Danilo Bzdok

Membre Académique Associé
Danilo Bzdok
Professeur agrégé, McGill University
Danilo Bzdok

Danilo Bzdok s’est joint récemment au département de génie biomédical de la Faculté de médecine de l’Université McGill. Jusqu’à tout récemment, il était professeur agrégé au département de psychiatrie, de psychothérapie et de psychosomatique de l’Université RWTH Aachen, en Allemagne. Ses recherches se concentrent sur l’analyse des mégadonnées en neuroscience. Formé en médecine en Allemagne, en Suisse et aux États-Unis, il a fait son doctorat en science informatique sur l’apprentissage automatique.

Publications

2020-10

Inference and Prediction Diverge in Biomedicine
Danilo Bzdok, Denis Engemann and Bertrand Thirion
Patterns
(2020-10-08)
www.sciencedirect.com
Signal diffusion along connectome gradients and inter-hub routing differentially contribute to dynamic human brain function.
Bo-yong Park, Reinder Vos de Wael, Casey Paquola, Sara Larivière, Oualid Benkarim, Jessica Royer, Shahin Tavakol, Raul R. Cruces, Qiongling Li, Sofie L. Valk, Daniel S. Margulies, Bratislav Mišić, Danilo Bzdok, Jonathan Smallwood and Boris C. Bernhardt
NeuroImage
(2020-10-07)
www.sciencedirect.com

2020-09

Sex-specific lesion topographies explain outcomes after acute ischemic stroke
Anna K Bonkhoff, Markus D Schirmer, Martin Bretzner, Sungmin Hong, Robert Regenhardt, Mikael Brudfors, Kathleen Donahue, Marco Nardin, Adrian Dalca, Anne-Katrin Giese, Mark Etherton, Brandon Hancock, Steven Mocking, Elissa McIntosh, John Attia, Oscar Benavente, Stefan Bevan, John Cole, Amanda Donatti, Christoph Griessenauer... (37 more)
bioRxiv
(2020-09-27)
www.biorxiv.orgPDF
Population variability in social brain morphology:links to socioeconomic status and health disparity
Nathania Suryoputri, Hannah Kiesow and Danilo Bzdok
bioRxiv
(2020-09-25)
www.biorxiv.orgPDF

2020-08

Beyond brain age: Empirically-derived proxy measures of mental health
Kamalaker Dadi, Gael Varoquaux, Josselin Houenou, Danilo Bzdok, Bertrand Thirion and Denis A Engemann
bioRxiv
(2020-08-25)
www.biorxiv.orgPDF
Different scaling of linear models and deep learning in UKBiobank brain images versus machine-learning datasets.
Marc-Andre Schulz, B. T. Thomas Yeo, Joshua T. Vogelstein, Janaina Mourao-Miranada, Jakob N. Kather, Konrad Kording, Blake Richards and Danilo Bzdok
Nature Communications
(2020-08-25)
www.nature.com
Generative lesion pattern decomposition of cognitive impairment after stroke
Anna K Bonkhoff, Jae-Sung Lim, Hee-Joon Bae, Nick A Weaver, Hugo J Kuijf, J. Matthijs Biesbroek, Natalia S Rost and Danilo Bzdok
bioRxiv
(2020-08-24)
www.biorxiv.orgPDF
Prediction, Not Association, Paves the Road to Precision Medicine
Danilo Bzdok, Gael Varoquaux and Ewout W. Steyerberg
JAMA Psychiatry
(2020-08-12)
jamanetwork.com
Meta-matching: a simple framework to translate phenotypic predictive models from big to small data
Tong He, Lijun An, Jiashi Feng, Danilo Bzdok, Avram J Holmes, Simon B Eickhoff and Boon Thye Thomas Yeo
bioRxiv
(2020-08-11)
www.biorxiv.orgPDF
Hidden population modes in social brain morphology: Its parts are more than its sum
Hannah Kiesow, R. Nathan Spreng, Avram J. Holmes, M. Mallar Chakravarty, Andre F. Marquand, B.T. Thomas Yeo and Danilo Bzdok
bioRxiv
(2020-08-07)
www.biorxiv.orgPDF
Myeloarchitecture gradients in the human insula: Histological underpinnings and association to intrinsic functional connectivity.
Jessica Royer, Casey Paquola, Sara Larivière, Reinder Vos de Wael, Shahin Tavakol, Alexander J. Lowe, Oualid M. Benkarim, Alan C. Evans, Danilo Bzdok, Jonathan Smallwood, Birgit Frauscher and Boris C. Bernhardt
NeuroImage
(2020-08-01)
www.sciencedirect.com

2020-07

Population variability in social brain morphology for social support, household size and friendship satisfaction
Arezoo Taebi, Hannah Kiesow, Kai Vogeley, Leonhard Schilbach, Boris C Bernhardt and Danilo Bzdok
Social Cognitive and Affective Neuroscience
(2020-07-30)
academic.oup.com
Inferring disease subtypes from clusters in explanation space.
Marc-Andre Schulz, Matt Chapman-Rounds, Manisha Verma, Danilo Bzdok and Konstantinos Georgatzis
Scientific Reports
(2020-07-30)
www.nature.com
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
Phenotypical predictors of Restless Legs Syndrome in pregnancy and their association with basal ganglia and the limbic circuits
Natalia Chechko, Jeremy Lefort-Besnard, Tamme W. Goecke, Markus Frensch, Patricia Schnakenberg, Susanne Stickel and Danilo Bzdok
medRxiv
(2020-07-22)
www.medrxiv.org
Neurocognitive patterns dissociating semantic processing from executive control are linked to more detailed off-task mental time travel.
Hao-Ting Wang, Nerissa Siu Ping Ho, Danilo Bzdok, Boris C. Bernhardt, Daniel S. Margulies, Elizabeth Jefferies and Jonathan Smallwood
Scientific Reports
(2020-07-17)
www.nature.com
Molecular signatures of cognition and affect
Justine Y Hansen, Ross D Markello, Jacob W Vogel, Jakob Seidlitz, Danilo Bzdok and Bratislav Misic
bioRxiv
(2020-07-16)
www.biorxiv.orgPDF
Bringing proportional recovery into proportion: Bayesian modelling of post-stroke motor impairment.
Anna K Bonkhoff, Thomas Hope, Danilo Bzdok, Adrian G Guggisberg, Rachel L Hawe, Sean P Dukelow, Anne K Rehme, Gereon R Fink, Christian Grefkes and Howard Bowman
Brain
(2020-07-01)
academic.oup.com
Hemispheric specialization within the inferior parietal lobe across cognitive domains
Ole Numssen, Danilo Bzdok and Gesa Hartwigsen
bioRxiv
(2020-07-01)
www.biorxiv.orgPDF

2020-06

Shared and unique brain network features predict cognition, personality and mental health in childhood
Jianzhong Chen, Angela Tam, Valeria Kebets, Csaba Orban, Leon Qi Rong Ooi, Scott Marek, Nico Dosenbach, Simon Eickhoff, Danilo Bzdok, Avram J Holmes and B.T. Thomas Yeo
bioRxiv
(2020-06-24)
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
The Neurobiology of Social Distance.
Danilo Bzdok and Robin I.M. Dunbar
Trends in Cognitive Sciences
(2020-06-03)
www.sciencedirect.com

2020-05

Predictive Pattern Classification Can Distinguish Gender Identity Subtypes from Behavior and Brain Imaging.
Benjamin Clemens, Birgit Derntl, Elke Smith, Jessica Junger, Josef Neulen, Gianluca Mingoia, Frank Schneider, Ted Abel, Danilo Bzdok and Ute Habel
Cerebral Cortex
(2020-05-14)
academic.oup.com
General Principles of Gene Dosage Effects on Brain Structure
Claudia Modenato, Kuldeep Kumar, Clara Moreau, Catherine Schramm, Guillaume Huguet, Sandra Martin-Brevet, Aurélie Pain, Anne Maillard, Sonia Richetin, Borja Rodriguez-Herreros, Lester Melie-Garcia, Ana Dos Santos Silva, Marianne Van Den Bree, David Linden, Carrie E. Bearden, Danilo Bzdok, Sarah Lippé, Mallar Chakravarty, Bogdan Draganski and Sébastien Jacquemont
Biological Psychiatry
(2020-05-01)
api.elsevier.com
What Can Machine Learning Do for Psychiatry
Daniel Barron, Danilo Bzdok, John H. Krystal and R. Todd Constable
Biological Psychiatry
(2020-05-01)
api.elsevier.com

2020-04

Autism spectrum heterogeneity: fact or artifact?
Laurent Mottron and Danilo Bzdok
Molecular Psychiatry
(2020-04-30)
www.nature.com
Meta-analytic evidence for a joint neural mechanism underlying response inhibition and state anger.
Andrei A. Puiu, Olga Wudarczyk, Gregor Kohls, Danilo Bzdok, Beate Herpertz‐Dahlmann and Kerstin Konrad
Human Brain Mapping
(2020-04-21)
www.scilit.net
Neuropsychiatric copy number variants exert shared effects on human brain structure
Claudia Modenato, Kuldeep Kumar, Clara Moreau, Sandra Martin-Brevet, Guillaume Huguet, Catherine Schramm, Jean-Louis Martineau, Charles-Olivier Martin, Nadine Younis, Petra Tamer, Elise Alix Douard, Fanny Thebault-Dagher, Valerie Cote, Audrey-Rose Charlebois, Florence Deguire, Anne M. Maillard, Borja Rodriguez-Herreros, Aurelie Pain, Sonia Richetin, Leila Kushan... (11 more)
medRxiv
(2020-04-17)
www.medrxiv.org
Analysing brain networks in population neuroscience: a case for the Bayesian philosophy
Danilo Bzdok, Dorothea L. Floris and Andre F. Marquand
Philosophical Transactions of the Royal Society B
(2020-04-13)
hal.archives-ouvertes.frPDF
Finding the needle in a high-dimensional haystack: Canonical correlation analysis for neuroscientists.
Hao-Ting Wang, Jonathan Smallwood, Janaina Mourao-Miranda, Cedric Huchuan Xia, Theodore D. Satterthwaite, Danielle S. Bassett and Danilo Bzdok
NeuroImage
(2020-04-08)
www.sciencedirect.comPDF

2020-03

Multi-scale network regression for brain-phenotype associations.
Cedric Huchuan Xia, Zongming Ma, Zaixu Cui, Danilo Bzdok, Bertrand Thirion, Danielle S. Bassett, Theodore D. Satterthwaite, Russell T. Shinohara and Daniela M. Witten
Human Brain Mapping
(2020-03-26)
www.scilit.netPDF
Not one model fits all: unfairness in RSFC-based prediction of behavioral data in African American
Jingwei Li, Danilo Bzdok, Avram Holmes, Thomas Yeo and Sarah Genon
(venue unknown)
(2020-03-05)
orbi.uliege.be
10,000 social brains: sex differentiation in human brain anatomy
Hannah Kiesow, Robin I. M. Dunbar, Joseph W. Kable, Tobias Kalenscher, Kai Vogeley, Leonhard Schilbach, Andre F. Marquand, Thomas V. Wiecki and Danilo Bzdok
Science Advances
(2020-03-01)
advances.sciencemag.orgPDF

2020-02

Fasting alters the gut microbiome with sustained blood pressure and body weight reduction in metabolic syndrome patients
Andras Balogh, Hendrik Bartolomaeus, Ulrike Loeber, Ellen G. Avery, Nico Steckhan, Lajos Marko, Nicola Wilck, Ibrahim Hamad, Ursa Susnjar, Anja Maehler, Christoph Hohmann, Holger Cramer, Gustav Dobos, Till Robin Lesker, Till Strowig, Ralf Dechend, Danilo Bzdok, Markus Kleinewietfeld, Andreas Michalsen, Dominik N. Mueller... (1 more)
medRxiv
(2020-02-25)
www.medrxiv.org
Deep neural networks and kernel regression achieve comparable accuracies for functional connectivity prediction of behavior and demographics.
Tong He, Ru Kong, Avram J. Holmes, Minh Nguyen, Mert R. Sabuncu, Simon B. Eickhoff, Danilo Bzdok, Jiashi Feng and B.T. Thomas Yeo
NeuroImage
(2020-02-01)
www.sciencedirect.com

2019-12

Clusters in Explanation Space: Inferring disease subtypes from model explanations.
Marc-Andre Schulz, Matt Chapman-Rounds, Manisha Verma, Danilo Bzdok and Konstantinos Georgatzis
arXiv preprint arXiv:1912.08755
(2019-12-18)
dblp.uni-trier.dePDF

2019-11

Distinct functional roles of the mirror neuron system and the mentalizing system.
Alexander Geiger, Gary Bente, Sebastian Lammers, Ralf Tepest, Daniel Roth, Danilo Bzdok and Kai Vogeley
NeuroImage
(2019-11-15)
www.sciencedirect.com
Myeloarchitecture gradients in the human insula serve as blueprints for its diverse connectivity and function
Jessica Royer, Casey Paquola, Sara Larivière, Reinder Vos de Wael, Shahin Tavakol, Alexander J. Lowe, Oualid Benkarim, Alan C. Evans, Danilo Bzdok, Jonathan Smallwood, Birgit Frauscher and Boris C. Bernhardt
bioRxiv
(2019-11-12)
www.biorxiv.orgPDF

2019-09

Deep learning for brains?: Different linear and nonlinear scaling in UK Biobank brain images vs. machine-learning datasets
Marc-Andre Schulz, B Yeo, Joshua Vogelstein, Janaina Mourao-Miranada, Jakob Kather, Konrad Kording, Blake Aaron Richards and Danilo Bzdok
bioRxiv
(2019-09-03)
hal.archives-ouvertes.frPDF

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