui émergent sont la capacité de l'échec à humaniser en brisant l'illusion de la perfection, son pouvoir de générer du lien social par le rire et l'empathie, et sa fonction libératrice qui, bien que douloureuse, peut ouvrir la voie à une existence plus authentique.

      Il est également souligné que la capacité à surmonter un échec majeur est un "luxe" qui dépend d'un soutien social et structurel, mettant en lumière une inégalité face à la possibilité même de "chuter".

      1. L'Échec comme Ressource Créative et Artistique

      Le document met en évidence comment plusieurs disciplines artistiques intègrent l'échec non seulement comme un risque inhérent mais comme une composante centrale de leur processus créatif et de leur message.

      L'Art du Clown : L'Échec Humanisant

      Pour les clowns du cirque Ronkali, l'échec est la matière première de leur art. Ils le décrivent comme un élément qui les "alimente" et le considèrent comme de "l'or". Cette approche repose sur plusieurs principes clés :

      Humanisation : L'échec est perçu comme ce qui rend l'être humain, en opposition à une quête de perfection jugée "inhumaine".

      En se "cassant la figure", le clown rappelle au public que l'erreur fait partie de la condition humaine.

      Thérapie et Lien Social : L'échec mis en scène a une fonction quasi thérapeutique pour le public et les artistes.

      Le rire qu'il provoque n'est pas moqueur mais un "nous ri" fondamental, créant une communauté et un sentiment de partage.

      Le clown invite le public à participer, créant "une atmosphère où l'échec n'est pas quelque chose de tragique".

      Improvisation et Transformation : Un échec technique, comme une fausse note de trompette, n'est pas une fin en soi. Il devient une opportunité de jeu, transformé en "blague" ou en "message". La solution est de "saisir ce diamant et le polir" pour en faire un effet comique.

      L'Artiste et la "Méditation sur l'Échec"

      L'artiste américaine Cassidi Toner a fait de l'échec le cœur de sa pratique artistique, qu'elle qualifie de "méditation sur l'échec".

      Figure Totémique : Elle s'inspire de la figure tragicomique de Vil Coyote, qui échoue sans cesse à attraper Bip Bip.

      Citant Mark Twain, elle décrit le coyote comme une "allégorie vivante du désir", toujours affamé mais jamais rassasié, incarnant cet échec constant.

      Valorisation du Ratage : Le titre de son exposition, "besides the point" (hors sujet), est une "invitation au ratage joyeux".

      Elle considère que si l'on accepte le ratage non comme un échec mais comme un "potentiel créatif", la réussite prend une tout autre signification.

      Le Paradoxe de la Maîtrise : Son succès à transformer l'échec en art l'a conduite à un paradoxe : "j'ai tellement récupéré l'échec que même si j'essaie d'échouer [...] je ne peux pas".

      Un véritable ratage de sa part serait interprété par le public comme une démarche intentionnelle.

      2. L'Échec comme Crise Personnelle et Voie de Reconstruction

      Le témoignage de l'auteur Alexander Crutfelt illustre la dimension dévastatrice de l'échec personnel et social, mais aussi son potentiel de reconstruction et de lucidité.

      Le Récit de l'Effondrement

      Le projet de rénovation d'une ferme familiale se transforme en cauchemar, menant à une cascade de faillites :

      Échec Matériel : Le toit de la maison s'effondre, le projet de rénovation est interdit, et la propriété finit par être une "maison hantée" qui "détruit une famille".

      Échec Financier : Il accumule une "dette à six chiffres" et doit déclarer une "faillite personnelle".

      Échec Familial : Le couple se sépare, et il décrit le moment où il a dû annoncer son départ à ses enfants comme la "pire horreur de [sa] vie" et le "moment culminant de l'échec".

      La Dimension Sociale et la Libération par la Parole

      L'échec de Crutfelt met en lumière la pression sociale et le pouvoir de la vulnérabilité.

      Le Poids du Regard Social : Il ressent l'échec "aux yeux de la société" axée sur la performance, qui le marginalise.

      Il prend conscience que, contrairement à ce qu'il pensait, il n'est pas indifférent à "ce que les autres pensaient de [lui]". Il critique l'illusion de perfection véhiculée par les réseaux sociaux comme Instagram.

      La Vertu du Partage : En écrivant sur son expérience et en en parlant publiquement, il découvre qu'il n'est pas seul. Son récit incite d'autres personnes à partager leurs propres échecs, créant un sentiment de connexion et de validation mutuelle.

      La Gratitude Paradoxale et le "Luxe d'Échouer"

      Malgré la douleur, l'échec a été une expérience profondément transformatrice pour Crutfelt.

      Libération du "Moi Antérieur" : Il se dit "reconnaissant à la maison de s'être écroulée", car "sans cet échec, je ne serai jamais sorti de mon ancien moi". Cela lui a permis de vivre dans le présent et de trouver le bonheur dans une vie plus simple.

      La Conscience du Privilège : Il reconnaît qu'échouer et se relever est un "immense luxe".

      Il a bénéficié du soutien de sa famille, d'un thérapeute et de l'État-providence, ce qui lui a permis "d'atterrir sur un doux édredon".

      Il oppose sa situation à celle des "personnes qui n'ont aucune chance de se retrouver dans la situation d'un possible échec parce qu'elles ne peuvent tout simplement pas tomber plus bas".

      3. L'Échec comme Méthodologie d'Innovation et de Cohésion Sociale

      Le projet du "Bosk" à Leeuwarden, mené par un duo de designers, illustre comment l'acceptation de l'échec et de l'imperfection peut devenir une méthode de travail productive et un vecteur de lien social.

      Un Projet Ancré dans un Échec Historique

      Le projet prend racine dans l'histoire de la ville, symbolisée par la tour Oldehove, une cathédrale dont la construction a "magnifiquement échoué" il y a 500 ans en s'enfonçant dans le sol.

      Le "Bosk" se propose de "finir la cathédrale" non pas architecturalement, mais comme un "projet social" temporaire de 100 jours.

      L'Acceptation de l'Imperfection dans le Processus

      Les designers critiquent la culture néerlandaise qui, par excès de planification, cherche à "se préserver de l'échec".

      Leur approche consiste à tester les projets publiquement, comme une "maquette grandeur nature", et à s'adapter aux imprévus.

      Problème / Échec Rencontré

      Solution / Adaptation

      Résultat

      Les voiles de bateau frison ne passent pas le test de sécurité incendie.

      Utilisation de toile de vieux ballons à air chaud.

      Le rendu est "plus coloré" et "convient bien mieux au projet".

      Les fragments de ballon ne pendent pas en triangles géométriques parfaits comme prévu.

      Ils décident de "continuer et on verra ce qui va se passer".

      L'imperfection est acceptée comme une part inévitable de la réalisation.

      Ils affirment : "quand on essaie de traduire [un plan] en une image réelle, on échoue forcément".

      Le Succès par le Lien Social

      Le véritable succès du projet ne réside pas dans la perfection de la structure, mais dans son impact humain.

      La maison communautaire est "vraiment devenue la maison des gens d'ici".

      Le plus beau retour qu'ils aient reçu est que des gens "se sont fait de nouveaux amis".

      La valeur du projet, qui sera démantelé, "restera dans le cœur et dans l'âme des gens".

    1. Analyse de l'Échec : De la Stigmatisation à l'Outil d'Apprentissage

      Résumé

      Ce document de synthèse analyse la nature complexe de l'échec, en s'appuyant sur des perspectives neurobiologiques, sociologiques, scientifiques et pédagogiques.

      Bien que socialement stigmatisé et perçu comme une menace déclenchant une réponse de stress primitive, l'échec est présenté comme un mécanisme fondamental, inévitable et essentiel à l'apprentissage, à l'innovation et à l'évolution.

      L'analyse révèle que l'attitude adoptée face à un revers est plus déterminante que l'échec lui-même.

      Des stratégies comme la résilience, l'optimisme réaliste et l'acceptation des émotions sont cruciales pour transformer une déconvenue en une opportunité de croissance.

      Le concept d' "échec productif", développé par le chercheur Manu Kapour, propose même de provoquer délibérément l'échec dans un cadre contrôlé pour améliorer significativement la profondeur et la flexibilité de l'apprentissage.

      En définitive, l'échec n'est pas une fin en soi mais une négociation avec soi-même et le monde, un puissant moteur de changement dont la valeur dépend de notre capacité à l'analyser, à en tirer des leçons et à oser le regarder en face.

      1. La Perception Sociale et la Réponse Neurobiologique à l'Échec

      La société contemporaine, décrite comme une "société de performance", juge les individus à l'aune de leur succès, ce qui rend l'échec tabou et stigmatisé.

      Cette pression culturelle inculque l'idée que l'échec est intrinsèquement négatif, ce qui peut ébranler la confiance en soi et générer une panique à sa simple perspective.

      Réponse Cérébrale et Psychologique :

      Activation de l'Amygdale : Face à un échec, le cerveau déclenche une réaction de peur et de stress.

      L'amygdale, une structure cérébrale impliquée dans les émotions, s'active automatiquement, envoyant un signal de danger. Ce mécanisme est un héritage de l'évolution, datant de l'époque où une erreur pouvait être fatale.

      Court-circuit du Cortex Préfrontal : Dans un premier temps, le circuit neuronal menant à l'amygdale est plus rapide que celui qui achemine l'information au cortex préfrontal.

      Ce dernier, responsable de l'analyse cognitive et de la régulation des réactions, est donc "court-circuité". Il en résulte une réaction initiale souvent explosive et disproportionnée.

      Pensées Catastrophiques : La réaction émotionnelle (peur, angoisse) et la réaction cognitive s'influencent mutuellement.

      Après un revers, comme un entretien d'embauche raté, les peurs peuvent tourner en boucle, menant à des "pensées catastrophiques" (ex: "je suis un incapable", "je finirai à la rue"). Même le cortex préfrontal, censé modérer la peur, peut alors s'emballer.

      2. L'Échec comme Moteur d'Apprentissage et d'Adaptation

      Malgré la réaction négative qu'il provoque, l'échec est un mécanisme d'apprentissage fondamental. L'être humain est décrit comme une "machine conçue pour s'adapter et pour apprendre".

      Chaque échec pousse à un changement et ancre une expérience dans la mémoire.

      Stratégies d'Adaptation :

      Adaptatives : Stratégies utiles qui permettent de faire face activement au problème et d'en tirer des leçons.

      Maladaptatives : Mécanismes qui apportent un soulagement momentané mais sont nocifs sur le long terme. Exemples : détourner son attention par l'alcool ou la nicotine, se replier sur soi-même.

      L'attitude face à l'échec est donc aussi déterminante que l'échec lui-même, car les réactions répétées créent de nouveaux automatismes cérébraux.

      L'Inévitabilité de l'Échec dans la Nature :

      Prédateurs : Les super prédateurs échouent à attraper une proie dans 75% de leurs tentatives. L'échec est banal et fait partie intégrante de leur stratégie de survie.

      Évolution : Plus de 99,9% des espèces ayant existé sur Terre ont disparu. Ce processus, vu comme une succession d'échecs, est pourtant le mécanisme qui a permis de créer la diversité biologique actuelle.

      3. Le Rôle Fondamental de l'Échec dans la Science et l'Innovation

      Le progrès scientifique est rarement une avancée rectiligne. Il est le plus souvent le fruit d'un processus de tâtonnement, où l'échec joue un rôle primordial.

      Exemples de Découvertes Issues d'Échecs ou d'Accidents : | Découverte | Inventeur(s) | Contexte initial | | :--- | :--- | :--- | | Pénicilline | Alexander Fleming | Oubli de ranger son bureau, menant à la contamination d'une culture bactérienne. | | Porcelaine | Alchimistes allemands | Tentative infructueuse de fabriquer de l'or. | | Fond Diffus Cosmologique | Wilson et Penzias | Un "bruit de fond" persistant, d'abord considéré comme une interférence ou un défaut de leur radiotélescope, s'est révélé être la première preuve de la théorie du Big Bang, leur valant un prix Nobel. |

      Concepts Clés :

      Méthode Essai-Erreur : Cette approche est intégrante au progrès scientifique et apporte des enseignements précieux.

      L'Entropie comme Métaphore : Le deuxième principe de la thermodynamique stipule que l'entropie (le désordre) d'un système ne peut qu'augmenter.

      Ce chaos, cet "échec de l'ordre", est présenté comme une source d'innovation, car il offre un nombre infini de nouvelles possibilités qui n'existaient pas dans un état parfaitement ordonné.

      Publication des Résultats Négatifs : La non-publication des résultats négatifs en science est qualifiée de "terrible erreur".

      Un échec expérimental est productif car il permet de découvrir "quelque chose qu'on ignorait ignorer".

      Des initiatives comme le Journal of Unsolved Questions cherchent à valoriser ces expériences ratées.

      4. Stratégies pour Gérer l'Échec : Résilience et Optimisme Réaliste

      La manière de gérer l'échec est cruciale, car une mauvaise approche peut aggraver la situation.

      Le Danger de l'Optimisme Irréaliste : L'exemple du Fire Festival illustre les conséquences désastreuses d'un déni de la réalité.

      L'organisateur, Billy McFarland, a persisté malgré des problèmes insurmontables, transformant son projet en un fiasco et finissant en prison pour fraude.

      L'Importance de l'Optimisme Réaliste : Cette attitude consiste à prendre la situation au sérieux, à analyser les raisons de l'échec et à accepter sa part de responsabilité sans se décourager, afin d'entrevoir de meilleures solutions.

      La Résilience : La recherche sur la résilience étudie les stratégies permettant de mieux faire face aux revers. Inspirées des thérapies comportementales et cognitives, elles visent à remplacer les automatismes dysfonctionnels par des stratégies saines.

      Composantes Clés :

      1. Régulation des émotions : Accepter de ressentir le stress ou la peur aide paradoxalement à s'en délivrer.    

      1. Proactivité : Être convaincu de pouvoir surmonter l'adversité.    

      2. Appréciation Positive : Tendance à voir les situations menaçantes sous un angle plus positif, sans perdre le lien avec la réalité.

      Facteurs d'Influence : Des facteurs comme l'éducation, un environnement sûr et des liens sociaux forts favorisent la résilience.

      Cependant, des personnes ayant subi de nombreux coups durs peuvent développer une grande capacité d'adaptation, bien que cela puisse avoir un coût physiologique (stress chronique, vieillissement cellulaire accéléré).

      5. L'Échec Productif : Une Approche Pédagogique Révolutionnaire

      Le chercheur Manu Kapour a développé une approche pédagogique consistant à programmer l'échec dans un cadre sécurisé et à faible enjeu pour en faire un puissant outil d'apprentissage.

      Les "4 A" de l'Apprentissage par l'Échec Productif :

      1. Activation : L'échec active les connaissances préexistantes pertinentes de l'étudiant. Plus l'échec est important, plus le "filet de connaissances" s'agrandit.

      2. Acceptation : L'étudiant accepte l'écart entre ce qu'il sait et ce qu'il doit savoir.

      3. Affect : L'acceptation de cet écart crée une motivation, une envie de trouver la bonne solution.

      4. Assemblage : Un expert (professeur) intervient pour aider l'étudiant à assembler les connaissances et à comprendre comment elles s'articulent.

      Des études comparatives montrent que les étudiants formés avec cette méthode obtiennent de meilleurs résultats et développent une compréhension plus flexible et profonde des concepts que ceux ayant suivi un enseignement classique par instruction directe.

      6. La Revalorisation Culturelle de l'Échec et ses Limites

      Une tendance culturelle récente semble valoriser l'échec.

      Exemples : Le Musée de l'Échec, qui expose de grands flops commerciaux, ou les Fuck Up Nights, des soirées où des entrepreneurs racontent leurs ratages professionnels.

      Cette tendance crée cependant une nouvelle pression : celle de "réussir ses ratages".

      Il est rappelé qu'avant d'être une leçon ou une anecdote, un échec est d'abord une "blessure financière, émotionnelle, sociale" et un retour à une "dure et douloureuse réalité".

      Conclusion : Redéfinir l'Échec

      L'échec n'est pas une vérité absolue mais une "négociation avec soi et avec le monde".

      C'est l'individu qui détermine si une expérience constitue un échec, et cette évaluation peut évoluer.

      La question fondamentale n'est pas d'éviter l'échec, mais de savoir comment y réagir.

      Apprendre à "échouer correctement" est la clé pour ne pas "échouer à apprendre".

      En osant le regarder en face, l'échec, bien que rarement reluisant, se révèle être une expérience enrichissante et un puissant moteur de changement.

    1. Synthèse du Stream React : "Pédocriminalité, les failles d'Instagram"

      Résumé

      Ce document de synthèse analyse les points clés de la discussion tenue sur la chaîne Twitch d'ARTE, centrée sur le documentaire du magazine "Source" intitulé "Pédocriminalité, les failles d'Instagram".

      L'échange, réunissant les journalistes Maeva Poulet et Valentin Petit et la chargée de plaidoyer Églantine Camille de l'association Caméléon, révèle que des réseaux pédocriminels opèrent de manière visible et organisée sur des plateformes grand public comme Instagram, déconstruisant l'idée que ces activités sont confinées au Dark Web.

      L'enquête, menée via des techniques de journalisme en source ouverte (OSINT), a mis en lumière des failles critiques dans les mécanismes d'Instagram : une modération opaque et souvent inefficace, et un algorithme qui, au lieu de protéger, peut activement recommander des contenus dangereux, créant une boucle perverse pour les prédateurs.

      L'analyse démontre que les photos d'enfants, même les plus anodines partagées par les parents, sont systématiquement détournées.

      Face à ce phénomène, les associations insistent sur la prévention et la responsabilisation des plateformes, tandis que les journalistes et professionnels exposés à ces contenus doivent mettre en place des protocoles stricts pour leur protection psychologique.

      1. L'Enquête du Magazine "Source" : Méthodologie et Démarche

      L'investigation du magazine "Source" se distingue par son approche méthodologique rigoureuse et transparente, ancrée dans les techniques du journalisme en source ouverte.

      Le Journalisme d'Investigation en Source Ouverte (OSINT)

      L'OSINT, ou Open Source Intelligence, est au cœur de la méthode d'enquête.

      Valentin Petit la définit comme une "enquête qui est faite à partir de sources, donc de documents, de données, etc., qu'on peut trouver ouvertement sur les réseaux sociaux, sur Internet".

      Cette approche ne nécessite pas de sources confidentielles mais repose sur des compétences techniques pour exploiter les traces laissées en ligne.

      Les techniques employées incluent :

      • • La géolocalisation d'images.

      • • L'analyse de données de masse.

      • • L'exploration des réseaux sociaux et l'utilisation d'images satellites.

      • • La recherche d'image inversée pour identifier l'origine de photos de profil.

      • • L'analyse de réseaux sociaux (SNA) pour cartographier les connexions entre les comptes.

      L'émission "Source" a pour particularité d'expliquer sa méthode en même temps qu'elle expose les résultats de son investigation, offrant ainsi une double lecture sur le sujet traité et les techniques journalistiques.

      Origine et Mise en Place de l'Enquête

      L'enquête a été initiée suite à la découverte par les journalistes d'une série de "mise en accusation du groupe méta" aux États-Unis pour manquement à la protection des mineurs.

      Cette information a servi de point de départ pour vérifier si le problème était constatable par un utilisateur lambda sur la plateforme.

      Pour ce faire, les journalistes ont créé un "compte d'enquête" anonyme sur Instagram ("Max, 23 ans") sans publier aucun contenu.

      L'objectif était de répondre à plusieurs questions fondamentales :

      • • Peut-on trouver facilement des contenus problématiques ?

      • • La modération de la plateforme est-elle suffisante ?

      • • Comment l'algorithme réagit-il à un intérêt pour ce type de contenus ?

      2. Le Fonctionnement des Réseaux Pédocriminels sur Instagram

      L'enquête révèle que, loin d'être cachés, les réseaux pédocriminels prospèrent au vu et au su de tous sur Instagram, utilisant la plateforme comme une vitrine pour attirer des acheteurs et organiser leurs activités.

      Stratégies de Dissimulation et de Recrutement

      Les prédateurs emploient diverses tactiques pour contourner les filtres de modération et se retrouver entre eux :

      Mots-clés anodins : Ils utilisent des mots-clés apparemment inoffensifs comme "sport boys" pour trouver des comptes agrégeant des photos d'enfants, souvent dans des contextes sportifs (gymnastique, water-polo) où les tenues sont légères.

      Langage codé : Dans les hashtags et les commentaires, ils utilisent des codes spécifiques, comme le "leet speak" (remplacement de lettres par des chiffres), pour éviter la détection automatique.

      Comptes "vitrines" : Des comptes publics sont utilisés pour republier des photos et vidéos d'enfants, souvent volées sur les profils de leurs parents.

      Les commentaires laissés sous ces publications, d'une "incroyable obscénité" ("quelle petite délice", "une belle petite fente"), servent de signaux entre prédateurs pour se reconnaître et indiquer la disponibilité de contenus illégaux.

      Faux comptes de mineurs : Les journalistes ont identifié au moins 15 comptes francophones se faisant passer pour des adolescentes.

      Ces profils volent des photos et vidéos sur les comptes réels de mineurs (sur Instagram ou TikTok) pour se donner une apparence de crédibilité.

      D'Instagram à Telegram : Le Commerce d'Images Illégales

      Instagram sert de porte d'entrée vers des plateformes de messagerie cryptée comme Telegram, où le commerce d'images et de vidéos pédocriminelles a lieu.

      • Les "comptes vitrines" et les faux comptes de mineurs incluent des liens vers des groupes Telegram dans leur biographie, leurs publications ou leurs stories.

      • Dans ces groupes, des "packs" sont proposés à la vente, classés par âge ("un pack 4-12 ans").

      Les prix sont relativement bas (ex: "300 photos + 50 vidéos 50 €"), ce qui, selon les enquêteurs, "refléterait la grande quantité d'images existantes".

      • Les vendeurs partagent des "preuves de vente" (captures d'écran de transactions) pour attester de la fiabilité de leur commerce.

      3. Les Failles Critiques de la Plateforme Meta

      L'enquête met en évidence une défaillance systémique d'Instagram, tant au niveau de sa modération humaine et automatisée que de son algorithme de recommandation.

      Une Modération Opaque et Inefficace

      Le processus de modération d'Instagram apparaît défaillant et incohérent.

      Exemple du compte "Arba" : Ce compte, avec près de 40 000 abonnés, publiait des images de petites filles et se vantait de son impunité ("les rageux peuvent continuer à me signaler, je gagne à chaque fois").

      Un premier signalement des journalistes a été rejeté par Instagram, qui a conclu que le compte "ne va pas à l'encontre de nos règles de la communauté".

      Ce n'est qu'après une demande de réexamen que la plateforme a fait "volte-face" et supprimé le compte, invoquant une "erreur".

      Sentiment d'impunité : Les journalistes ont constaté que de nombreux commentaires obscènes étaient postés depuis des comptes personnels non anonymisés, où les auteurs se mettent en scène avec leurs propres enfants ou petits-enfants, illustrant un sentiment total d'impunité.

      Création continue de nouveaux comptes : Bien que Meta supprime certains comptes, de nouveaux profils "exactement similaires" et utilisant les "mêmes codes" sont créés quotidiennement, rendant les efforts de la plateforme "insuffisants".

      L'Algorithme : Un Puissant Facilitateur

      L'un des constats les plus alarmants de l'enquête est le rôle actif de l'algorithme d'Instagram dans la promotion de contenus dangereux.

      • Après deux mois d'enquête, le compte "Max, 23 ans" a commencé à recevoir des recommandations quasi-exclusivement composées de contenus problématiques.

      Onglet "Découverte" et "Reels" : L'algorithme ne proposait plus des photos de vie de famille, mais des vidéos "d'enfants qui dansent", "d'enfants dont on voit les sous-vêtements", ou "d'enfants qui sont en maillot de bain", des contenus jugés "très suggestifs".

      Onglet "Suggestions" : La plateforme a directement suggéré de suivre des comptes ouvertement pédocriminels, dont un publiant des images "camouflées de jeunes garçons en train de se masturber".

      Conséquence : Les prédateurs n'ont "même plus à faire l'effort de rechercher du contenu, le contenu est offert à eux", ce qu'Églantine Camille qualifie de "mise à disposition du corps des enfants" qui est "redoublée" et "servi sur un plateau".

      La Position de Meta et les Poursuites Judiciaires

      Interrogée par les journalistes, Meta a fourni une réponse vague, affirmant développer des technologies pour "débusquer ces prédateurs" et avoir supprimé "une grande majorité des comptes identifiés" avant même le signalement.

      Cependant, l'entreprise fait l'objet de poursuites judiciaires, notamment une plainte de l'État du Nouveau-Mexique en décembre 2023, l'accusant d'être un "vivier pour les prédateurs sexuels" et de faire passer "leur profit avant la sécurité des enfants".

      Un ancien ingénieur de Meta, Arturo Béjar, a également témoigné devant le Sénat américain des manquements de la plateforme.

      4. Prévention, Risques et Actions Citoyennes

      La discussion a largement porté sur les mesures de prévention et la responsabilité collective face à ce phénomène.

      Le Risque du Partage de Photos d'Enfants ("Sharenting")

      Églantine Camille de l'association Caméléon a souligné un fait crucial : toute photo d'enfant postée publiquement est susceptible d'être récupérée.

      Contenus "autoproduits" : En 2022, 50 % des contenus échangés sur les forums pédocriminels étaient "autoproduits", c'est-à-dire créés par l'enfant lui-même ou postés par son entourage.

      Détournement de photos anodines : Une simple photo de classe ou de vacances peut "devenir l'objet d'un fantasme".

      Risque en cercle privé : Partager des photos en privé n'élimine pas le risque, car "les premiers agresseurs c'est des membres de l'entourage".

      Conseils de prévention : L'association préconise de s'interroger sur la nécessité de partager, et d'utiliser des techniques comme l'ajout d'un émoji sur le visage ou la prise de vue de dos.

      Le Rôle des Associations et l'Appel à l'Action

      Les associations comme Caméléon jouent un rôle essentiel sur plusieurs fronts :

      Prévention : Elles interviennent directement auprès des enfants, des parents et des pouvoirs publics pour sensibiliser et faire évoluer les lois. Leur campagne "Merci" visait à choquer pour faire prendre conscience des risques du partage de photos.

      Plaidoyer : Elles militent pour que les plateformes deviennent "volontaires et proactives" dans la lutte, en intégrant la sécurité ("Trust and Safety") dès la conception de leurs produits et pas seulement en réaction.

      Signalement : Tous les intervenants ont insisté sur l'importance pour les citoyens de signaler systématiquement tout contenu illégal à la plateforme Pharos, le portail officiel du gouvernement français.

      5. L'Impact Psychologique sur les Enquêteurs et les Modérateurs

      La confrontation à des contenus d'une extrême violence a un coût psychologique important pour les professionnels qui y sont exposés.

      Protocoles de protection : Les journalistes ont mis en place une méthodologie pour se protéger :

      • ◦ Discussions régulières au sein de l'équipe.  
      • ◦ Consultation d'associations spécialisées.  
      • ◦ Signalement systématique des contenus à Pharos et Instagram pour agir concrètement.  
      • ◦ Mise en place de "sanctuaires" : horaires de travail limités, éviter de consulter ces contenus la nuit ou à domicile.  
      • ◦ Utilisation de techniques de distanciation (ex: mettre/retirer ses lunettes).

      Risque de normalisation : Un danger identifié est la "normalisation de ces contenus", qui peut mener à une désensibilisation ou, chez les plus jeunes, à une recherche de contenus de plus en plus violents.

      Ce risque concerne autant les journalistes que les équipes de modération des plateformes.

    1. Les Failles d'Instagram face à la Pédocriminalité : Synthèse d'Enquête

      Résumé

      Une enquête approfondie révèle de graves défaillances sur Instagram, qui permettent à des réseaux pédocriminels de prospérer sur la plateforme.

      Malgré des mesures de protection superficielles, le réseau social est utilisé comme une plaque tournante pour le vol d'images d'enfants, le réseautage entre prédateurs et la vente directe de contenus d'abus sexuels.

      L'enquête démontre que les systèmes de modération d'Instagram sont incohérents et facilement contournés.

      De manière plus alarmante, l'algorithme de recommandation de la plateforme, au lieu de protéger les utilisateurs, peut activement proposer des contenus pédocriminels aux profils manifestant un intérêt pour ce type de matériel.

      Face à ces révélations, la réponse de la société mère, Meta, est jugée insuffisante, alors même qu'elle fait l'objet de poursuites judiciaires aux États-Unis l'accusant de faire passer ses profits avant la sécurité des enfants.

      Principales Conclusions de l'Enquête

      1. Des Mécanismes de Protection Facilement Contournés

      L'enquête a débuté par la création d'un profil anonyme ("Max, 23 ans") pour explorer les mesures de sécurité de la plateforme.

      Blocage des mots-clés évidents : Instagram bloque les recherches explicites comme "sexy kids", affichant un avertissement sur l'abus sexuel d'enfants.

      Prolifération via des termes anodins : Cependant, en utilisant des mots-clés plus neutres comme "sport boys", les enquêteurs ont facilement trouvé une multitude de comptes problématiques.

      Ces comptes, aux noms évocateurs ("Hot Boys", "bikini young kids", "boys for you"), publient quotidiennement des photos et vidéos volées de mineurs, souvent dans des poses suggestives.

      Exemple du compte "Arba" : Un compte nommé "Arba", avec près de 40 000 abonnés, publiait exclusivement des images volées de petites filles. Il citait même les comptes sources et ses publications attiraient des commentaires ouvertement pédophiles comme : "absolument sexy j'aimerais bien la remplir" ou "délicieux je veux la bouffer".

      Le titulaire du compte se vantait de son impunité : "les haineux peuvent continuer à me signaler je gagne à chaque fois je ne publie rien d'inapproprié".

      2. Une Modération Inefficace et Incohérente

      Le système de signalement d'Instagram s'est avéré défaillant et contradictoire lors de tests pratiques.

      Premier signalement ignoré : Les enquêteurs ont signalé le compte "Arba" pour "nudité ou acte sexuel impliquant un enfant". Après 24 heures, la réponse d'Instagram a été que le compte "ne va pas à l'encontre de nos règles de la communauté".

      Volte-face après réexamen : Face à cette réponse, une demande de réexamen a été effectuée.

      De manière surprenante, Instagram a changé sa décision, supprimé le compte et admis son erreur : "nous avons réexaminé le compte de Arba et nous l'avons supprimé merci de nous avoir informé de notre erreur".

      Conséquences pour les victimes : Cette incohérence démontre une faille majeure dans les processus de modération, laissant des contenus dangereux en ligne et exposant les mineurs à des risques.

      3. Instagram comme Plaque Tournante pour les Réseaux Pédocriminels

      L'enquête révèle qu'au-delà de la simple exposition, Instagram est une plateforme active pour l'organisation et la commercialisation de contenus pédocriminels.

      Lieu de réseautage : Selon An Ggender, d'une organisation britannique de protection de l'enfance, ces comptes servent de point de ralliement pour les prédateurs.

      Ils y partagent des images pour "signaler à d'autres délinquants leur intérêt pour les enfants" et s'orienter mutuellement vers des plateformes où des contenus plus extrêmes sont accessibles.

      Vente directe sur la plateforme : Des comptes se présentant comme des adolescentes, tel que celui de "Nina" (prétendument 13 ans), proposent ouvertement des packs d'images et de vidéos à caractère sexuel : "300 photos plus 50 vidéos pour 50 €".

      L'enquête a révélé que les photos de "Nina" étaient volées à une véritable adolescente française de 14 ans. Au moins 15 comptes similaires francophones ont été identifiés.

      Utilisation de messageries cryptées : Ces comptes Instagram servent de vitrine et renvoient systématiquement vers des groupes sur l'application de messagerie cryptée Telegram pour finaliser les transactions.

      Organisation de la vente sur Telegram : Dans ces groupes Telegram, les contenus sont classés par âge ("pack 13-17 ans", "pack 4-12 ans") et vendus à bas prix (20 € pour plusieurs centaines de vidéos), ce qui suggère un volume très important de matériel disponible.

      Les vendeurs fournissent des aperçus montrant des vignettes de vidéos d'abus sexuels, parfois très violents.

      Identification des acheteurs : Certains vendeurs publient des preuves de vente, incluant les pseudonymes des acheteurs.

      Les enquêteurs ont retrouvé deux de ces acheteurs sur Instagram, confirmant qu'ils suivaient bien les comptes des vendeurs identifiés.

      Ampleur du phénomène

      L'enquête a permis de quantifier l'étendue de ces réseaux :

      Réseaux francophones : Au moins 15 comptes Instagram identifiés.

      Réseaux internationaux : Des centaines de profils anonymes, utilisant souvent l'acronyme "CP" ("Child Pornography"), ont été découverts lors de recherches en anglais.

      Analyse à grande échelle : L'analyse de 1000 de ces comptes "CP" a montré qu'ils renvoyaient vers près de 300 groupes Telegram distincts dédiés à la vente d'images illégales.

      4. Le Rôle Complice de l'Algorithme de Recommandation

      L'une des découvertes les plus inquiétantes est que l'algorithme d'Instagram, loin de contrer ces activités, les facilite activement.

      Après deux mois passés à suivre des comptes problématiques dans le cadre de l'enquête, l'algorithme a commencé à proposer de manière proactive des contenus similaires au profil "Max".

      Onglet "Découverte" : Cet onglet ne présentait presque plus que des contenus mettant en scène de très jeunes enfants.

      Onglet "Reels" : Le flux de vidéos proposait quasi exclusivement des mineurs qui dansent, s'embrassent ou se dénudent.

      Onglet "Suggestions" : L'algorithme a suggéré de suivre des comptes extrêmement problématiques, notamment :

      ◦ Un compte rassemblant des photos de jeunes garçons avec des commentaires tels que "je veux les violer".    ◦ Un autre compte publiant des images camouflées de jeunes garçons en train de se masturber.

      L'algorithme a donc cessé d'être un outil passif pour devenir un moteur de proposition actif, rendant la recherche de contenus pédocriminels superflue.

      Ce constat est corroboré par le témoignage d'Arturo Béjar, un lanceur d'alerte et ancien ingénieur de Meta, qui a dénoncé devant le Sénat américain les manquements de la plateforme en matière de protection des mineurs.

      5. Réponse d'Instagram et Contexte Juridique

      Interrogée sur les résultats de l'enquête, l'entreprise a fourni une réponse via son agence de communication.

      Déclaration officielle : _"L'exploitation des enfants est un crime terrible [...] c'est pourquoi nous développons des technologies pour débusquer ces prédateurs [...]

      Dans le cadre de nos efforts continus pour faire respecter la législation, nous avons supprimé une grande majorité des comptes identifiés par Arte avant même qu'ils ne nous soient signalés."_

      Une action insuffisante : La mention d'une "grande majorité" implique que certains comptes n'ont pas été supprimés.

      De plus, l'enquête a montré que bien que 30 des 32 comptes d'un réseau aient été supprimés par Instagram, les deux restants ont continué leurs activités pendant au moins deux semaines, et de nouveaux comptes sont créés quotidiennement.

      Poursuites judiciaires : Le groupe Meta fait face à des actions en justice aux États-Unis. En décembre 2023, l'État du Nouveau-Mexique a porté plainte, accusant l'entreprise d'être un "vivier pour les prédateurs sexuels" et de faire passer "leur profit avant la sécurité des enfants".

    1. Wednesdays : Synthèse et Analyse Approfondie

      Résumé Exécutif

      Ce document présente une analyse détaillée du jeu vidéo Wednesdays, coédité et coproduit par Arte, sorti le 26 mars 2025 sur PC (Steam et Itch.io).

      Conçu par l'auteur et directeur créatif Pierre et l'illustratrice Exaeva, ce jeu narratif aborde les thématiques complexes et sensibles de l'inceste, de la pédocriminalité et des violences intrafamiliales.

      Malgré la dureté des sujets, le jeu adopte un ton qualifié de "lumineux et bienveillant".

      D'une durée moyenne de deux heures, Wednesdays se distingue par une direction artistique unique, inspirée de la bande dessinée indépendante, où les personnages victimes sont représentés avec des têtes cubiques.

      Un pilier central du projet est son accessibilité, pensée à la fois pour les non-joueurs et les personnes en situation de handicap, avec un travail approfondi sur la lisibilité des couleurs et des mécaniques de jeu simplifiées.

      Le développement, mené par une petite équipe de sept personnes travaillant à distance, a été marqué par des choix créatifs forts, notamment la création de l'espace de décompression "Orcopark" et une conception sonore immersive qui pallie l'absence de doublage.

      Wednesdays se positionne comme une œuvre cherchant à libérer la parole et à utiliser le médium du jeu vidéo comme un outil de prise de conscience et d'écoute.

      I. Présentation du Jeu "Wednesdays"

      A. Concept et Thématiques Abordées

      Wednesdays est un jeu vidéo narratif qui plonge le joueur dans les souvenirs fragmentés de Timothé, un personnage victime d'inceste.

      Le but est de reconstituer son histoire en explorant différentes scènes de sa vie, de l'enfance à l'âge adulte. Le jeu traite frontalement de sujets difficiles comme la pédocriminalité et les violences intrafamiliales.

      Malgré la gravité de ces thèmes, la démarche des créateurs est de proposer une expérience "lumineuse et bienveillante".

      L'approche narrative et visuelle évite toute représentation graphique de la violence, privilégiant la suggestion, la pédagogie et l'émotion.

      Des avertissements de contenu (trigger warnings) sont intégrés directement dans le jeu pour permettre aux joueurs de se préserver.

      B. Équipe de Développement et Édition

      Le jeu est le fruit d'une collaboration entre plusieurs talents de la scène indépendante, sous l'égide d'Arte qui coproduit et coédite des jeux vidéo depuis plus de dix ans.

      Membre

      Rôle

      Contributions Notables

      Pierre

      Auteur et Directeur Créatif

      Conception du projet, écriture du scénario et des dialogues.

      Exaeva

      Illustratrice

      Création de toute la direction artistique, des personnages et des décors.

      Virginia

      Sound Designer

      Conception de l'univers sonore, incluant les gimmicks sonores des personnages.

      Florent Morin (The Pixel Hunt)

      Éditeur

      Accompagnement du projet, gestion administrative, conseils créatifs.

      Chris

      Programmeur

      Développement technique, lui-même concerné par le sujet du jeu.

      Nico Novac

      Artiste Pixel Art

      Création des visuels pour la section "Orcopark".

      Dianne

      Programmeuse (renfort)

      Aide à la programmation sur des aspects spécifiques du jeu.

      L'équipe principale de sept personnes a travaillé majoritairement à distance via Discord, sans réunions formelles, démontrant une grande autonomie de chaque membre.

      C. Données Clés

      Caractéristique

      Détail

      Date de sortie

      26 mars 2025

      Plateformes

      PC (via Steam et Itch.io)

      Durée de jeu moyenne

      Environ 2 heures à 2 heures 30

      Genre

      Jeu narratif, Bande dessinée interactive

      II. Direction Artistique et Conception Visuelle

      A. Un Style "Bande Dessinée Interactive"

      La direction artistique de Wednesdays est l'un de ses aspects les plus marquants. Elle s'inspire fortement de la bande dessinée indépendante franco-belge et américaine, avec des références citées comme Frédéric Peeters, Craig Thompson et Tillie Walden.

      Le processus de création est traditionnel et méticuleux :

      1. Dessin sur papier : Exaeva réalise tous les dessins des décors et des personnages sur papier, son support de prédilection. Les personnages sont dessinés sur des calques en papier "layout", un peu transparent, utilisé en animation traditionnelle.

      2. Numérisation : Tous les éléments graphiques sont ensuite scannés.

      3. Colorisation numérique : Les couleurs sont ajoutées digitalement, en respectant une technique de bichromie, qui consiste à utiliser principalement deux teintes dominantes par image pour créer des ambiances colorées et lumineuses spécifiques.

      Cette approche donne au jeu une texture unique, avec un aspect crayonné très personnel qui va à contre-courant des productions 3D ultra-réalistes.

      B. Le Symbolisme des "Têtes Cubiques"

      Un choix visuel central du jeu est la représentation des personnages victimes d'inceste avec des têtes cubiques. Cette idée, présente dès la genèse du projet, a plusieurs fonctions :

      Visibilité de l'invisible : Elle rend les victimes, souvent invisibles dans la société, immédiatement identifiables pour le joueur.

      Faciliter la projection : En s'appuyant sur les théories de Scott McCloud (L'Art invisible), un visage moins détaillé et réaliste permet au joueur de se projeter plus facilement dans le personnage.

      Défi artistique : Contrairement à l'idée initiale que cela simplifierait le travail, l'absence d'expressions faciales a représenté un défi majeur. Toute l'émotion des personnages doit être transmise par la corporalité, les postures et la gestuelle, ce qui a demandé un travail d'animation et de dessin très poussé.

      C. Processus Créatif et Influences

      La collaboration entre Pierre et Exaeva a été fondamentale. Pierre arrivait avec des idées de scènes, parfois sous forme de placeholders (visuels de substitution) très simples, et Exaeva les transformait en scènes complètes.

      De nombreuses décisions de mise en scène ont été prises lors de sessions de travail à Bruxelles, autour d'un verre. Le jeu alterne entre les scènes dessinées par Exaeva et l'univers en pixel art d'Orcopark, créant un contraste visuel fort.

      III. Conception Sonore et Narrative

      A. Sound Design sans Voice Acting

      Le jeu ne contient pas de dialogues parlés (voice acting), un choix justifié par le budget mais aussi par une volonté artistique.

      La sound designer Virginia a créé un univers sonore immersif basé sur des sons réalistes et des "gimmicks" sonores pour chaque personnage, tous liés à l'univers du papier et de l'écriture :

      Timothé : Bruit de machine à écrire.

      Les enfants : Bruits de Crayola ou de feutres.

      Joël (le père) : Son de stylo-plume.

      Fatia (l'institutrice) : Bruit de craie sur un tableau.

      Cette approche permet non seulement d'identifier auditivement qui parle, mais renforce aussi l'idée que l'histoire est en train de s'écrire ou de se reconstituer.

      B. La Libération de la Parole par le Gameplay

      La structure narrative et les mécaniques de jeu sont conçues pour servir le thème principal : la difficulté et les étapes de la libération de la parole.

      Souvenirs fragmentés : Le joueur peut choisir les souvenirs dans un ordre non linéaire, reflétant le processus non chronologique de la mémoire traumatique.

      Mécaniques de dialogue : Dans certaines scènes, comme celle de la voiture avec le personnage de Yeram, le gameplay joue avec les bulles de dialogue.

      Le joueur sélectionne une option, mais le personnage peine à la formuler, la phrase change ou est remplacée par des points de suspension.

      Cela représente la lutte interne pour verbaliser le trauma. Pierre note que près de 4% des bulles de dialogue du jeu sont des silences ("..."), soulignant l'importance de ce qui n'est pas dit.

      IV. L'Accessibilité : Un Pilier du Projet

      L'accessibilité a été une priorité dès le début du développement. L'objectif était double :

      1. Rendre le jeu jouable par des non-joueurs : Avec des contrôles simples et une interface claire.

      2. Inclure les personnes en situation de handicap.

      Pour y parvenir, l'équipe a collaboré avec Game Accessibility Hub, une société spécialisée. Des tests ont été menés avec des joueurs ayant différents handicaps.

      Un exemple marquant est celui d'un testeur achromate (qui ne voit aucune couleur).

      Il a trouvé le jeu parfaitement lisible et a même ressenti une différence dans la seule scène conçue en noir et blanc pur, validant ainsi l'efficacité des contrastes et de la direction artistique.

      Le travail sur les palettes de couleurs a été systématiquement testé à l'aide d'outils simulant différentes formes de daltonisme. Arte a soutenu cette démarche en allouant un budget supplémentaire dédié à l'accessibilité.

      V. Genèse et Coulisses de la Production

      A. D'un "One-Man Show" au Jeu Vidéo

      L'idée de Wednesdays est née de l'inspiration de Pierre après avoir vu L'Imposture, un spectacle de marionnettes de Lucie Arnodin.

      Fasciné par la capacité du spectacle à traiter de sujets graves avec légèreté et une narration éclatée, il a d'abord tenté d'écrire un one-man show sur le sujet.

      Après un retour mitigé d'un ami proche, il a abandonné cette idée pour se tourner vers un médium qu'il maîtrisait : le jeu vidéo, tout en conservant le ton et l'approche narrative du projet initial.

      B. Orcopark : L'Espace de Décompression

      L'interface de sélection des chapitres a connu une évolution significative. Le concept initial était un bureau sur lequel le joueur cliquait sur différents objets pour lancer les souvenirs. Jugée "un peu chiante" par Arte, cette idée a été remplacée par Orcopark, un parc d'attractions rétro en pixel art.

      Orcopark sert de hub central mais aussi d'espace "safe" pour le joueur.

      Entre des scènes émotionnellement intenses, il peut prendre le temps de se détendre, de ramasser des débris, de cliquer sur des éléments interactifs et de décorer son parc.

      Cet espace a été développé plus que prévu initialement, à l'encouragement d'Arte, pour renforcer son rôle de sas de décompression.

      C. Anecdotes de Développement

      Moustache le chat : Le chat Moustache a été ajouté dans une scène finale à la demande de Nil, le fils de Pierre.

      Joël, l'alter ego vieilli : Le design du personnage du père, Joël, est basé sur une version vieillie de l'auteur, Pierre.

      Figurine en argile : L'objet mystère de l'émission était une statuette en argile réalisée par la grand-mère de Pierre, qui a aussi servi de base pour une marionnette dans un autre de ses projets de jeu sur Game Boy Camera.

      VI. Réflexions sur l'Impact et la Réception

      A. Le Jeu Vidéo comme Média d'Écoute

      Les créateurs soulignent la position particulière de Wednesdays, un "OVNI" qui se situe à l'intersection du jeu vidéo et de l'œuvre culturelle. Cette position hybride pose des défis de réception :

      • Les journalistes spécialisés jeu vidéo peuvent être déroutés par un jeu qui ne correspond pas aux critères d'évaluation habituels (gameplay, durée de vie, etc.).

      • Les journalistes culturels généralistes peuvent être réticents en raison d'un mépris ou d'une méconnaissance du médium.

      Malgré cela, le jeu a reçu une bonne couverture en France et a trouvé son public.

      B. Un Outil pour la Prise de Conscience

      Le retour le plus gratifiant pour l'équipe vient des joueurs.

      De nombreux témoignages font état de l'impact positif du jeu, y compris de la part de personnes victimes qui se sont senties comprises ou qui ont eu des prises de conscience sur leur propre vécu en jouant.

      Le jeu semble ainsi atteindre son objectif : non seulement libérer la parole de son personnage, mais aussi potentiellement celle de ses joueurs, et sensibiliser l'entourage aux réalités de l'inceste.

    1. To find right triangles using Pythagorean Theorem: x_list = range(1,100) y_list = range(1,100) z_list = range(1,100) for x in x_list: for y in y_list: for z in z_list: if ((x**2) + (y**2) == (z**2)): print(f'This is a right triangle: ' f'x = {x}, y = {y}, and z = {z}.') else: continue

    2. Nested for loops

      Collin Mitchell ``` num = 0

      for x in range(1, 101): for y in range(1, 101): x1 = x ** 2.0 y1 = y ** 2.0 z = (x1 + y1) ** 0.5 if round(z) == z: # check if z has a decimal print(f"({x})^2 + ({y})^2 = ({int(z)})^2") num += 1

      print(f"Number of combinations: {num}") ```

    3. Collin Mitchell ``` num = 0

      for x in range(1, 101): for y in range(1, 101): x1 = x ** 2.0 y1 = y ** 2.0 z = (x1 + y1) ** 0.5 if round(z) == z: # check if z has a decimal print(f"({x})^2 + ({y})^2 = ({int(z)})^2") num += 1

      print(f"Number of combinations: {num}") ```

    4. To get list of combos: ``` letters = ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm', 'n', 'o', 'p', 'q', 'r', 's', 't', 'u', 'v', 'w', 'x', 'y', 'z'] numbers = [1, 2, 3, 4, 5,6 ,7, 8, 9, 0] combinations_letters = itertools.combinations(letters, 3) combinations_numbers = itertools.combinations(numbers, 3) combined_results = itertools.product(combinations_letters, combinations_numbers) # 6 character license

      combinations_numbers_2 = itertools.combinations(numbers, 4) combined_results_2 = itertools.product(combinations_letters, combinations_numbers_2) # 7 character license for combo in combined_results: print(combo)

      for combo in combined_results_2: print(combo) ``` The number of estimated license plates with the format LLLNNNN is ((26)^3)((10)^4)), which is 175,760,000. For LLLNNN, it is ((26)^3)((10)^4)), which 17,576,000. The total number of combos is 193,336,000.

    5. not complete: letters = ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z'] number = ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9']

      final = []

      for word in map("".join, product("K", "8", letters,

  4. stylo.ecrituresnumeriques.ca stylo.ecrituresnumeriques.ca
    1. l’art y était tellement caché

      C'est bien sûr un principe cicéronien, mais aussi, à cette époque, un précepte cardinal de l'art mondain, qui s'approprie la sprezzatura de Castiglione

    1. Reviewer #1 (Public review):

      Summary:

      In this study, Gu et al., employed novel viral strategies, combined with in vivo two-photon imaging, to map the tone response properties of two groups of cortical neurons in A1 - The thalamocortical recipient (TR neurons) and the corticothalamic (CT neurons). They observed a clear tonotopic gradient among TR neurons but not in CT neurons. Moreover, CT neurons exhibited high heterogeneity of their frequency tuning and broader bandwidth, suggesting increased synaptic integration in these neurons. By parsing out different projecting-specific neurons within A1, this study provides insight into how neurons with different connectivity can exhibit different frequency response-related topographic organization.

      Strengths:

      This study reveals the importance of studying neurons with projection specificity rather than layer specificity since neurons within the same layer have very diverse molecular, morphological, physiological, and connectional features. By utilizing a newly developed rabies virus CSN-N2c GCaMP-expressing vector, the authors can label and image specifically the neurons (CT neurons) in A1 that project to the MGB. To compare, they used an anterograde trans-synaptic tracing strategy to label and image neurons in A1 that receive input from MGB (TR neurons).

      Weaknesses:

      - Perhaps as cited in the introduction, it is well known that tonotopic gradient is well preserved across all layers within A1, but I feel if the authors want to highlight the specificity of their virus tracing strategy and the populations that they imaged in L2/3 (TR neurons) and L6 (CT neurons), they should perform control groups where they image general excitatory neurons in the two depths and compare to TR and CT neurons, respectively. This will show that it's not their imaging/analysis or behavioral paradigms that are different from other labs.  

      - Fig 1D and G, the y-axis is Distance from pia (%). I'm not exactly sure what this means. How does % translate to real cortical thickness? 

      - For Fig. 2G and H, is each circle a neuron or an animal? Why are they staggered on top of each other on the x-axis? If x-axis is thedistance from caudal to rostral, each neuron should have a different distance? Also,it seems like it's because Fig. 2H has more circles, that's why it has morevariation thus not significant (for example, at 600 or 900um, 2G seems to haveless circles than 2H).  

      - Similar in Fig 2J and L, why are the circles staggered onthe y-axis now? And is each circle now a neuron or a trial? It seems they havemuch more circles than Fig 2G and 2H. Also I don't think doing a correlation isthe proper stats for this type of plot (this point applies to Fig. 3H and 3J)

      - What does inter-quartile range of BF (IQRBF, in octaves) imply? What's the interpretation of this analysis? I am confused why TR neurons showhigh IQR in HF areas compared to LF areas mean homogeneity among TR neurons (line 213 - 216). On the same note, how is this different from the BF variability?  Isn't higher IQR = tohigher variability?

      - Fig. 4A-B, there's no clear critieria on how the authors categorize V, I, and O Shape. The descriptions in the Methods (line 721 - 725) are also very vague.  

      Comments on revisions:

      The authors have addressed all my questions in the previous round.

    2. Reviewer #2 (Public review):

      Summary:

      Gu and Liang et. al investigated how auditory information is mapped and transformed as it enters and exits a auditory cortex. They use anterograde transsynaptic tracers to label and perform calcium imaging of thalamorecipient neurons in A1 and retrograde tracers to label and perform calcium imaging of corticothalamic output neurons. They demonstrate a degradation of tonotopic organization from the input to output neurons.

      Strengths:

      The experiments appear well executed, well described, and analyzed.

      Weaknesses:

      (1) Given that the CT and TR neurons were imaged at different depths, the question as to whether not these differences could otherwise be explained by layer-specific differences is still not 100% resolved. Control measurements would be needed either by recording 1) CT neurons upper layers 2) TR in deeper layers 3) non-CT in deeper layers and/or 4) non-TR in upper layers.

      (2) What percent of the neurons at the depths being are CT neurons? Similar questions for TR neurons?

      (3) V-shaped, I-shaped, or O-shaped is not an intuitively understood nomenclature, consider changing. Further, the x/y axis for Figure 4a is not labeled, so it's not clear what the heat maps are supposed to represent.

      (4). Many references about projection neurons and cortical circuits are based on studies from visual or somatosensory cortex. Auditory cortex organization is not necessarily the same as other sensory areas. Auditory cortex references should be used specifically, and not sources reporting on S1, V1.

      Comments on revisions:

      The authors have fully addressed my concerns.

    1. Le projet du Mucem pourrait servir d’exemple à d’autres institutions mais sa réitération ne serait pas forcément évidente. L’organisation des sites de la collection Recherches ethnologiques, qui restent globalement antérieurs au web 2.0 dans leur conception malgré des innovations reprises par leurs concepteurs à l’époque, a facilité leur extraction et remédiation. La présence de fichiers Flash a obligé les équipes à prévoir un dispositif local spécifique pour des raisons de sécurité informatique, mais n’a pas freiné le projet. Or, les sites récents peuvent être plus complexes à préserver car ils embarquent des technologies et des contenus hébergés en dehors du site lui-même. C’est fréquemment le cas pour les supports multimédia comme la vidéo, qui peut provenir d’une chaîne Youtube gérée par le producteur du site. Les solutions techniques d’identification et de repackaging de ces contenus ne seraient donc pas similaires. La remédiation des sites pose aussi des questions juridiques, car les archives du web restent soumises au droit d’auteur. La remédiation d’un site implique d’obtenir un accord des ayants droit, ce qui n’était pas nécessaire dans le cas du projet Virtuel Mucem. Les archives du web sont par essence une forme de remédiation essayant de donner l’illusion d’une représentation exacte des sites passés. Cette simplicité de principe cache en fait une complexité de ce matériel, qui peut s’avérer lacunaire ou au contraire redondant et qui nécessite de maintenir des infrastructures obsolètes pour pouvoir continuer à lire certains formats. Ces difficultés peuvent freiner les chercheurs, qui abordent plutôt la source à travers la notion de corpus. Il y a des points communs entre la production d’une remédiation comme dans le cas du projet Virtuel Mucem et la constitution de corpus à partir d’un terrain numérique passé ou présent. La méthodologie de constitution reste centrale, tout comme la pédagogie si l’on souhaite transmettre ou exploiter la source. Le projet Virtuel Mucem montre que la remédiation présente toujours des biais, inhérents au choix de traitement. Il montre aussi que la complémentarité entre le web vivant et le web archivé observée dans de nombreux projets de recherche se retrouve ici lorsque des sources complémentaires issues des bases documentaires du Mucem viennent compléter l’archive.

      Partie ou encadré "reproductibilité"

    1. ∬Rx2y2+cos(πx)+sin(πy)dA∬Rx2y2+cos⁡(πx)+sin⁡(πy)dA \displaystyle \iint\limits_{R}{{{x^2}{y^2} + \cos \left( {\pi x} \right) + \sin \left( {\pi y} \right)\,dA}}, R=[−2,−1]×[0,1]

      My question is: since the integrand is already separated into terms that depend only on (x), only on (y), and both variables, how do you quickly decide whether to integrate with respect to (y) first or (x) first? Is there a general rule of thumb for spotting when one order will make the work noticeably easier?

    1. 1: The letter D stands for the discriminant of the Hessian matrix. 4: The equation f(x,y) = abs(x) looks like a 3d V. It has a minimum at the point x=0 but no maximum.

    1. A fines de septiembre, y mediante la comunicación A 8336 del Banco Central, se estableció que quienes compren dólares oficiales no podrán venderlos luego en el segmento financiero por 90 días.

      point

    1. Si vous souhaitez participer, et voir ce que les autres lecteurs en disent, je vous propose d'installer une extension pour Google Chrome appelée Hypothes.is. Cela vous permettra d'ajouter des commentaires où vous le souhaitez en sélectionnant le tronçon de texte du cours en question, puis en cliquant sur "Annotate".Il vous faudra créer un compte gratuit pour l'utiliser. Une fois l'extension installée et active, vous pourrez voir en marge du cours les commentaires des lecteurs mais aussi y répondre et échanger !

      Ca marche !

    1. "Mai Xia and I chatted "If I ,now," she told me "I' H . were,n t Hmong, I'd be finishing college· m mong and Im a mother."By February Mai Xia had quit her · ob L · . .before Georgina was born, Mai Xia cal/ed. o:' Iron. In Apnl, six weeks the ca l endar, counting but not th d agam. S he had been watchmg she figured, must have 'fin1·s h d l e ] ay bs to delivery. Her old girlfriends, S e co ege y now.he was twenty-three years old." **Observation: Sue Murphy Mote had direct access to Mai Xia Cha and could ask questions about culture, family, and values. Patchett wrote about Lucy from lived experience and memory. Interpretation: While Mote’s portrayal feels more “objective” or researched, Patchett’s account is deeply emotional and intimate. This reflects two types of storytelling: one as a journalist/observer and one as a participant. Connection: This reflects a larger feminist discussion about how women’s lives are recorded — through emotional truth (like memoirs) or cultural/historical documentation (like ethnography). Both are valid but serve different purposes in feminist literature. **

    1. espacios para la construcción de aprendizajes significativos, inter y transdisciplinarios y adaptativos que respondan a los retos del entornos expandidos e hibridados.

      Nota importante para el deber ser.

    1. y details are in the navigation bar above, but you can also find me in PA 406 (my office) or PA 435-439 (the XLab) or in the library coffee shop, especially on Wednesday mornings.

      I think it's really great that you've invited students to meet you in person in a casual setting. Allows for a better discussion in a calmer environment.

    1. es permitir que más personas se inspiren, seinformen, se orienten y crezcan con ella porel simple hecho de disfrutarla, copiarla ycompartirla con otras personas

      pero también es importante prevenir y penalizar la apropiación/copia para beneficio económico propio, una práctica muy común que perjudica a muchos artistas y creadores, con la excusa de que sus obras son "de acceso público"

    2. Liberar permite la derivación, la multiplica-ción, la realización de infinitas variacionessobre un tema dado.

      Distintas perspectivas de un mismo tema y que la información no este monopolizada.

    3. Tenertiempo libre para investigar, para informar-te.

      Para ello siempre nos mantienen ocupados y distraídos, para no poder tener la oportunidad de investigar y de convertirte en un Geek, sumando la propia limitación física de necesitar un dispositivo a través del cuál poder acceder a estos conocimientos

    4. permitirsu derivación, su multiplicación creativa y sutransformación en otra obra.

      Me interesa pensar como se podería criticar el uso de el material artistico de la internet por lA y defender la cultura libre. Si me explico porque igual no kkkk.

    5. ¿Puede ser lacultura libre una herramienta de organizacióny producción para los oprimidos y las oprimi-das de la tierra?

      Creo que esta muy bien que exista la libertad de estudiarlo y aplicación del conocimiento para todos.

    6. Estos bienes, que deben de ser comunes paratodas las personas, están siendo amenazadospor las políticas desarrollistas corporativistas,que los privatizan y patentizan, permitiendosu uso y disfrute solamente para unos pocosque tienen el poder económico para adquirirlos.

      Alas personas que privatizan las cosas que tendrían que ser libres no las importa absolutamente nada lo que debe ser común para todo el mundo

    7. Estos bienes, que deben de ser comunes paratodas las personas, están siendo amenazadospor las políticas desarrollistas corporativistas,que los privatizan y patentizan, permitiendosu uso y disfrute solamente para unos pocosque tienen el poder económico para adquirirlos.

      bienes comunes ahora = mercancía, desigualdad, privilegio

    8. P2P(peer-to-peer)

      Una red peer-to-peer, red de pares, red entre iguales o red entre pares (P2P, por sus siglas en inglés) es una red de ordenadores en la que todos o algunos aspectos funcionan sin clientes ni servidores fijos, sino una serie de nodos que se comportan como iguales entre sí.[1]​ Es más, actúan simultáneamente como clientes y servidores respecto a los demás nodos de la red. Las redes P2P permiten el intercambio directo de información, en cualquier formato, entre los ordenadores interconectados.wikipedia

    1. Author response:

      The following is the authors’ response to the original reviews.

      Reviewer #1 (Public review): 

      Wang, Junxiu et al. investigated the underlying molecular mechanisms of the insecticidal activity of betulin against the peach aphid, Myzus persicae. There are two important findings described in this manuscript: (a) betulin inhibits the gene expression of GABA receptor in the aphid, and (b) betulin binds to the GABA receptor protein, acting as an inhibitor. The first finding is supported by RNA-Seq and RNAi, and the second one is convinced with MST and electrophysiological assays. Further investigations on the betulin binding site on the receptor protein provided a fundamental discovery that T228 is the key amino acid residue for its affinity, thereby acting as an inhibitor, backed up by site-directed mutagenesis of the heterologously-expressed receptor in E. coli and by CRISPR-genome editing in Drosophila.

      Although the manuscript does have strengths in principle, the weaknesses do exist: the manuscript would benefit from more comprehensive analyses to fully support its key claims in the manuscript. In particular:

      (1) The Western blotting results in Figure 5A & B appear to support the claim that betulin inhibits GABR gene expression (L26), as a decrease in target protein levels is often indicative of suppressed gene expression. The result description for Figure 5A & B is found in L312-L316, within Section 3.6 ("Responses of MpGABR to betulin"), where MST and voltage-clamp assays are also presented. It seems the observed decrease in MpGABR protein content is due to gene downregulation, rather than a direct receptor protein-betulin interaction. However, this interpretation lacks discussion or analysis in either the corresponding results section or the Discussion. In contrast, Figures 5C-F are specifically designed to illustrate protein-betulin interactions. Presenting Figure 5A & B alongside these panels might lead to confusion, as they support distinct claims (gene expression vs. protein binding/inhibition). Therefore, I recommend moving Figure 5A & B either to the end of Figure 3 or to a separate figure altogether to improve clarity and logical flow. A minor point in the Western blotting experiment is that although GAPDH was used as a reference protein, there is no explanation in the corresponding M&M section.

      We thank the reviewer for the concise and accurate summary and appreciate the constructive feedback on the article’s strengths and weaknesses.

      (A) According to your suggestion, the original Figure 5A and B have been inserted into Figure 3, following Figure 3D. The original Figure 3E-I has been saved as a new figure, to illustrate the RNAi assay.

      (b) “GAPDH was used as a reference protein” has been supplied in the M&M section, see

      Line 209.

      (2) The description of the electrophysiological recording experiment is unclear regarding the use of GABA. I didn't realize that GABA, the true ligand of the GABA receptor, was used in this inhibition experiment until I reached the Results section (L321), which states, "In the presence of only GABA, a fast inward current was generated." Crucially, no details are provided on the experiment itself, including how GABA was applied (e.g., concentration, duration, whether GABA was treated, followed by betulin, or vice versa). This information is essential for reproducibility. Please ensure these details are thoroughly described in the corresponding M&M section.

      We thank the reviewer for the valuable comments.

      (a) Detailed information on how to apply GABA has been added to the corresponding M&M section (Lines 260-263): After 3 days of incubation, the oocytes were used for electrophysiological recording. GABA was dissolved in 1 × Ringer's solution to prepare 100 µM GABA solution. Subsequently, the 100 µM GABA solutions containing different concentrations of betulin (0, 5, 10, 20, 40, 80, 160, 320 µM) were used to perfuse the oocytes.

      (b) Additionally, we also checked other contents of M&M section to ensure that sufficient detail has been supplied.

      (3) The phylogenetic analysis, particularly concerning Figures 4 and 6B, needs significant attention for clarity and representativeness. First, your claim that MpGABR is only closely related to CAI6365831.1 (L305-L310) is inconsistent with the provided phylogenetic tree, which shows MpGABR as equally close to Metopolophium dirhodum (XP_060864885.1) and Acyrthosiphon pisum (XP_008183008.2). Therefore, singling out only Macrosiphum euphorbiae (CAI6365831.1) is not supported by the data. Second, the representation of various insect orders is insufficient. All 11 sequences in the Hemiptera category (in both Figure 4 and Figure 6B) are exclusively from the Aphididae family. This small subset cannot represent the highly diverse Order Hemiptera. Consequently, statements like "only THR228 was conserved in Hemiptera" (L338), "The results of the sequence alignment revealed that only THR228 was conserved in Hemiptera" (L430), or "THR228... is highly conserved in Hemiptera" (L486) are not adequately supported. Third, similar concerns apply to the Diptera order, which includes 10 Drosophila and 2 mosquito samples (not diverse or representative enough), and likely to other orders as well. Thereby, the Figure 6B alignment should be revised accordingly to reflect a more accurate representation or to clarify the scope of the analysis. Fourth, there's a discrepancy in the phylogenetic method used: the M&M section (L156) states that MEGA7, ClustalW, and the neighbor-joining method were used, while the Figure 4 caption mentions that MEGA X, MUSCLE, and the Maximum likelihood method were employed. This inconsistency needs to be clarified and made consistent throughout the manuscript. Fifth, I have significant concerns about the phylogenetic tree itself (Figure 4). A small glitch was observed at the Danaus plexippus node, which raises suspicion regarding potential manipulation after tree construction. More critically, the tree, especially within Coleoptera, does not appear to be clearly resolved. I am highly concerned about whether all included sequences are true GABR orthologs or if the dataset includes partial or related sequences that could distort the phylogeny. Finally, for Figure 6B, both protein (XP_) and nucleotide (XM_) sequences were mix used. I recommend using the protein sequences instead of nucleotide sequences in this figure panel, as protein sequences are more directly informative.

      We thank the reviewer for the careful reading and valuable comments.

      (a) Firstly, according to your comments, phylogenetic analysis has been re-performed with more represent species from each Order (Fig. 5 and Fig. 7B). The results revealed that only THR228 was conserved across 11 species in the Aphididae family of Hemiptera. Therefore, the expressions like "only THR228 was conserved in Hemiptera" have been revised to “among the four residues, only THR228 was conserved across 11 species in the Aphididae family of Hemiptera” (Line 106, Line 369, Line 477, and Lines 563-564).

      (b) We have modified the description of Fig. 5 (the original Fig. 4): MpGABR  (XP_022173711.1) was found to be genetically closely related to CAI6365831.1 from Macrosiphum euphorbiae, XP 008183008.2 from Acyrthosiphon pisum, and XP 060864885.1 from Metopolophium dirhodum (Fig. 5 and Table S6). See Lines 342-346.

      (c) Phylogenetic analysis was performed using MEGA7 with multiple amino acid sequence alignment (ClustalW) and the neighbor-joining method. We have revised the Fig. 5 (the original Fig. 4) caption to make it accurate and consistent throughout the manuscript.

      (d) We are sorry about the small glitch at the Danaus plexippus node. Actually, after the phylogenetic tree was constructed, it was imported in Adobe Illustration for coloring and classification annotation. There may have been operational errors during the process of resizing the image, resulting in the occurrence of the small glitch. Besides, the unclear clustering of Coleoptera may be due to improper regulation of distance (pixels) of branch from nodes. Again, thanks for your careful reading. We have rebuilt the phylogenetic tree.

      (e) Based on your suggestion, the sequence IDs have been unified as the protein sequence IDs (Fig. 5, Fig. 7B and Table S6)

      (4) The Discussion section requires significant revision to provide a more insightful and interpretative analysis of the results. Currently, much of the section primarily restates findings rather than offering deeper discussion. For instance, L409-L419 restate the results, followed by the short sentence "Collectively, these results suggest that betulin may have insecticidal effects on aphids by inhibiting MpGABR expression". It could be further expanded to make it beneficial to elaborate on proposed mechanisms by which gene expression might be suppressed, including any potential transcription factors involved. In contrast, while L422-L442 also initially summarize results, the subsequent paragraph (L445-L472) effectively discusses the potential mechanisms of inhibitory action and how mortality is triggered, which is a good model for other parts of the section. However, all the discussion ends up with a short statement, "implying that betulin acts as a CA of MpGABR" (L472), which appears to be a leap. The inference that betulin acts as a competitive antagonist (CA) is solely based on the location of its extracellular binding site, which does not exactly overlap with the GABA binding site. It needs stronger justification or actually requires further experimental validation. The authors should consider rephrasing this statement to acknowledge the need for additional studies to definitively confirm this mechanism of action.

      We appreciate the reviewer's careful reading and valuable feedback, which will certainly enhance the quality of our manuscript.

      (a) Possible reasons for the effect of betulin on MpGABR expression have been discussed in our manuscript (Lines 455-466): The regulation of gene expression is sophisticated and delicate (Pope and Medzhitov 2018). The regulatory network controlling GABR expression remains unclear. In adult rats, epileptic seizures has been reported to increase the levels of brain-derived neurotrophic factor (BDNF), which in turn prompted the transcription factors CREB and ICER to reduce the gene expression of the GABR α1 subunit (Lund et al. 2008). In Drosophila, it has been demonstrated that WIDE AWAKE, which regulated the onset of sleep, interacted with the GABR and upregulated its expression level (Liu et al. 2014). In Drosophila brain, circular RNA circ_sxc was found to inhibit the expression of miR-87-3p in the brain through sponge adsorption, thereby regulating the expression of neurotransmitter receptor ligand proteins, including GABR, and ensuring the normal function of synaptic signal transmission in brain neurons (Li et al. 2024). However, it remains unclear how betulin reduces the expression of MpGABR, and further research is needed.

      (b) In the Discussion section, we acknowledged the need for further research to ultimately confirm the mechanism by which betulin competes with GABA for binding to MpGABR (Lines 532-535): Although the mechanism by which betulin competes with GABA for binding to MpGABR requires further experimental validation, our work may have provided a novel target for developing insecticides.

      (c) Besides, we have added the discussion of the sensitivity of GABA receptor to betulin in Discussion section (Lines 491-501): Studies on key amino acids that are crucial for GABR function has primarily focused on transmembrane regions. For instance, based on the mutational research and Drosophila GABR modeling approach, multiple key amino acids were identified as insecticide targets in the transmembrane domain (Nakao and Banba 2021). Guo et al. proposed that amino acid substitutions in the transmembrane domain 2 contribute to terpenoid insensitivity during plant-insect coevolution (Guo et al. 2023). However, these studies have neglected the extracellular domain. Our study signified that betulin targets the THR228 site in the extracellular domain of MpGABR, which is conserved only in the Aphididae family. Therefore, betulin is speculated to be a specific insecticidal substance evolved by plants in response to aphid infestation. Besides, further verification is needed to determine whether betulin is toxic to other insect species.

      (d) Furthermore, the discussion of potential ecological risks of deploying betulin as a bioinsecticide has been elaborated in our manuscript (Lines 538-553): The development of bioinsecticides should not only focus on the toxic effects of active substance on target organisms, but also on their influence on the ecosystem (Haddi et al. 2020). Although our results indicate that betulin has specific toxicity to aphids, previous studies have reported that betulin and its derivatives had effects on Plutella xylostella L. (Huang et al. 2025), Aedes aegypti (de Almeida Teles et al. 2024), and Drosophila melanogaster (Lee and Min 2024). Therefore, further research is needed to determine whether there are other insecticidal mechanisms or off target effects of betulin. Additionally, betulin exhibits a wide range of pharmacological activities (Amiri et al. 2020), which have been used to treat various diseases, such as cancer (Lv 2023), glioblastoma (Li et al. 2022), inflammation (Szlasa et al. 2023) and hyperlipidemia (Tang et al. 2011). Before applying betulin in the field, it is necessary to fully verify and consider whether betulin has any impact on farmers' health. Furthermore, will betulin cause residue or diffusion in the process of field application? Will long-term application promote the evolution of resistance to aphids or other insects? These issues also need further experimental verification. In summary, before any field application, further research is needed on the environmental behavior, degradation process, and safety of betulin.

      Reviewer #2 (Public review):

      Summary:

      This important study shows that betulin from wild peach trees disrupts neural signaling in aphids by targeting a conserved site in the insect GABA receptor. The authors present a nicely integrated set of molecular, physiological, and genetic experiments to establish the compound's species-specific mode of action. While the mechanistic evidence is solid, the manuscript would benefit from a broader discussion of evolutionary conservation and

      potential off-target ecological effects.

      Strengths:

      The main strengths of the study lie in its mechanistic clarity and experimental rigor. The identification of a betulin-binding single threonine residue was supported by (1) site-directed mutagenesis and (2) functional assays. These experiments strongly support the specificity of action. Furthermore, the use of comparative analyses between aphids and fruit flies demonstrates an important effort to explore species specificity, and the integration of quantitative data further enhances the robustness of the conclusions.

      Weaknesses:

      There are several important limitations that need to be addressed. The manuscript does not explore whether the observed sensitivity to betulin reflects a broadly conserved feature of GABA receptors across animal lineages or a more lineage-specific adaptation. This evolutionary context is crucial for understanding the broader significance of the findings.

      In addition, while the compound's aphicidal effect is well established, the potential for off-target effects in non-target organisms - especially vertebrates - remains unaddressed, despite prior evidence that betulin interacts with mammalian GABAa receptors. There is little discussion on the ecological or environmental safety of exogenous betulin application, such as persistence, degradation, or exposure risks.

      We sincerely thank the reviewer for the time and effort dedicated to our manuscript's detailed review and assessment. The revision suggestions were constructive, and we have provided a point-by-point response to address them.

      (a) Briefly introduce the evolutionary conservation of GABA receptors has been added in the Introduction (Lines 90-98): Previous study has proposed that vertebrate and human GABR genes maintain a broad and conservative gene clustering pattern, while in invertebrates, this pattern is missing, indicating that these gene clusters formed early in vertebrate evolution and were established after diverging from invertebrates. Notably, invertebrates each possess a unique GABR gene pair, which are homologous with human GABR α and β subunits, suggesting that the existing GABR gene cluster evolved from an ancestral α - β subunit gene pair (Tsang et al. 2006). During the coevolution of plants and insects, the duplications and amino acid substitutions in GABR may be beneficial for the adaptation to insecticides and terpenoid compounds (Guo et al. 2023).

      (b) We have added the discussion of the sensitivity of GABA receptor to betulin in Discussion section (Lines 491-501): Studies on key amino acids that are crucial for GABR function has primarily focused on transmembrane regions. For instance, based on the mutational research and Drosophila GABR modeling approach, multiple key amino acids were identified as insecticide targets in the transmembrane domain (Nakao and Banba 2021). Guo et al. proposed that amino acid substitutions in the transmembrane domain 2 contribute to terpenoid insensitivity during plant-insect coevolution (Guo et al. 2023). However, these studies have neglected the extracellular domain. Our study signified that betulin targets the THR228 site in the extracellular domain of MpGABR, which is conserved only in the Aphididae family. Therefore, betulin is speculated to be a specific insecticidal substance evolved by plants in response to aphid infestation. Besides, further verification is needed to determine whether betulin is toxic to other insect species.

      (c) The discussion of potential ecological risks of deploying betulin as a bioinsecticide has been elaborated in our manuscript (Lines 538-553): The development of bioinsecticides should not only focus on the toxic effects of active substance on target organisms, but also on their influence on the ecosystem (Haddi et al. 2020). Although our results indicate that betulin has specific toxicity to aphids, previous studies have reported that betulin and its derivatives had effects on Plutella xylostella L. (Huang et al. 2025), Aedes aegypti (de Almeida Teles et al. 2024), and Drosophila melanogaster (Lee and Min 2024). Therefore, further research is needed to determine whether there are other insecticidal mechanisms or off target effects of betulin. Additionally, betulin exhibits a wide range of pharmacological activities (Amiri et al. 2020), which have been used to treat various diseases, such as cancer (Lv 2023), glioblastoma (Li et al. 2022), inflammation (Szlasa et al. 2023) and hyperlipidemia (Tang et al. 2011). Before applying betulin in the field, it is necessary to fully verify and consider whether betulin has any impact on farmers' health. Furthermore, will betulin cause residue or diffusion in the process of field application? Will long-term application promote the evolution of resistance to aphids or other insects? These issues also need further experimental verification. In summary, before any field application, further research is needed on the environmental behavior, degradation process, and safety of betulin.

      Reviewer #1 (Recommendations for the authors):

      (1) L28 Provide the full name of MST.

      Thanks for your suggestion. The full name of MST, microscale thermophoresis, has been supplied.

      (2) L87 in the Order Hemiptera.

      Thanks for your suggestion. Corrected.

      (3) L99 "Leaf bioassay" would be better to differentiate the greenhouse and field bioassays.

      Thanks for your suggestion. Corrected.

      (4) L104 It should be 7 doses, including the "0 mg/mL" control.

      Thanks for your suggestion. Corrected.

      (5) L104 Since the LC50 of pymetrozine is 1.0612 mg/mL, a wider range of doses should have been tested compared to the dose range of betulin.

      Thanks for your comment.

      (a) Firstly, seven doses (0, 0.0625, 0.125, 0.25, 0.5, 1, and 2 mgmL<sup>-1</sup>) were set to calculate the LC50 of betulin and pymetrozine. Since the LC50 values of betulin and pymetrozine are 0.1641 and 1.0612 mgmL<sup>–1</sup>, respectively, which are within the set range, indicating that the set dose range is reasonable and the LC50 values of betulin and pymetrozine are reliable.

      (b) To compare the control effects of betulin and pymetrozine against M. persicae, LC50 of betulin (0.1641 mgmL<sup>-1</sup>) and pymetrozine (1.0612 mgmL<sup>-1</sup>) were used to treat M. persicae.

      (6) L109 Greenhouse and field bioassays.

      Thanks for your suggestion. Corrected.

      (7) L112 Tween-80 and acetone in L103. Keep the order consistent throughout the manuscript.

      Thanks for your suggestion. Corrected.

      (8) L122 Mortality was recorded at 1, 5, 9, and 14 days after treatment. Revise the other similar mistakes throughout the manuscript (e.g. L250, L254, L255, L256, L259, etc.).

      Thanks for your suggestion. Corrected.

      (9) L126 apterous instead of wingless (keep a consistent expression).

      Thanks for your suggestion. Corrected.

      (10) L138 Primer Premier?

      Thanks for your comment. Corrected.

      (11) L141 Add RPS18 primers in Table S2.

      Thanks for your comment. Corrected.

      (12) L155 MEGA7 vs. MEGAX (as described in the Figure 4 caption).

      Thanks for your comment. Corrected.

      (13) L156 NJ method vs. ML method (as described in the Figure 4 caption).

      Thanks for your comment. Corrected.

      (14) L157 2.7. RNAi assay (Remove "In vitro" and re-number the following M&M sections accordingly).

      Thanks for your comment. Corrected.

      (15) L163 Add dsGFP primers in Table S2.

      Thanks for your comment. Corrected.

      (16) L166 apterous instead of wingless (keep a consistent expression).

      Thanks for your comment. Corrected.

      (17) L172 Add the source of pET-B2M vector.

      pET-B2M vector was obtained from BGI (Shenzhen, China), which has been added in our manuscript (Line 194).

      (18) L195 coding sequence instead of cDNA.

      Thanks for your comment. Corrected.

      (19) L198 the mutations of R224A ...

      Thanks for your comment. Corrected.

      (20) L199 TYR), or T228R ...

      Thanks for your comment. Corrected.

      (21) L211 and 90 ng.

      Thanks for your comment. Corrected.

      (22) L213 genomic DNA instead of gDNA, because gDNA may be confused in the context of sgRNA.

      Thanks for your suggestion. Corrected.

      (23) L253 (Fig. 1A-B).

      Thanks for your comment. Corrected.

      (24) L268 Explain why these 15 DEGs were selected for qRT-PCR.

      Thanks for your comment. These 15 DEGs were randomly selected and act as representative DEGs with different expression levels. The reason for selection of these 15 DEGs were added in the manuscript (Lines 295-296).

      (25) L287 What about GABRB? It has a TM domain.

      GABRB refers to “gamma-aminobutyric acid receptor subunit beta-like” annotated on NCBI. Theoretically, it should contain four transmembrane structural domains, while it has only one, indicating that it is incomplete.

      (26) L297 Add dsGFP as another control group.

      Thanks for your comment. Corrected.

      (27) L299 increased by 30.44% (Remove a comma).

      Thanks for your comment. Corrected.

      (28) L308 XM_022318019.1 (or protein accession number with XP_).

      Thanks for your comment. Corrected.

      (29) L338 that THR228 was conserved only in Hemiptera.

      Thanks for your comment. Since our original intention was to emphasize that THR228 is the only conserved among the four key amino acid residues, after careful consideration, we retained the expression "only THR228".

      (30) L342 or T228R.

      Thanks for your comment. Corrected.

      (31) L382 Is pyrhidone a general name for pymetrozine?

      Thanks for your comment. Corrected.

      (32) L450 Remove "and so on".

      Thanks for your comment. Corrected.

      (33) Figure 1D: Remove "Environment friendly". Replace the plant pot image on the right side with the one sprayed with pymetrozine, like the one in Figure 1F.

      Thanks for your comment. 

      (a) "Environment friendly" in Figure 1D has been removed.

      (b) We have attempted to modify the Figure 1D according to your suggestion. However, the modified Figure 1D is similar to Figure 1F and appears monotonous. Therefore, we have retained the original framework of Figure 1D.

      (34) Figure 2E 111036117 and 111041856 are in different IDs (XM_). I suggest keeping GeneID in Figure 2E and Table S2, as shown in Table S4.

      Thanks for your comment. Corrected.

      (35) Figure 2H: Add unit of the heatmap values. Or just add the title (e.g., expression level) on top of the bar.

      Thanks for your comment. Corrected.

      (36) Figure 3A: Add "aa" next to 700.

      Thanks for your comment. Corrected.

      (37) Figure 3E-G: Revise the tick marks on Y-axis: 0.0, 0.5, 1.0, and 1.5.

      Thanks for your comment. Corrected.

      (38) Figure 5C: Remove "1" and move "WT" up to the position where "1" was.

      Thanks for your comment. Corrected.

      (39) Figure 5D: Revise the tick marks on the Y-axis: 0.0, 0.5, 1.0, and 1.5.

      Thanks for your comment. Corrected.

      (40) Figure 5E: Remove the decimal. (e.g. 5 uM, 10 uM, 20 uM, etc.).

      Thanks for your comment. Corrected.

      (41) Figure 6B: What are the numbers next to the amino acid sequences? Provide the information in the figure caption.

      Thanks for your comment. The numbers next to the amino acid indicates the site of the last residue of the key amino acids, which was supplied in the figure caption.  

      (42) Figure 6D: Revise the tick marks on the Y-axis: 0.0, 0.5, 1.0, and 1.5. The X-axis title should be betulin (see Figure 5D). In the figure caption at the 5th row from the top, R244A should be R224A.

      Thanks for your comment. Corrected.

      (43) Figure 7E: R122T (not R1272T).

      Thanks for your comment. Corrected.

      (44) Supplementary Figure 1: It should be Figure S1. Add dsGFP in the figure caption.

      Thanks for your comment. Corrected.

      (45) Figure S2: What are the two pink bars and the other bars in brown or blue? Add an appropriate explanation in the figure caption.

      Thanks for your comment. Corrected.

      (46) Table S1: r square?

      Thanks for your comment. It is “r square” and corrected.

      (47) Table S2: (a) Add horizontal lines to separate qPCR, RNAi, cloning, and heterologous expression from each other (b) Replace XM_022318017.1 and XM_022318019.1 with their corresponding GeneIDs, as shown in Table S4. (c) AK340444.1 is a sequence from another aphid (Acyrthosiphon pisum)-Revise it. (d) In the cloning primers, place MpGABR first, followed by MpGABRAP and MpGABRB, as shown in the manuscript and Table S5. (e) Also, in the cloning primers, MpGABRB and MpGABRAP use reverse primers without stop codon, while MpGABR uses stop codon (TCA = TGA in reverse)-Revise it accordingly. Otherwise, provide the reason.

      Thanks for your comment. Corrected.

      (48) Table S3: (a) Add "Drosophila melanogaster" and the target sequence ID in the table caption. Is it KF881792.1, as shown in Table S6? (b) Align the sequences to the left side. 

      Thanks for your comment. 

      (a) The GenBank number of target sequence is KF881792.1 (Drosophila melanogaster). We have added this information in the Table S3 note.

      (b) It has been adjusted according to your suggestion.

      (49) Table S5: (a) Replace the accession numbers with GeneID, as shown in Table S4. K340444.1 is a sequence from another aphid (Acyrthosiphon pisum), (b) Coding sequences with stop codon are 2082, 357, and 753, respectively, while the sequences without stop codon are 2079, 354, and 750, respectively. The lengths of the deduced amino acids are 693, 118, and 250. Revise accordingly.

      Thanks for your comment. Corrected.

      (50) Table S6: (a) Use GenBank No for protein sequences. There is no Gene ID in this table. (b) Order (instead of Class). (c) See my comment on the phylogenetic analysis above.

      Thanks for your comment. Corrected.

      (51) Table S7 (a) Add unit under "Binding Energy". (b) There are two ALA226 [Alkyl] with two different distances. (c) PHE227 at the bottom should be THR228?

      Thanks for your comment.

      (a) The unit of "Binding Energy" was kcalmol<sup>–1</sup>, and it was added in the table caption.

      (b) Refer to Figure 6A, there were two Alkyl interaction between ALA226 and betulin. Therefore, there were two ALA226 [Alkyl] with two different distances.

      (c) Similarly, there were two Pi-Alkyl interactions between PHE227 and betulin. Thus, there were two rows of PHE227 in the table.

      (52) Table S9 (a) R117T should be R122T. (b) r square?

      Thanks for your comment. a and b Corrected.

      Reviewer #2 (Recommendations for the authors):

      (1) Introduction

      (a) It lacks a deeper biological and evolutionary framing of the GABA receptor system. As GABA receptors are highly conserved across animal taxa, the observed interaction between betulin and the aphid GABA receptor could have broader implications. This possibility is not addressed in the current version, which limits the reader's appreciation of the relevance of this mode of action.

      (b) Previous reports of betulin activity in mammalian systems are not mentioned in the introduction, even though they are directly relevant to concerns about off-target toxicity. Therefore, the introduction should be revised to (i) briefly introduce the evolutionary conservation of GABA receptors, and (ii) acknowledge that betulin may affect a broader range of organisms, which sets up the need for caution in its application.

      Thanks for your important suggestions.

      (a) Briefly introduce the evolutionary conservation of GABA receptors has been added in the Introduction (Lines 90-98): Previous study has proposed that vertebrate and human GABR genes maintain a broad and conservative gene clustering pattern, while in invertebrates, this pattern is missing, indicating that these gene clusters formed early in vertebrate evolution and were established after diverging from invertebrates. Notably, invertebrates each possess a unique GABR gene pair, which are homologous with human GABR α and β subunits, suggesting that the existing GABR gene cluster evolved from an ancestral α - β subunit gene pair (Tsang et al. 2006). During the coevolution of plants and insects, the duplications and amino acid substitutions in GABR may be beneficial for the adaptation to insecticides and terpenoid compounds (Guo et al. 2023).

      (b) The possible effects of betulin on a broader range of organisms have been acknowledged in the Introduction section (Lines 68-77): An immune stimulant, Ir-Bet, was prepared using iridium complex and betulin, which evoked ferritinophagy-enhanced ferroptosis, thereby activating anti-tumor immunity (Lv 2023). The anti-inflammatory effect of betulin has been reported in macrophages at lymphoma site in mice (Szlasa et al. 2023). Betulin has been found to improve hyperlipidemia and insulin resistance and decrease atherosclerotic plaques by inhibiting the maturation of sterol regulatory element-binding protein (Tang et al. 2011). Besides, betulin and its derivatives have been found to exhibit insecticidal activity against Plutella xylostella L. (Huang et al. 2025), Aedes aegypti (de Almeida Teles et al. 2024), and Drosophila melanogaster (Lee and Min 2024).

      (c) At the end of the introduction, we remind that betulin should be used with caution (Lines 111-112): However, given that betulin may affect a wider range of organisms, it should be used with caution.

      (2) Method

      Number of biological replicates in all assays and justification of thresholds used for significance in RNAi and survival experiments are not addressed in the manuscript.

      Thanks for your careful reading. We have checked Materials and Methods section and added corresponding number of biological replicates in all assays. Besides, the p-values for the corresponding significance analyses of RNAi and survival experiments have been added to our Manuscript.

      (2)  Discussion

      (a) Consistent with the comments on the Introduction, the absence of discussion on (i) the evolutionary conservation of GABA receptor sensitivity to betulin, (ii) potential off-target effects in non-target insects and vertebrates (if so, this cannot be use for "eco-friendly pesticide" as the authors stated in the manuscript), and (iii) ecological risks associated with the exogenous application of betulin limits both the interpretive depth and applied relevance of the study.

      (b) To strengthen the Discussion, the authors should consider addressing: (i) whether the observed sensitivity reflects a conserved pharmacological vulnerability across animal taxa or a lineage-specific adaptation; (ii) the potential ecological risks of deploying betulin as a bioinsecticide, and (iii) the need for future research into the environmental fate, degradation, and safety profile of betulin prior to any field-level application.

      Thank you for your valuable comments.

      (a) We have added the discussion of the sensitivity of GABA receptor to betulin in Discussion section (Lines 491-501): Studies on key amino acids that are crucial for GABR function has primarily focused on transmembrane regions. For instance, based on the mutational research and Drosophila GABR modeling approach, multiple key amino acids were identified as insecticide targets in the transmembrane domain (Nakao and Banba 2021). Guo et al. proposed that amino acid substitutions in the transmembrane domain 2 contribute to terpenoid insensitivity during plant-insect coevolution (Guo et al. 2023). However, these studies have neglected the extracellular domain. Our study signified that betulin targets the THR228 site in the extracellular domain of MpGABR, which is conserved only in the Aphididae family. Therefore, betulin is speculated to be a specific insecticidal substance evolved by plants in response to aphid infestation. Besides, further verification is needed to determine whether betulin is toxic to other insect species.

      (b) The discussion of potential ecological risks of deploying betulin as a bioinsecticide has been elaborated in our manuscript (Lines 538-551): The development of bioinsecticides should not only focus on the toxic effects of active substance on target organisms, but also on their influence on the ecosystem (Haddi et al. 2020). Although our results indicate that betulin had specific toxicity to aphids, previous studies have reported that betulin and its derivatives had effects on Plutella xylostella L. (Huang et al. 2025), Aedes aegypti (de Almeida Teles et al. 2024), and Drosophila melanogaster (Lee and Min 2024). Therefore, further research is needed to determine whether there are other insecticidal mechanisms or off target effects of betulin. Additionally, betulin exhibits a wide range of pharmacological activities (Amiri et al. 2020), which have been used to treat various diseases, such as cancer (Lv 2023), glioblastoma (Li et al. 2022), inflammation (Szlasa et al. 2023) and hyperlipidemia (Tang et al. 2011). Before applying betulin in the field, it is necessary to fully verify and consider whether betulin has any impact on farmers' health. Furthermore, will betulin cause residue or diffusion in the process of field application? Will long-term application promote the evolution of resistance to aphids or other insects? These issues also need further experimental verification. 

      (c) Additionally, at the end of the Discussion, we remind that more research is needed before any field application of betulin (Lines 551-553): In summary, before any field application, further research on the environmental behavior, degradation process, and safety of betulin is needed.

      Reference

      Amiri S, Dastghaib S, Ahmadi M, Mehrbod P, Khadem F, Behrouj H, Aghanoori M, Machaj F, Ghamsari M, Rosik J, Hudecki A, Afkhami A, Hashemi M, Los M, Mokarram P, Madrakian T, Ghavami S. 2020. Betulin and its derivatives as novel compounds with different pharmacological effects. Biotechnology Advances 38: 107409.

      de Almeida Teles AC, dos Santos BO, Santana EC, Durço AO, Conceição LSR, Roman Campos D, de Holanda Cavalcanti SC, de Souza Araujo AA, dos Santos MRV. 2024.

      Larvicidal activity of terpenes and their derivatives against Aedes aegypti: a systematic review and meta-analysis. Environmental Science and Pollution Research 31: 64703-64718.

      Guo L, Qiao X, Haji D, Zhou T, Liu Z, Whiteman NK, Huang J. 2023. Convergent resistance to GABA receptor neurotoxins through plant–insect coevolution. Nature Ecology & Evolution 7: 1444-1456.

      Haddi K, Turchen LM, Viteri Jumbo LO, Guedes RN, Pereira EJ, Aguiar RW, Oliveira EE. 2020. Rethinking biorational insecticides for pest management: unintended effects and consequences. Pest Management Science 76: 2286-2293.

      Huang X, Hao N, Shu L, Wei Z, Shi J, Tian Y, Chen G, Yang X, Che Z. 2025. Preparation and insecticidal activities of betulin-cinnamic acid-related hybrid compounds and insights into the stress response of Plutella xylostella L. Pest Management Science 81: 4243-4255.

      Lee HY, Min KJ. 2024. Betulinic acid increases the lifespan of Drosophila melanogaster via Sir2 and FoxO activation. Nutrients 16: 441.

      Li Q, Wang L, Tang C, Wang X, Yu Z, Ping X, Ding M, Zheng L. 2024. Adipose tissue exosome circ_sxc mediates the modulatory of adiposomes on brain aging by inhibiting brain dme-miR-87-3p. Molecular Neurobiology 61: 224-238.

      Li Y, Wang Y, Gao L, Tan Y, Cai J, Ye Z, Chen A, Xu Y, Zhao L, Tong S, Sun Q, Liu B, Zhang S, Tian D, Deng G, Zhou J, Chen Q. 2022. Betulinic acid self-assembled nanoparticles for effective treatment of glioblastoma. Journal of Nanobiotechnology 20: 39.

      Liu S, Lamaze A, Liu Q, Tabuchi M, Yang Y, Fowler M, Bharadwaj R, Zhang J, Bedont J,

      Blackshaw S, Lloyd Thomas E, Montell C, Sehgal A, Koh K, Wu Mark N. 2014. WIDE AWAKE mediates the circadian timing of sleep onset. Neuron 82: 151-166.

      Lund IV, Hu Y, Raol YH, Benham RS, Faris R, Russek SJ, Brooks Kayal AR. 2008. BDNF selectively regulates GABAA receptor transcription by activation of the JAK/STAT pathway. Science Signaling 1: ra9.

      Lv M, Zheng Y, Wu J, Shen Z, Guo B, Hu G, Huang Y, Zhao J, Qian Y, Su Z, Wu C, Xue X, Liu H, Mao Z. 2023. Evoking ferroptosis by synergistic enhancement of a cyclopentadienyl iridium-betulin immune agonist. Angewandte Chemie International Edition 62: e202312897.

      Nakao T, Banba S. 2021. Important amino acids for function of the insect Rdl GABA receptor. Pest Management Science 77: 3753-3762.

      Pope SD, Medzhitov R. 2018. Emerging principles of gene expression programs and their regulation. Molecular Cell 71: 389-397.

      Szlasa W, Ślusarczyk S, Nawrot Hadzik I, Abel R, Zalesińska A, Szewczyk A, Sauer N, Preissner R, Saczko J, Drąg M, Poręba M, Daczewska M, Kulbacka J, Drąg Zalesińska M. 2023. Betulin and its derivatives reduce inflammation and COX-2 cctivity in macrophages. Inflammation 46: 573-583.

      Tang JJ, Li JG, Qi W, Qiu WW, Li PS, Li BL, Song BL. 2011. Inhibition of SREBP by a small molecule, betulin, improves hyperlipidemia and insulin resistance and reduces atherosclerotic plaques. Cell Metabolism 13: 44-56.

      Tsang SY, Ng SK, Xu Z, Xue H. 2006. The evolution of GABAA receptor–like genes. Molecular Biology and Evolution 24: 599-610.

    1. "Cumann" is an Irish word for an association, club, or fellowship, commonly referring to the lowest local branch of an Irish political party or a non-political organization

    1. Reviewer #2 (Public review):

      Summary:

      This study investigates the role of the enzyme Alcohol Dehydrogenase 5 (ADH5) in brown adipose tissue (BAT) during aging. BAT is crucial for thermogenesis and energy balance, but its function and mass diminish with age, contributing to metabolic dysfunction and age-related diseases. ADH5, also known as S-nitrosoglutathione reductase, regulates nitric oxide (NO) signaling by damaging S-nitrosylation modifications from proteins. The authors show that aging in mice leads to increased protein S-nitrosylation but reduced ADH5 expression in BAT, resulting in impaired metabolic and cognitive functions. Deletion of ADH5 in BAT accelerates tissue senescence and systemic metabolic decline.

      Mechanisticaremoving lly, aging suppresses ADH5 via downregulation of heat shock factor 1 (HSF1), a master regulator of protein homeostasis. Importantly, pharmacologically boosting HSF1 improves BAT function and mitigates both metabolic and cognitive declines in aged mice. The findings highlight a critical HSF1-ADH5 pathway in BAT that protects against aging-related dysfunction, suggesting that targeting this pathway may offer new therapeutic strategies for improving metabolic health and cognition during aging.

      Strengths:

      This research provides insight into the interplay between redox biology, proteostasis, and metabolic decline in aging. By identifying a specific enzyme that controls SNO status in BAT and further developing a therapy to target ADH5 in BAT to prevent age-related decline, the authors have identified a putative mechanism to combat age-related decline in BAT function.

      Weaknesses:

      (1) Sex needs to be considered as a biological variable, at a minimum in the reporting of the phenotypes observed in this manuscript, but also potentially by further experimentation. The only mention of sex I could find is that the authors reported the general protein SNO status in BAT is increased with age in male C57Bl/6J mice. Is this also true in female mice? For all of the ADH5 knockout mouse data, are these also male mice? Do female ADH5 knockout mice have a consistent phenotype, or are the sex differences?

      (2) It would be helpful to know the extent of ADH5 loss in the adipose tissue of knockout mice, either by mRNA or by immunoblotting for ADH5. It could also be helpful to know if ADH5 is deleted from the inguinal adipose tissue of these mice, especially since they seem to accumulate fat mass as they age (Figure 2B).

      (3) For Figure 4D, the ChiP, it would be better to show the IgG control pulldowns. Also, there's an unexpected thing where all the values for the Adh5 flox mice are exactly the same - how is this possible? Finally, it's not clear how these BAT samples were treated with HSF1A - was this done in vivo or ex vivo?

      (4) I didn't understand what was on the y-axis in Figure 5A, nor how it was measured. I assume it's HSF1A, and maybe it's the part in the methods with the Metabolomic Analysis, but this wasn't clear. It would also help if release from the NC-Vehicle formulation could be included as a negative control.

      (5) What happens to BAT protein S-nitrosylation in HSF1A-treated mice?

      (6) Figure 1B: What is the age of the positive (ADH5BKO) and negative (Adh5 fl) mice?

      (7) Figure 1F: Can you clarify what I'm looking at in the P16ink4a panels? The red staining? Is the blue staining DAPI? This is also a problem in Figures 3C, 3D and 5G, and 5I. Figure 4B looks great - maybe this could be used as an example?

      (8) Figure 3B looks a bit odd since 7 of the 12 total mice seem to have an IL-beat level of exactly 5. I was a bit unclear about why arbitrary units were used for IL-1β levels since it says an ELISA was used to quantify IL-1β; however, in the methods the authors describe a Bio-Rad Laboratories Bio-plex Pro Mouse Cytokine 23-Plex approach, which I don't think is an ELISA. Can the approach to measuring IL-1β be clarified, and could the authors explain why they can't show units of mass for IL-1β levels?

      (9) Figure 2C and 2D: I don't really understand why the Heat or VO2 need to be expressed as fold changes. Can't these just be expressed with absolute units? It's also confusing why the heat fold change is 1.0 in the light and the dark for the floxed animal. I bet this is because the knockout is normalized to the floxed animal for light and then normalized again for the dark period, but since both are on the same graph, readers could be confused into thinking there is no difference in the heat production or VO2 between light and dark, which would be surprising. This could all just be solved if absolute units were used.

    2. Author response:

      Reviewer #1 (Public review):

      The topic is appealing given the rise in the aging population and the unclear role of BAT function in this process. Overall, the study uses several techniques, is easy to follow, and addresses several physiological and molecular manifestations of aging.  However, the study lacks an appropriate statistical analysis, which severely affects the conclusions of the work. Therefore, interpretation of the findings is limited and must be done with caution. 

      We greatly appreciate the reviewer’s encouragement. Our team is fully committed to maintaining clarity and rigor in the design, execution, and reporting of this study. We are grateful to the reviewers for bringing these issues to our attention. We also acknowledge and are working on that several statistical analyses could be reperformed to better emphasize our focus on the genetic effect of ADH5 deletion in mice of the same age.

      Reviewer #2 (Public review):

      Strengths: 

      This research provides insight into the interplay between redox biology, proteostasis, and metabolic decline in aging. By identifying a specific enzyme that controls SNO status in BAT and further developing a therapy to target ADH5 in BAT to prevent age-related decline, the authors have identified a putative mechanism to combat age-related decline in BAT function. 

      We greatly appreciate the reviewer’s encouragement. 

      Weaknesses: 

      (1) Sex needs to be considered as a biological variable, at a minimum in the reporting of the phenotypes observed in this manuscript, but also potentially by further experimentation. 

      We thank the reviewer for the insightful remark, and we agree with the reviewer that sex needs to be considered as a biological variable. We will assess ADH5 expression in aged female mice.

      (2)  It would be helpful to know the extent of ADH5 loss in the adipose tissue of knockout mice, either by mRNA or by immunoblotting for ADH5. It could also be helpful to know if ADH5 is deleted from the inguinal adipose tissue of these mice, especially since they seem to accumulate fat mass as they age (Figure 2B). 

      We thank the reviewer for the comment/suggestion. Indeed, we have measured the ADH5 expression in both brown adipose tissue (BAT) and inguinal adipose tissue (iWAT). We regret that we did not include our results in the first submission and will provide these results in the revised manuscript.

      (3)  For Figure 4D, the ChiP, it would be better to show the IgG control pulldowns. Finally, it's not clear how these BAT samples were treated with HSF1A - was this done in vivo or ex vivo? 

      We thank the reviewer for their thoughtful comment and will provide detailed information in the revised manuscript.

      (4) I didn't understand what was on the y-axis in Figure 5A, nor how it was measured.

      We apologize for not making these critical points clearer in the first submission. In the revised manuscript we will include, in detail, the logistics of the experiments in the materials and methods section, figure annotation and figure legends.  

      (5) What happens to BAT protein S-nitrosylation in HSF1A-treated mice? 

      We thank the reviewer for the insightful remark, and we will measure general protein Snitrosylation status in the BAT of HSF1A-treated mice. 

      (6) Figure 1B: What is the age of the positive (ADH5BKO) and negative (Adh5 fl) mice? 

      We regret that we did not describe our results clearly in the first submission and will provide detailed information in the revised manuscript.

      (7) Figure 1F: Can you clarify what I'm looking at in the P16ink4a panels? The red staining? Is the blue staining DAPI? This is also a problem in Figures 3C, 3D and 5G, and 5I. Figure 4B looks great - maybe this could be used as an example?  

      We regret that we did not present results clearly in the first submission and will provide detailed information in the revised manuscript.

      (8) Figure 3B looks a bit odd. Can the approach to measuring IL-1β be clarified, and could the authors explain why they can't show units of mass for IL-1β levels? 

      We will provide detailed information in the revised manuscript.

      (9) Figure 2C and 2D: I don't really understand why the Heat or VO2 need to be expressed as fold changes. Can't these just be expressed with absolute units? 

      We thank the reviewer for the insightful comment. We will present these results as suggested in the revised manuscript.

    1. designed with our particular needs, practices and context in mind, and even TiddlyWiki, the one that is the simpler and more fluent to customize, was reaching a "stress point" regarding our documentation workflows and the extension capabilities and learnability that the (primary) author of Cardumen, was intending for.

      Este punto me resulta muy interesante porque personalmente creo que varias de las herramientas tecnológicas que conozco no están pensadas con base en las necesidades, prácticas y el contexto, o se observan con consideran solo con fines lucrativos pero no con la intención de facilitar el cuidado de las memorias personales y el conocimiento comunitario.

    2. The proposed new syntax has the particular intention of dealing with the problems of TiddlyWiki's domain-specific languages (DSL) with its operators and filters that, due to TiddlyWiki's syntax and particularities, do not generate knowledge easily transportable to other contexts outside TiddlyWiki and viceversa, the knowledge you have from other programming languages/environments clashes with the TiddlyWiki's syntax and particularities.

      Esta característica también me resulta fundamental al momento de pensar la accesibilidad porque aborda el problema de la compatibilidad entre plataformas y la comunicación que puede haber entre ellas. Esto es importante porque muchas veces el conocimiento puede quedar sujeto a un formato o a un espacio en específico, restringiendo su uso y socialización en otros espacios.

    3. 2. For a minimalist wiki engine, isn't redundant to have two scripting languages and two hypermedia frameworks/libraries Short answer: for the scripting part no, as YueScript is intended for the end user while Lua is for the developer, and because the first transpiles to the second, this combination will eventually cover a learning path between users and developres. For the hypermedia part yes, but HTMX may be replaced in the future with Datastar, once more understanding and limits of the first are reached, while we build the infrastructure for the second, particularly for real time apps.

      Aquí se habla de lenguajes e hipermedios como Yuescrip que es para usuario que usan wiki, Lua para los programadores y Yuescript se convierte en Lua, para aprender poco a poco, tambien se habla de hipermedios como htmx, y a futuro llega datastar por optimizar tiempos, pero sigo pensando en el proceso de aprender , de a poco es bueno, con ejemplos, teniendo en cuenta el nivel principiantes y mas avanzados.

    4. Non FAQ Cardumem is inmature/unknown enough to not have any Frequently Asked Questions (FAQ), but here are some of the imagined ones to start with: 1. Why another wiki engine? There is plenty of wiki engines with variety of features and we have had direct experience with several of them (MoinMoin, Dokuwiki, MediaWiki, Tiddlywiki) since early 2000's until now. Because of that, we acknowledge the software crafmanship and dedication behind such creations from their developers and the communities around them. So, what is the Cardumem's differential offering that deserves to create even more sofware? Cardumem is proposed, in the context of the Grafoscopio community, where we have experimented with digital metatools and the notion of interpersonal wikis as a way to collect and care for personal and community knowledge and memory. Because of the connections of members in the Grafoscopio community with places in other communities and academia, our practices and infrastructures has been tested in different contexts: linguistic revitalizing for indigenous communities in the Colombian Amazonas, Role Playing games, diagnosis of community learning needs in information and communication technologies, and examples (1, 2) of personal blikis (blogs + wikis), among others. Our previous and current experience with wiki engines, made me wonder about new possibilities, considering that none of the previous wiki engines were: designed before the current increasing rise and awareness of hypermedia systems. designed with our particular needs, practices and context in mind, and even TiddlyWiki, the one that is the simpler and more fluent to customize, was reaching a "stress point" regarding our documentation workflows and the extension capabilities and learnability that the (primary) author of Cardumen, was intending for. Given that our needs, practices and workflows in the Grafoscopio community were feeding other communities and individuals, I thought that a deeper exploration would be interesting in order to adress the required tool evolution in Grafoscopio community and other possible future beneficiaries, like the communities and individuales that are using our customizations in Amazonas, the coffe region, Bogotá and maybe some other places, specialy in the Global South. Lua and YueScript would resonate with the simplicity that exists in TiddlyWiki and while a web server is added, to create a Multi-Page Application (or MPA) instead of the Single Page Application (or SPA), it is expected to maintain much of the cross-platform portability, thanks to the high embeddability of Lua/YueScript and the simplicity of hypermedia systems, compared to their JavaScript counterparts. The table as a single data structure in Lua and functions as first class citizens, would preserve the uniqueness of Tiddlers for storing wiki content, appearance and functionality and would explore the Tiddler Philosophy of providing an "algebra of information", which allows remixing "minimal units of meaning with richly modelled relationships between them" in languages beyond JavaScript.

      Comprendo que Cardumen es nuevo y se esta desarrollando, aunque menciona que es mas fácil de usar que el tiddlywiki, pienso que las microwikis tienen un transfondo de lenguaje de programación, de manual de uso, entonces cardumen piensa en lo mas adaptable y esta bien, pero el hecho de hablar en común sobre lenguajes de programación, de sistemas, de tecnología etc, se generan estos lenguajes diferentes a Java que es muy chévere, también genera estos retos en la enseñanza y acompañamiento adecuado para que tenga el alcance que se desea.

    5. New Syntax The relation between notation and thought has been expressed repeatedly: from the practical imposibility to multiply in roman numbers versus the easiness to do it with arabic numbers, to the convenience of changing between Leibnitz's and Newton's notation for derivates and how that makes some manipulations easier for particular context, to the Kenneth's Iversson's "Notation as a tool for thought" and its impact on APL and its successors. So, how a new syntax can make more explicit the Hipertextual Algebra we talked before and empower memory/knowledge hypertextual/hypermedia practices? Cardumem is an exploration of that inquiry. The proposed new syntax has the particular intention of dealing with the problems of TiddlyWiki's domain-specific languages (DSL) with its operators and filters that, due to TiddlyWiki's syntax and particularities, do not generate knowledge easily transportable to other contexts outside TiddlyWiki and viceversa, the knowledge you have from other programming languages/environments clashes with the TiddlyWiki's syntax and particularities. That means that the gentle curve that TiddlyWiki provides between being a content creator and a functionality creator within the wiki, with the smooth transitions between lightweight markup languages, macros, filters and operators, is limited in the future, if one wants to use those concepts in a more general way or mix them with knowledge coming from other programming environments/languages. With Cardumem, a DSL could be implemented, which would also be simple to learn, but which embodies more general concepts such as functional programming, pipelining, data injection and transformation, and which can be more easily reused and transported in other contexts. In this way, the gentle learning curve described above is preserved, while being generalized at the same time. The new syntax3 is provided by YueScript and Mustache logicless templating system, so expressions like this should be available to select all units of information (called Dumems in Cardumem) tagged as "member", randomize them and apply a particular template/style: tagged("member") |> ramdomize() |> stylize("MemberTemplate") As you can see, the readability should be greatly improved over other wiki engines (including TiddlyWiki) and composability should be made more explicit. Because of that and the hypermedia metatools approach, we hope that syntax encourages the exploration of new pragmatics and semantics, so more people traverse the gentle curve between content and functionality creator, while exploring the "algebra of hypertext" in their particular projects, like the ones we had with other wiki engines: Personal Knowledge Management, interpersonal wikis (1, 2), web portafolios, linguistic revitalization in Colombian Amazonas, community's memory, role playing games, among others

      El tema de los lenguajes en si es tenso, aprenderlo genera retos como las nuevas formas de escribir, la familiarización con los símbolos y la gramática, bien sea para interpretar de forma correcta o traducir adecuadamente, y estos elementos se encuentran en este proceso, creo que es poco a poco para que el proceso de guardar, organizar y mejorar evolucionando a formas mas claras y fáciles sea realmente efectivo, toma tiempo, porque el proceso de aprender lo técnico, los temas de programación funcionales todo esto presentando ejemplos claros incluyendo esos elementos de comunidades y juegos.

    6. Cardumem Wiki Cardumem is a wiki engine that continues TiddlyWiki's pioneer and long lasting exploration of an "algebra of hypertext", but goes beyond the JavaScript ecosystem, by reimagining such exploration from a Hypermedia Metatools approach. In a sense, Cardumem is a homage to TiddlyWiki, while (re)thinking/extending its deep ideas from another angle. Cardumem is a prototype of a minimalist extensible wiki engine, inspired by TiddlyWiki and backwards compatible with its data, made by combining Lua/YueScript + HTMX/Datastar, for server-side hypermedia programming, instead of client-side JavaScript. Cardumem tries to introduce new syntax for what Jeremy Ruston, author of TiddlyWiki would call1 an "algebra of hypertext", while supporting various of the pragmatics (practices) we have in several communities and projects that already use TiddlyWiki, and hopefully empowering the practices we care more about and introducing new ones. With the new syntax we try to support a similar gentle curve between being a content creator and a functionaly creator, like in TiddlyWiki's while implementing a more parsimonious design with syntax/concepts that can be applied more fluently outside our wiki engine (like data piping, templating and functional programming). A metatool is a tool that is used to describe, build and modify itself and eventualy other tools. Because of that, metatools are particularly useful to build custom workflows. While Cardumem at the moment is not build in itself, one important objective is to use the lessons of the Grafoscopio community building metatools, to boostrap first the usage of Cardumem in a particular community and then the meta properties of the tool, so it can be modified for such community. It that sense ours is also a practical and embodied inquiry and reflection in resonance with the Malleable Systems Collective (in fact, we found such collective after finishing the PhD research that conduced to the Grafoscopio metatool and community around it)

      Encuentro interesante como en base a una herramienta se puede generar otra de forma mejorada y que en el transfondo siempre sea solucionar y hacer mas fácil y flexible las necesidades y las formas de uso de los usuarios, ya que estos elementos están implícitos en el acceso de la información.

    7. Cardumem is proposed, in the context of the Grafoscopio community, where we have experimented with digital metatools and the notion of interpersonal wikis as a way to collect and care for personal and community knowledge and memory. Because of the connections of members in the Grafoscopio community with places in other communities and academia, our practices and infrastructures has been tested in different contexts: linguistic revitalizing for indigenous communities in the Colombian Amazonas, Role Playing games, diagnosis of community learning needs in information and communication technologies, and examples (1, 2) of personal blikis (blogs + wikis), among others.

      se ve que Cardumem no nace solo por curiosidad técnica, sino que responde a necesidades reales de las comunidades. Me parece super valioso que lo relacionen con la memoria comunitaria y la revitalización de lenguas, esto hace que el programa también pueda tener un impacto social y humano.

    8. With Cardumem, a DSL could be implemented, which would also be simple to learn, but which embodies more general concepts such as functional programming, pipelining, data injection and transformation, and which can be more easily reused and transported in other contexts. In this way, the gentle learning curve described above is preserved, while being generalized at the same time.

      Lo que entiendo es que quieren un lenguaje más fácil y práctico por que así más personas pueden usarlo sin enredarse. Si la forma de escribir la información es clara, también lo será la forma de organizar nuestras ideas. y eso me parece muy interesante.

    9. Cardumem is a prototype of a minimalist extensible wiki engine, inspired by TiddlyWiki and backwards compatible with its data, made by combining Lua/YueScript + HTMX/Datastar, for server-side hypermedia programming, instead of client-side JavaScript. Cardumem tries to introduce new syntax for what Jeremy Ruston, author of TiddlyWiki would call1 an "algebra of hypertext", while supporting various of the pragmatics (practices) we have in several communities and projects that already use TiddlyWiki, and hopefully empowering the practices we care more about and introducing new ones. With the new syntax we try to support a similar gentle curve between being a content creator and a functionaly creator, like in TiddlyWiki's while implementing a more parsimonious design with syntax/concepts that can be applied more fluently outside our wiki engine (like data piping, templating and functional programming).

      Me llama la atención como se presenta a Cardumem, es como una especie de continuación de Tiddly Wiki, pero con un enfoque más amplio. Me parece interesante que lo llamen “álgebra de hipertexto”, porque no se trata solo de unir información como en cualquier wiki. Da la sensación de que no es solo un programa, sino también una manera de reflexionar sobre cómo organizamos el conocimiento. Esto nos invita a meditar que no es únicamente una herramienta técnica, sino un espacio para experimentar con nuevas formas de aprender y compartir.

    10. Cardumem is proposed, in the context of the Grafoscopio community, where we have experimented with digital metatools and the notion of interpersonal wikis as a way to collect and care for personal and community knowledge and memory. Because of the connections of members in the Grafoscopio community with places in other communities and academia, our practices and infrastructures has been tested in different contexts

      Encuentro muy interesante el tomar a TiddlyWiki como una inspiración por su facilidad de uso y alta customización y transformarla a partir de las necesidades de una comunidad, siempre es bueno tomar una formula que ya funciona y potenciarla, por lo que aprecio que le den crédito a esta plataforma. Ahora bien, se destaca la necesidad de portabilidad entre plataformas como uno de los motivos para crear Cardumem, lo que me parece más que justificado cuando se menciona que la comunidad objetivo trabaja para proteger la memoria y el conocimiento comunitario. Sin opciones para la portabilidad es difícil construir conocimiento colectivo que permita la trazabilidad hacia el contenido original y su creador, por lo que hacer una wiki que, por medio de Lua/YueScript logre solventar este problema, me parece una excelente iniciativa.

    1. un rey viejo pero insensato

      Una persona con años y experiencia en puestos de responsabilidad, quizá crea que no necesita consejos de nadie, y se vuelva insensato porque se siente confiado y seguro, pero aprenderá rápido el poder la fama, sin humildad ni sabiduría, es efímera, y en éste caso hasta un joven, que quizás estuvo preso por éste, puede llegar a ocupar su lugar.

    1. L’action de Trump est pourtant clairement orientée vers le contraire du chaos guerrier y compris en Ukraine.

      Sa lutte contre le nihilisme woke est en cours et couvre toute l’étendue du désastre mis en place, depuis les transgenres dans l’armée jusqu’à l’immigration illégale massive, en passant par la grande corruption vaccinale.

      La grande thèse de Todd est la quasi-annexion d’Israël, ce qui suppose que l’attaque du Hezbollah, de l’Iran, du Qatar furent faites avec son accord préalable, tout comme l’acharnement à Gaza. Cela semble hautement invraisemblable et les choses sont bien plus compliquées que cela, comme on dit.

      Et puis, les humiliations et attaques caractérisées de Trump contre les européens ne sont-elles pas plutôt de raisonnables rétorsions contre la folie Européenne, et aussi des vengeances justifiées contre les dirigeants européens tous ligués contre son élection ?

    1. l’alignement des systèmes de coordonnées

      Depuis quelques mois il y a une possibilité de connecter le LLM Claude à QGIS (je n'ai pas la méthode précise, mais trouvable sur Youtube et vue sur LinkedIn). Est-ce qu'il n'y a pas moyen de tester grâce à l'IA un réalignement des systèmes de coordonnées ? Au-delà, une intervention à DistamLab par un usager de l'IA dans les SIG pourrait être intéressante.

    1. ven ifwe cannot read the signs) they make their presence felt. When I first entered the multicultural, multiethnic class-room setting I was unprepared. I did not know how to cope effective!y with so much "diflerence.

      This line reveals how diversity in the classroom cannot be met with good intentions alone. Even educators who support progressive politics often lack the practical tools and experience to engage with real cultural difference. Acknowledging unpreparedness is powerful because it highlights that genuine multicultural teaching requires self-reflection, humility, and new strategies. Rather than assuming inclusivity comes naturally, this moment illustrates that teachers must be willing to relearn and adapt, modeling the same openness to growth they ask of their students.

    1. Entre los hitos más recordados de su gestión macrista está el bono a 100 años que colocó por 2.700 millones de dólares, pero también sus maniobras a partir de 2018, cuando los fondos frescos comenzaron a escasear. Ese mayo logró vender 3.000 millones de dólares en bonos del Tesoro en pesos a los fondos Templeton y BlackRock con el objetivo de mostrar que el Gobierno todavía tenía acceso a los mercados. Le propuso entonces a Macri pedir un rescate al Fondo Monetario Internacional que resulto el más grande en la historia de la institución (57.000 millones de dólares).

      key element

    2. El entonces secretario se ganó con rapidez el aprecio del presidente gracias al acuerdo alcanzado con los fondos buitre que habían llevado a Argentina a los tribunales en 2010 y que bloqueaba el acceso del país sudamericano a los mercados financieros. Desde ese momento, el crédito privado internacional comenzó a fluir a raudales y Caputo fue ascendido a ministro de Finanzas a principios de 2017. Argentina había regresado al mundo y el entonces jefe de Gabinete, Marcos Peña, lo bautizó como “el Messi de las finanzas”.

      Dealing with vulture funds

    1. "y contrast, in situ measurements, although resource-intensive, can achieve exceptionally high resolutions limited only by the size of the sensor (for example, an iButton measures temperature across the size of the sensor53, which is 1.7 cm wide), and its capacity to collect tem-poral data (one measurement per minute for iButtons)" oohhh fun toy??

    1. List all folders/files created/modified over the last two month by the owner/curator of the Peergos Name: hyperpost

      Gyuri Lajos Lead Envisioneer for the Indy Learning Commons on the IndyWeb

      Annotate this listing for providing publicly shared information related to non public documents/folders

      add secret links with passwords and expiry dates to provide controlled access to information or anchoring threaded conversations

      Yes Indywiki is the Way

      the alternative that completes it to o bbecome what it always dreamed to be but failed to become

    1. y in Africa this prehistoric-historic distinction has little value. Most h

      written records are not the only way to study history: oral and lineage- based societies matter too.

    1. jeu Grid Garden

      Encore une fois, merci pour le partage. Je le conseille vivement si vous voulez manipuler les propriétés qu'on vient de voir (on en apprend d'autres aussi). Pour info, il y a 28 "niveaux", et à chacun d'eux, on manipule une ou deux propriétés.

    1. = 🗺️ MEMpLEX Map

      on - notation

      salience - applicative structure - referential - intentional - experiential - transparency - intellectual manageability

      implicate/named interpretations means of combination means of abstraction

    1. Dossier d'Information : La Méthode Réconciliations

      Résumé

      La méthode "Réconciliations" est une approche pédagogique innovante, conçue par Jérémie Fontanieu, professeur de sciences économiques et sociales (SES), et son ancien collègue David Benoit, professeur de mathématiques au lycée de Drancy.

      Née en 2012 du constat de la démotivation des élèves, de l'épuisement des enseignants et de la rupture de communication entre l'école et les familles, cette méthode repose sur un principe fondamental : la création d'une alliance solide et proactive entre les professeurs et les parents.

      Le protocole s'articule autour de deux piliers : un appel téléphonique à chaque famille avant même la rentrée scolaire pour établir un contact de confiance, suivi de l'envoi d'un SMS individualisé et hebdomadaire pour maintenir un dialogue constant tout au long de l'année.

      En transformant les parents en "alliés indéfectibles", la méthode change la dynamique de la classe.

      Les élèves, conscients de cette communication permanente, deviennent plus engagés et responsables, ce qui enclenche un cercle vertueux de progrès, d'encouragements et de réussite.

      Les résultats sont probants : la classe de Jérémie Fontanieu affiche 100% de réussite au baccalauréat depuis l'année scolaire 2017-2018.

      Au-delà des performances académiques, la méthode réduit considérablement le temps consacré à la discipline, diminue le sentiment d'isolement des professeurs et réconcilie les enseignants avec leur métier.

      Développée de manière indépendante, sans soutien institutionnel, la méthode se diffuse via un collectif d'enseignants qui comptait 350 membres pour l'année 2023/2024, avec un objectif de 1000 participants.

      Flexible, elle est appliquée avec succès de l'école primaire au lycée, dans des contextes socio-économiques variés, des zones prioritaires aux centres-villes et zones rurales.

      1. Genèse et Contexte de la Méthode

      La méthode Réconciliations est née d'une série de constats alarmants sur l'état du système éducatif, particulièrement exacerbés dans des contextes socio-économiques difficiles comme la Seine-Saint-Denis.

      A. Les constats initiaux

      Jérémie Fontanieu identifie plusieurs sources de frustration et d'échec qui ont motivé le développement de son approche :

      L'épuisement et le désespoir des enseignants : Particulièrement chez les plus jeunes, un sentiment d'abandon par l'institution face à la "violence de ce métier" et une impuissance face à des adolescents qui "gâchent leur potentiel".

      Les professeurs se sentent seuls à porter toutes les responsabilités.

      La démotivation des élèves : Souvent "accros aux écrans et aux réseaux sociaux", les élèves manquent d'implication dans leur scolarité, ce qui accroît la frustration de leurs professeurs.

      Ils ont "la flemme" ou manquent de confiance en eux.

      La rupture entre parents et enseignants : Une distance, voire une confrontation, entre ces deux pôles éducatifs, marquée par des "quiproquos et des failles" que les élèves exploitent.

      Les parents, souvent tenus à l'écart, reçoivent des informations partielles de leurs enfants.

      Les appels de l'école sont quasi systématiquement perçus comme des annonces de mauvaises nouvelles.

      Le sentiment d'abandon généralisé : En Seine-Saint-Denis, élèves et parents se sentent délaissés par l'Éducation nationale et la République, percevant l'école comme une "machine à broyer" incapable de les intégrer.

      Ce sentiment est également partagé par les enseignants face à la pénurie structurelle, les faibles salaires et la dégradation des conditions de travail.

      B. La déconstruction du "Mythe du prof héros"

      Jérémie Fontanieu, dans son livre Le Mythe du prof héros, analyse une construction culturelle qu'il juge toxique.

      Ce mythe, hérité des "hussards noirs de la République" du XIXe siècle, place l'enseignant sur un piédestal et lui attribue des capacités extraordinaires.

      Un mythe à double tranchant : Si l'idée de valoriser les professeurs est belle en apparence, elle conduit les parents à se décharger entièrement sur l'enseignant ("les laisser gérer").

      Une source de culpabilité : Pour les professeurs, cette attente irréaliste engendre un "sentiment de culpabilité de ne pas réussir à être à la hauteur du mythe".

      Un frein à l'implication parentale : Ce mythe dissuade les parents de s'impliquer, alors même qu'ils ont un rôle crucial à jouer.

      Fontanieu insiste sur le fait que l'implication parentale n'est pas forcément intellectuelle mais relève de "l'attention morale", du soutien aux valeurs d'honnêteté et de courage, communes à l'éducation parentale et scolaire.

      2. Principes Fondamentaux et Mécanisme Opérationnel

      La méthode Réconciliations repose sur une stratégie de co-éducation proactive, simple et structurée, visant à faire des parents des partenaires centraux du processus éducatif.

      A. Le socle : l'alliance parents-professeurs

      L'idée centrale est de "nouer le dialogue" entre professeurs et parents pour créer un binôme solide.

      En informant systématiquement les parents, l'enseignant change de statut aux yeux des élèves.

      Ces derniers, réalisant que leurs parents et professeurs "sont devenus des amis", ne peuvent plus exploiter le manque de communication.

      B. Le mécanisme en deux temps

      La méthode s'appuie sur deux actions clés, mises en œuvre dès le début de l'année scolaire.

      Étape

      Description

      Objectifs

      1. L'appel téléphonique initial

      L'enseignant contacte chaque famille personnellement "le 31 août ou le 1er septembre", avant même qu'un problème ne survienne.

      • - Établir la confiance : Les parents, "positivement surpris", apprécient cette attention et deviennent rapidement des alliés.<br>\
        • Présenter la démarche : L'enseignant explique sa méthode et son intention de collaborer.<br>\
        • Dédramatiser la communication : L'appel n'est pas lié à une sanction, ce qui change la perception de l'école.

      2. Les SMS hebdomadaires

      Chaque semaine, un SMS individualisé est envoyé à chaque famille pour l'informer du comportement et du travail de l'enfant, "y compris lorsqu’il n’y a pas de problème".

      • - Maintenir un dialogue constant : Assurer un suivi régulier et éviter les ruptures de communication.<br>
      • - Valoriser et encourager : Les SMS permettent de féliciter les efforts et les progrès, renforçant la motivation.<br>\
        • Assurer la cohésion : Le fait que tous les élèves soient concernés, qu'ils soient en difficulté ou non, évite la stigmatisation et favorise la solidarité.

      Jérémie Fontanieu souligne que cette approche est "contre-intuitive" car elle demande un investissement de travail supplémentaire en début d'année, mais que ce temps est "largement rentabilisé" par la suite.

      3. Impacts et Résultats Observés

      La mise en place de la méthode Réconciliations génère des effets positifs et mesurables sur l'ensemble des acteurs du système éducatif : élèves, enseignants et parents.

      A. Sur les élèves

      Engagement accru : Constatant l'alliance entre parents et professeurs, les élèves deviennent "moins passifs et plus engagés" et prennent leurs responsabilités.

      Cercle vertueux de la réussite : L'investissement croissant des élèves entraîne des progrès, qui sont salués par les adultes (parents et professeurs).

      Ces encouragements renforcent à leur tour l'implication, créant "une dynamique de réussite, de confiance et d'espoir pour tous".

      Amélioration des résultats scolaires : Depuis l'année scolaire 2017-2018, la classe de terminale de Jérémie Fontanieu affiche un taux de 100% de réussite au baccalauréat.

      Les élèves terminent le programme en avance, ce qui leur laisse "beaucoup de temps pour réviser".

      Gain de confiance : La méthode permet aux élèves de réussir "là où ils pensaient ne pas en être capable", ce qui les encourage à poursuivre des études supérieures.

      B. Sur les enseignants

      Réduction de la charge disciplinaire : Le partenariat avec les parents diminue les comportements perturbateurs. C'est "de l'énergie dépenser en moins à faire sa discipline".

      Fin de l'isolement : Les professeurs ne se sentent plus seuls à tout porter sur leurs épaules.

      Ils trouvent un soutien précieux chez les parents, qui deviennent des "alliés indéfectibles" les protégeant des "violences du métier".

      Réconciliation avec le métier : La méthode permet aux enseignants de se consacrer à leur cœur de métier : l'enseignement. Jérémie Fontanieu évoque "une réconciliation entre nous, enseignants, et notre métier".

      Gestion du temps optimisée : Bien que l'approche puisse sembler chronophage, elle fait en réalité gagner "beaucoup de temps" en réduisant les conflits et en augmentant l'implication des élèves.

      C. Sur les parents

      Partenaires actifs : Les parents deviennent des "acteurs clés" et des partenaires fiables, intégrés au processus éducatif.

      Influence positive : Ils réalisent l'influence qu'ils peuvent avoir, même sans compétences académiques spécifiques. Leur rôle est un levier d'attention morale et de soutien.

      Relation apaisée avec l'école : La communication régulière et positive transforme la relation, qui n'est plus basée sur la crainte des mauvaises nouvelles.

      4. Le Collectif "Réconciliations" : Diffusion et Organisation

      La méthode, initialement expérimentale, est aujourd'hui portée par un collectif d'enseignants en pleine croissance, qui fonctionne sur un modèle horizontal et indépendant.

      A. Historique et croissance

      Développement : La méthode a été développée à partir de 2012 au lycée Eugène Delacroix de Drancy.

      Création du collectif : Après avoir constaté des résultats "suffisamment forts", le collectif est créé en 2021 pour partager la méthode.

      Expansion rapide : Le collectif est passé de 200 enseignants à 350 pour l'année 2023-2024, avec des projections autour de 500 pour 2024-2025.

      Objectif : Atteindre une masse critique de 1000 enseignants pour passer à une phase de diffusion à plus grande échelle via un site internet et un manuel.

      B. Philosophie et indépendance

      Le collectif revendique une indépendance totale et refuse "aucun soutien institutionnel". Jérémie Fontanieu explique ce choix : "Nous utilisons notre liberté pédagogique.

      Nous sommes indépendants, et nous sommes très attachés à la diffusion horizontale de cette méthode, de professeur à professeur.

      Nous grandissons plus lentement sans l’aide de l’État, mais de manière plus saine". La diffusion se fait principalement par le bouche-à-oreille.

      C. Portée et applicabilité

      La méthode Réconciliations démontre une grande flexibilité et s'adapte à divers contextes :

      Niveaux scolaires : Elle est appliquée de l'école primaire (CM2) jusqu'au lycée.

      Contextes géographiques et sociaux : Si elle est née en "quartier populaire", environ la moitié des enseignants qui l'utilisent travaillent en zones rurales ou dans des établissements de centre-ville, prouvant sa pertinence au-delà des zones d'éducation prioritaire.

      5. Accès à la Méthode et Ressources Disponibles

      Pour préserver la qualité de l'accompagnement, l'accès à la méthode est actuellement contrôlé par son fondateur en attendant que le collectif atteigne sa taille cible.

      Comment participer : Les enseignants intéressés doivent contacter directement Jérémie Fontanieu par email à l'adresse projet.reconciliations@gmail.com.

      Les détails de la méthode restent "assez secrets" et ne sont pas communiqués publiquement pour le moment.

      Outils de soutien pour les membres : Les professeurs qui rejoignent le collectif ont accès à un ensemble d'outils pratiques :

      • ◦ Vidéos et tutoriels (notamment pour la rédaction des SMS).   
      • ◦ Groupes de discussion en ligne.   
      • ◦ Visioconférences hebdomadaires.   
      • ◦ Une rencontre annuelle pour un suivi et une formation continue.

      Ressources publiques : Pour en savoir plus sur la philosophie de la méthode, le public peut consulter :

      • ◦ Le livre de Jérémie Fontanieu, "Le Mythe du prof héros".   
      • ◦ Le film documentaire "Le Monde est à eux", sorti au cinéma en mars 2024.   
      • ◦ Un deuxième documentaire disponible en ligne, montrant l'application de la méthode en écoles primaires et au collège.
  5. Sep 2025