Guillaume Dumas

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Guillaume Dumas
Professeur adjoint, Université de Montréal
Guillaume Dumas

Guillaume Dumas est professeur adjoint de psychiatrie computationnelle à la Faculté de médecine de l’Université de Montréal et chercheur principal du laboratoire de Psychiatrie de Précision et de Physiologie Sociale du Centre de recherche du CHU Sainte-Justine. Il est titulaire de la chaire IVADO en « IA et santé mentale », et de la bourse FRQS J1 en « IA et santé numérique ».

Il était auparavant chercheur permanent en neurosciences et en biologie computationnelle à l’Institut Pasteur (Paris, France). Avant cela, il a été chercheur postdoctoral au Center for Complex Systems and Brain Sciences (FAU, USA). Il est titulaire d’un diplôme d’ingénieur en ingénierie avancée et informatique (École Centrale Paris), de deux masters (physique théorique, Université Paris-Saclay ; sciences cognitives, ENS/EHESS/Paris 5), et d’un doctorat en neurosciences cognitives (Sorbonne Université).

Ses recherches visent à combiner l’intelligence artificielle, les neurosciences cognitives et la médecine numérique à travers un programme interdisciplinaire suivant deux axes principaux :
– L’intelligence artificielle pour la santé mentale, en créant de nouveaux algorithmes pour étudier le développement de l’architecture cognitive humaine et pour fournir une médecine personnalisée en neuropsychiatrie en utilisant des données allant du génome aux smartphones.
– Les neurosciences sociales pour l’intelligence artificielle, en traduisant la recherche fondamentale sur le cerveau et le formalisme des systèmes dynamiques en des modèles hybrides neurocomputationnels et apprentissage machine (NeuroML) et de nouvelles architectures avec des capacités d’apprentissage social (NeuroIA Sociale & IHM).

Publications

2021-07

Non-C. difficile Clostridioides Bacteremia in Intensive Care Patients, France
Guillaume Morel, Guillaume Mulier, Etienne Ghrenassia, Moustafa Abdel Nabey, Yacine Tandjaoui, Achille Kouatchet, Laura Platon, Frédéric Pène, Anne-Sophie Moreau, Amelie Seguin, Damien Contou, Romain Sonneville, David Rousset, Muriel Picard, Guillaume Dumas, Djamel Mokart, Bruno Megarbane, Guillaume Voiriot, Isabelle Oddou, Elie Azoulay... (2 more)
Emerging Infectious Diseases
(2021-07-01)
europepmc.org

2021-06

Pattern of Brain Injury in Patients With Thrombotic Thrombocytopenic Purpura in the Precaplacizumab Era.
Adrien Mirouse, Stéphane Legriel, Guillaume Dumas, Guylaine Labro, Agnès Veyradier, Lara Zafrani, Sandrine Valade, Yannick Hourmant, David Boutboul, Michael Darmon, Paul Coppo, Eric Mariotte and Elie Azoulay
Critical Care Medicine
(2021-06-24)
pubmed.ncbi.nlm.nih.gov
Reply to: Sklar and Yarnell, and Stahl et al.
Guillaume Dumas, Elie Azoulay and Michael Darmon
American Journal of Respiratory and Critical Care Medicine
(2021-06-17)
europepmc.org
Elevated plasma IL-6 and CRP levels are associated with adverse clinical outcomes and death in critically ill SARS-CoV-2 patients: inflammatory response of SARS-CoV-2 patients.
Jean-Rémi Lavillegrand, Marc Garnier, Agathe Spaeth, Nathalie Mario, Geoffroy Hariri, Antoine Pilon, Enora Berti, Fabienne Fieux, Sara Thietart, Tomas Urbina, Matthieu Turpin, Lucie Darrivere, Muriel Fartoukh, Franck Verdonk, Guillaume Dumas, Alain Tedgui, Bertrand Guidet, Eric Maury, Yannick Chantran, Guillaume Voiriot... (1 more)
Annals of Intensive Care
(2021-06-09)
annalsofintensivecare.springeropen.com
Brainhack: developing a culture of open, inclusive, community-driven neuroscience
Rémi Gau, Stephanie Noble, Katja Heuer, Katherine L. Bottenhorn, Isil P. Bilgin, Yu-Fang Yang, Julia M. Huntenburg, Johanna M.M. Bayer, Richard A.I. Bethlehem, Shawn A. Rhoads, Christoph Vogelbacher, Valentina Borghesani, Elizabeth Levitis, Hao-Ting Wang, Sofie Van Den Bossche, Xenia Kobeleva, Jon Haitz Legarreta, Samuel Guay, Selim Melvin Atay, Gael P. Varoquaux... (199 more)
Neuron
(2021-06-02)
europepmc.org

2021-05

Learning Brain Dynamics with Coupled Low-Dimensional Nonlinear Oscillators and Deep Recurrent Networks
Germán Abrevaya, Guillaume Dumas, Aleksandr Y. Aravkin, Peng Zheng, Jean-Christophe Gagnon-Audet, James Kozloski, Pablo Polosecki, Guillaume Lajoie, David Cox, Silvina Ponce Dawson, Guillermo Cecchi and Irina Rish
Neural Computation
(2021-05-26)
direct.mit.edu
Infectious events in patients with severe COVID-19: results of a cohort of patients with high prevalence of underlying immune defect
Anastasia Saade, Giulia Moratelli, Guillaume Dumas, Asma Mabrouki, Jean-Jacques Tudesq, Lara Zafrani, Elie Azoulay and Michael Darmon
Annals of Intensive Care
(2021-05-25)
annalsofintensivecare.springeropen.comPDF
Importance of Lung Epithelial Injury in COVID-19 Associated Acute Respiratory Distress Syndrome: Value of Plasma sRAGE.
Natacha Kapandji, Elise Yvin, Magali Devriese, Constance de Margerie-Mellon, Giulia Moratelli, Virginie Lemiale, Matthieu Jabaudon, Elie Azoulay, Jean-Michel Constantin and Guillaume Dumas
American Journal of Respiratory and Critical Care Medicine
(2021-05-25)
dx.doi.org
Imbalanced social-communicative and restricted repetitive behavior subtypes of autism spectrum disorder exhibit different neural circuitry
Natasha Bertelsen, Isotta Landi, Richard A I Bethlehem, Jakob Seidlitz, Elena Maria Busuoli, Veronica Mandelli, Eleonora Satta, Stavros Trakoshis, Bonnie Auyeung, Prantik Kundu, Eva Loth, Guillaume Dumas, Sarah Baumeister, Christian F Beckmann, Sven Bölte, Thomas Bourgeron, Tony Charman, Sarah Durston, Christine Ecker, Rosemary J Holt... (15 more)
Communications Biology
(2021-05-14)
europepmc.org
Reciprocity and alignment: quantifying coupling in dynamic interactions
Guillaume Dumas and Merle T. Fairhurst
Royal Society Open Science
(2021-05-12)
europepmc.org
The N170 Face-Sensitive Brain Response: Toward a Stratification Biomarker for ASD
Emily Jones, Luke Mason, Carolin Moessnang, Christopher H Chatham, Lindsay Ham, Julian Tillmann, Guillaume Dumas, Claire Louise Ellis, Claire Leblond, Freddy Cliquet, Thomas Bourgeron, Tony Charman, Jan Koenraad Buitelaar, Eva Loth, Mark Johnson and Declan G. Murphy
INSAR 2021
(2021-05-05)
Identification of Distinct Immunophenotypes in Critically Ill Coronavirus Disease 2019 Patients.
Thibault Dupont, Sophie Caillat-Zucman, Véronique Fremeaux-Bacchi, Florence Morin, Etienne Lengliné, Michael Darmon, Régis Peffault de Latour, Lara Zafrani, Elie Azoulay and Guillaume Dumas
Chest
(2021-05-01)
europepmc.org

2021-04

#EEGManyLabs : investigating the replicability of influential EEG experiments
Yuri G Pavlov, Nika Adamian, Stefan Appelhoff, Mahnaz Arvaneh, Christopher S Y Benwell, Christian Beste, Amy R Bland, Daniel E Bradford, Florian Bublatzky, Niko A Busch, Peter E Clayson, Damian Cruse, Artur Czeszumski, Anna Dreber, Guillaume Dumas, Benedikt Ehinger, Giorgio Ganis, Xun He, José A Hinojosa, Christoph Huber-Huber... (39 more)
Cortex
(2021-04-02)
europepmc.org

2021-03

Survival in Immunocompromised Patients Ultimately Requiring Invasive Mechanical Ventilation: A Pooled Individual Patient Data Analysis .
Guillaume Dumas, Virginie Lemiale, Nisha Rathi, Andrea Cortegiani, Frédéric Pène, Vincent Bonny, Jorge Salluh, Guillermo M. Albaiceta, Marcio Soares, Ayman O Soubani, Emmanuel Canet, Tarik Hanane, Achille Kouatchet, Djamel Mokart, Pia Lebiedz, Melda Türkoğlu, Rémi Coudroy, Kyeongman Jeon, Alexandre Demoule, Sangeeta Mehta... (8 more)
American Journal of Respiratory and Critical Care Medicine
(2021-03-22)
europepmc.org
Beyond Correlation versus Causation: Multi-brain Neuroscience Needs Explanation.
Quentin Moreau and Guillaume Dumas
Trends in Cognitive Sciences
(2021-03-19)
europepmc.org
Electro-clinical features in epileptic children with chromosome 15q duplication syndrome.
M.-T. Dangles, V. Malan, G. Dumas, S. Romana, O. Raoul, D. Coste-Zeitoun, C. Soufflet, P. Vignolo-Diard, N. Bahi-Buisson, C. Barnérias, N. Chemaly, I. Desguerre, C. Gitiaux, M. Hully, M. Bourgeois, A. Guimier, M. Rio, A. Munnich, R. Nabbout, A. Kaminska... (1 more)
Clinical Neurophysiology
(2021-03-10)
europepmc.org
Towards robust and replicable sex differences in the intrinsic brain function of autism
Dorothea L. Floris, José O. A. Filho, Meng-Chuan Lai, Steve Giavasis, Marianne Oldehinkel, Maarten Mennes, Tony Charman, Julian Tillmann, Guillaume Dumas, Christine Ecker, Flavio Dell’Acqua, Tobias Banaschewski, Carolin Moessnang, Simon Baron-Cohen, Sarah Durston, Eva Loth, Declan G. M. Murphy, Jan K. Buitelaar, Christian F. Beckmann, Michael P. Milham... (1 more)

2021-02

From generative models to generative passages: A computational approach to (neuro)phenomenology
Ramstead Mj, Hesp C, Sandved-Smith L, Mago J, Lifshitz M, Pagnoni G, Smith R, Dumas G, Lutz A, Friston K and Constant A
(venue unknown)
(2021-02-23)
europepmc.org
Anticipating outcomes for patients with COVID-19 and identifying prognosis patterns.
Michael Darmon and Guillaume Dumas
Lancet Infectious Diseases
(2021-02-23)
europepmc.org
Acute cholangitis in intensive care units: clinical, biological, microbiological spectrum and risk factors for mortality: a multicenter study.
Jean-Rémi Lavillegrand, Emmanuelle Mercier-Des-Rochettes, Elodie Baron, Frédéric Pène, Damien Contou, Raphael Favory, Sébastien Préau, Arnaud Galbois, Chloé Molliere, Arnaud-Félix Miailhe, Jean Reignier, Mehran Monchi, Claire Pichereau, Sara Thietart, Thibault Vieille, Gael Piton, Gabriel Preda, Idriss Abdallah, Marine Camus, Eric Maury... (3 more)
Critical Care
(2021-02-06)
ccforum.biomedcentral.comPDF
Human attachments shape interbrain synchrony toward efficient performance of social goals.
Amir Djalovski, Guillaume Dumas, Sivan Kinreich and Ruth Feldman
NeuroImage
(2021-02-01)
europepmc.org

2021-01

Performance of the ROX index to predict intubation in immunocompromised patients receiving high-flow nasal cannula for acute respiratory failure.
Virginie Lemiale, Guillaume Dumas, Alexandre Demoule, Frédéric Pène, Achille Kouatchet, Magali Bisbal, Saad Nseir, Laurent Argaud, Loay Kontar, Kada Klouche, François Barbier, Amélie Seguin, Guillaume Louis, Jean Michel Constantin, Julien Mayaux, Florent Wallet, Vincent Peigne, Christophe Girault, Johanna Oziel, Martine Nyunga... (14 more)
A systematic analysis of ICSD-3 diagnostic criteria and proposal for further structured iteration.
Christophe Gauld, Régis Lopez, Pierre A. Geoffroy, Charles M. Morin, Kelly Guichard, Élodie Giroux, Yves Dauvilliers, Guillaume Dumas, Pierre Philip and Jean-Arthur Micoulaud-Franchi
Sleep Medicine Reviews
(2021-01-26)
europepmc.org
HyPyP: a Hyperscanning Python Pipeline for inter-brain connectivity analysis
Anaël Ayrolles, Florence Brun, Phoebe Chen, Amir Djalovski, Yann Beauxis, Richard Delorme, Thomas Bourgeron, Suzanne Dikker and Guillaume Dumas
Social Cognitive and Affective Neuroscience
(2021-01-18)
academic.oup.com
Systematic detection of brain protein-coding genes under positive selection during primate evolution and their roles in cognition.
Guillaume Dumas, Simon Malesys and Thomas Bourgeron
Mass-spectrometry analysis of the human pineal proteome during night and day and in autism.
Guillaume Dumas, Hany Goubran‐Botros, Mariette Matondo, Cécile Pagan, Cyril Boulègue, Thibault Chaze, Julia Chamot‐Rooke, Erik Maronde and Thomas Bourgeron
Journal of Pineal Research
(2021-01-11)
europepmc.orgPDF
Personalized Medicine for OSA Syndrome in a Nutshell: Conceptual Clarification for Integration.
Christophe Gauld, Marie Darrason, Guillaume Dumas and Jean-Arthur Micoulaud-Franchi
Chest
(2021-01-01)
journal.chestnet.org
Les trois cultures de la psychiatrie computationnelle
Christophe Gauld, Guillaume Dumas, Éric Fakra, Jérémie Mattout and Jean Arthur Micoulaud-Franchi
Annales médico-psychologiques
(2021-01-01)
www.em-premium.com

2020-12

Médecine du sommeil personnalisée et syndrome d’apnées hypopnées obstructives du sommeil : entre précision et stratification, une proposition de clarification
C. Gauld, G. Dumas, M. Darrason, N. Salles, P. Desvergnes, P. Philip and J.-A. Micoulaud-Franchi
Neurophysiologie Clinique-clinical Neurophysiology
(2020-12-01)
www.sciencedirect.com

2020-11

Differential neural circuitry behind autism subtypes with imbalanced social-communicative and restricted repetitive behavior symptoms
Natasha Bertelsen, Isotta Landi, Richard A. I. Bethlehem, Jakob Seidlitz, Elena Maria Busuoli, Veronica Mandelli, Eleonora Satta, Stavros Trakoshis, Bonnie Auyeung, Prantik Kundu, Eva Loth, Guillaume Dumas, Sarah Baumeister, Christian F. Beckmann, Sven Bölte, Thomas Bourgeron, Tony Charman, Sarah Durston, Christine Ecker, Rosemary J. Holt... (15 more)
bioRxiv
(2020-11-04)
www.biorxiv.orgPDF

2020-10

Comment on Starke et al.: "Computing schizophrenia: ethical challenges for machine learning in psychiatry": From machine learning to student learning: pedagogical challenges for psychiatry - Corrigendum.
Christophe Gauld, Jean-Arthur Micoulaud-Franchi and Guillaume Dumas
Psychological Medicine
(2020-10-22)
www.scilit.netPDF
Mutations associated with neuropsychiatric conditions delineate functional brain connectivity dimensions contributing to autism and schizophrenia.
Clara A. Moreau, Sebastian G. W. Urchs, Kumar Kuldeep, Pierre Orban, Catherine Schramm, Guillaume Dumas, Aurélie Labbe, Guillaume Huguet, Elise Douard, Pierre-Olivier Quirion, Amy Lin, Leila Kushan, Stephanie Grot, David Luck, Adrianna Mendrek, Stephane Potvin, Emmanuel Stip, Thomas Bourgeron, Alan C. Evans, Carrie E. Bearden... (2 more)
Nature Communications
(2020-10-19)
www.nature.com

2020-09

Temporal Profiles of Social Attention Are Different Across Development in Autistic and Neurotypical People.
Teresa Del Bianco, Luke Mason, Tony Charman, Julian Tillman, Eva Loth, Hannah Hayward, Frederick Shic, Jan Buitelaar, Mark H. Johnson, Emily J.H. Jones, Jumana Ahmad, Sara Ambrosino, Tobias Banaschewski, Simon Baron-Cohen, Sarah Baumeister, Christian F. Beckmann, Sven Bölte, Thomas Bourgeron, Carsten Bours, Michael Brammer... (46 more)
Biological Psychiatry: Cognitive Neuroscience and Neuroimaging
(2020-09-12)
europepmc.org
A normative modelling approach reveals age-atypical cortical thickness in a subgroup of males with autism spectrum disorder.
Richard A I Bethlehem, Jakob Seidlitz, Rafael Romero-Garcia, Stavros Trakoshis, Guillaume Dumas and Michael V Lombardo
Communications Biology
(2020-09-04)
www.nature.com
Oxygenation Strategy During Acute Respiratory Failure in Critically-Ill Immunocompromised Patients.
Virginie Lemiale, Audrey de Jong, Guillaume Dumas, Alexandre Demoule, Djamel Mokart, Frédéric Pène, Achille Kouatchet, Magali Bisbal, Fabrice Bruneel, Christine Lebert, Isabelle Vinatier, Dominique Benoit, Anne-Pascale Meert, Samir Jaber, Michael Darmon and Elie Azoulay
Critical Care Medicine
(2020-09-01)
biblio.ugent.be
Typology of Published Randomized Controlled Trials Investigating Initial Ventilation Strategy in Critically Ill Patients With Acute Respiratory Failure: A Methodologic Review.
Guillaume Dumas, Sylvie Chevret, Marine Le Corre, Virginie Lemiale, Samir Jaber and Elie Azoulay
Chest
(2020-09-01)
journal.chestnet.org

2020-08

Dissecting the phenotypic heterogeneity in sensory features in autism spectrum disorder: a factor mixture modelling approach.
J Tillmann, M Uljarevic, D Crawley, G Dumas, E Loth, D Murphy, J Buitelaar and T Charman

2020-07

Patterns of autism symptoms: hidden structure in the ADOS and ADI-R instruments
Jérémy Lefort-Besnard, Kai Vogeley, Leonhard Schilbach, Gaël Varoquaux, Bertrand Thirion, Guillaume Dumas and Danilo Bzdok
Translational Psychiatry
(2020-07-30)
www.nature.com
Complement C5 inhibition in patients with COVID-19 - a promising target?
Regis Peffault de Latour, Anne Bergeron, Etienne Lengline, Thibault Dupont, Armance Marchal, Lionel Galicier, Nathalie de Castro, Louise Bondeelle, Michael Darmon, Clairelyne Dupin, Guillaume Dumas, Pierre Leguen, Isabelle Madelaine, Sylvie Chevret, Jean-Michel Molina, Elie Azoulay and Veronique Fremeaux-Bacchi
Haematologica
(2020-07-23)
haematologica.org
Attenuated Anticipation of Social and Monetary Rewards in Autism Spectrum Disorders
Sarah Baumeister, Carolin Moessnang, Nico Bast, Sarah Hohmann, Julian Tillmann, David Goyard, Tony Charman, Sara Ambrosino, Simon Baron-Cohen, Christian Beckmann, Sven Boelte, Thomas Bourgeron, Annika Rausch, Daisy Crawley, Flavio Dell'Acqua, Guillaume Dumas, Sarah Durston, Christine Ecker, Dorothea L. Floris, Vincent Frouin... (19 more)
bioRxiv
(2020-07-06)
www.biorxiv.orgPDF

2020-06

Acute kidney injury in critically ill patients with COVID-19.
Paul Gabarre, Guillaume Dumas, Thibault Dupont, Michael Darmon, Elie Azoulay and Lara Zafrani
Intensive Care Medicine
(2020-06-12)
link.springer.comPDF
Dark control: The default mode network as a reinforcement learning agent.
Elvis Dohmatob, Guillaume Dumas and Danilo Bzdok
Human Brain Mapping
(2020-06-05)
europepmc.orgPDF

2020-05

Social physiology" for psychiatric semiology: How TTOM can initiate an interactive turn for computational psychiatry?
Guillaume Dumas, Tudi Gozé and Jean-Arthur Micoulaud-Franchi
Behavioral and Brain Sciences
(2020-05-28)
www.ncbi.nlm.nih.gov
The Human Dynamic Clamp Reveals the Fronto-Parietal Network Linking Real-Time Social Coordination and Cognition.
Guillaume Dumas, Q Moreau, E Tognoli and J A S Kelso
Cerebral Cortex
(2020-05-14)
academic.oup.com
Differential functional neural circuitry behind autism subtypes with marked imbalance between social-communicative and restricted repetitive behavior symptom domains
Natasha Bertelsen, Isotta Landi, Richard A. I. Bethlehem, Jakob Seidlitz, Elena Maria Busuoli, Veronica Mandelli, Eleonora Satta, Stavros Trakoshis, Bonnie Auyeung, Prantik Kundu, Eva Loth, Guillaume Dumas, Sarah Baumeister, Christian F. Beckmann, Sven Bölte, Thomas Bourgeron, Tony Charman, Sarah Durston, Christine Ecker, Rosemary Holt... (15 more)
bioRxiv
(2020-05-10)
www.biorxiv.orgPDF

2020-04

Bedside prediction of intradialytic hemodynamic instability in critically ill patients: the SOCRATE study.
Naïke Bigé, Jean-Rémi Lavillegrand, Julien Dang, Philippe Attias, Stéphanie Deryckere, Jérémie Joffre, Vincent Dubée, Gabriel Preda, Guillaume Dumas, Geoffroy Hariri, Claire Pichereau, Jean-Luc Baudel, Bertrand Guidet, Eric Maury, Pierre-Yves Boelle and Hafid Ait-Oufella
Annals of Intensive Care
(2020-04-22)
annalsofintensivecare.springeropen.com
French ICU's health care workers have a poor knowledge of the cost of the devices they use for patient care: A prospective multicentric study.
Paul Gabarre, Pierre-Yves Boelle, Naike Bigé, Muriel Fartoukh, Christophe Guitton, Guillaume Dumas, Jean-Rémi Lavillegrand, Geoffroy Hariri, Jean-Luc Baudel, Daniel Zafimahazo, Hafid Ait-Oufella and Eric Maury
Journal of Critical Care
(2020-04-01)
www.sciencedirect.com

2020-02

Binaural Beats through the Auditory Pathway: From Brainstem to Connectivity Patterns.
Hector D Orozco Perez, Guillaume Dumas and Alexandre Lehmann

2020-01

Interactive Psychometrics for Autism with the Human Dynamic Clamp: Interpersonal Synchrony from Sensory-motor to Socio-cognitive Domains
Florence Baillin, Aline Lefebvre, Amandine Pedoux, Yann Beauxis, Denis Engemann, Anna Maruani, Frederique Amsellem, Thomas Bourgeron, Richard Delorme and Guillaume Dumas
Frontiers in Psychiatry
(2020-01-20)
www.frontiersin.orgPDF
Autism spectrum disorder.
Catherine Lord, Traolach S Brugha, Tony Charman, James Cusack, Guillaume Dumas, Thomas Frazier, Emily J H Jones, Rebecca M Jones, Andrew Pickles, Matthew W State, Julie Lounds Taylor and Jeremy Veenstra-VanderWeele
Nature reviews. Disease primers
(2020-01-16)
www.nature.comPDF
Systematic detection of divergent brain protein-coding genes in human evolution and their roles in cognition
Guillaume Dumas, Simon Malesys and Thomas Bourgeron
bioRxiv
(2020-01-13)
www.biorxiv.orgPDF

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