Guillaume Dumas

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Membre Académique Associé
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

2021-03

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)
www.atsjournals.org
Beyond Correlation versus Causation: Multi-brain Neuroscience Needs Explanation
Quentin Moreau and Guillaume Dumas
Trends in Cognitive Sciences
(2021-03-01)
api.elsevier.com
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)
Molecular Autism
(2021-03-01)
www.ncbi.nlm.nih.govPDF

2021-02

Anticipating outcomes for patients with COVID-19 and identifying prognosis patterns
Michael Darmon and Guillaume Dumas
Lancet Infectious Diseases
(2021-02-23)
www.thelancet.com
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)
europepmc.org
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, Frederic Pène, Achille Kouatchet, Magali Bisbal, Saad Nseir, Laurent Argaud, Loay Kontar, Kada Klouche, Francois Barbier, Amelie Seguin, Guillaume Louis, Jean-Michel Constantin, Julien Mayaux, Florent Wallet, Vincent Peigne, Christophe Girault, Johanna Oziel, Martine Nyunga... (15 more)
Annals of Intensive Care
(2021-01-27)
www.ncbi.nlm.nih.gov
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
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 Darrivière, Muriel Fartoukh, Franck Verdonk, Guillaume Dumas, Alain Tedgui, Bertrand Guidet, Eric Maury, Yannick Chantran, Guillaume Voiriot... (1 more)
Annals of Intensive Care
(2021-01-13)
pubmed.ncbi.nlm.nih.gov
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
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

2020-12

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
(2020-12-23)
onlinelibrary.wiley.com
Les trois cultures de la psychiatrie computationnelle
Christophe Gauld, Guillaume Dumas, Éric Fakra, Jérémie Mattout and Jean-Arthur Micoulaud-Franchi
Annales médico-psychologiques
(2020-12-17)
www.em-premium.com
Identification of distinct immunophenotypes in critically-ill COVID-19 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
(2020-12-11)
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 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.net
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.ncbi.nlm.nih.gov
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
(2020-10-16)
www.sciencedirect.com
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
(2020-10-08)
academic.oup.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.ncbi.nlm.nih.gov
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
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
(2020-07-20)
biblio.ugent.be
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
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)
bioRxiv
(2020-06-11)
www.biorxiv.orgPDF
Dark control: The default mode network as a reinforcement learning agent.
Elvis Dohmatob, Guillaume Dumas and Danilo Bzdok
Human Brain Mapping
(2020-06-05)
www.ncbi.nlm.nih.gov

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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