Danilo Bzdok

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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

2021-03

Functional architecture of the aging brain
Setton R, Mwilambwe-Tshilobo L, Girn M, Lockrow Aw, Baracchini G, Lowe Aj, Cassidy Bn, Li J, Luh W, Bzdok D, Leahy Rm, Ge T, Margulies Ds, Misic B, Bernhardt Bc, Dale Stevens W, Brigard Fd, Kundu P, Turner Gr and Nathan Spreng R
bioRxiv
(2021-03-31)
europepmc.orgPDF
Fasting alters the gut microbiome reducing blood pressure and body weight in metabolic syndrome patients.
András Maifeld, Hendrik Bartolomaeus, Ulrike Löber, Ellen G Avery, Nico Steckhan, Lajos Markó, Nicola Wilck, Ibrahim Hamad, Urša Šušnjar, Anja Mähler, Christoph Hohmann, Chia-Yu Chen, Holger Cramer, Gustav Dobos, Till Robin Lesker, Till Strowig, Ralf Dechend, Danilo Bzdok, Markus Kleinewietfeld, Andreas Michalsen... (2 more)
Nature Communications
(2021-03-30)
europepmc.org
Loneliness and Neurocognitive Aging
R. Nathan Spreng and Danilo Bzdok
Advances in Geriatric Medicine and Research
(2021-03-29)
europepmc.org
Functional specialization within the inferior parietal lobes across cognitive domains
Ole Numssen, Danilo Bzdok and Gesa Hartwigsen
eLife
(2021-03-02)
elifesciences.org

2021-02

The neural correlates of ongoing conscious thought.
Jonathan Smallwood, Adam Turnbull, Hao-ting Wang, Nerissa S.P. Ho, Giulia L. Poerio, Theodoros Karapanagiotidis, Delali Konu, Brontë Mckeown, Meichao Zhang, Charlotte Murphy, Deniz Vatansever, Danilo Bzdok, Mahiko Konishi, Robert Leech, Paul Seli, Jonathan W. Schooler, Boris Bernhardt, Daniel S. Margulies and Elizabeth Jefferies
iScience
(2021-02-01)
europepmc.org
Prediction, Not Association, Paves the Road to Precision Medicine.
Danilo Bzdok, Gael Varoquaux and Ewout W. Steyerberg
JAMA Psychiatry
(2021-02-01)
jamanetwork.com

2021-01

Author response: Functional specialization within the inferior parietal lobes across cognitive domains
Ole Numssen, Danilo Bzdok and Gesa Hartwigsen
eLife
(2021-01-21)
dx.doi.org
Deep learning identifies partially overlapping subnetworks in the human social brain.
Hannah Kiesow, R. Nathan Spreng, Avram J. Holmes, M. Mallar Chakravarty, Andre F. Marquand, B. T. Thomas Yeo and Danilo Bzdok
Communications biology
(2021-01-14)
europepmc.org
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
(2021-01-01)
europepmc.org

2020-12

Dissecting the midlife crisis: Disentangling social, personality and demographic determinants in social brain anatomy
Hannah Kiesow, Lucina Q. Uddin, Boris C. Bernhardt, Joseph Kable and Danilo Bzdok
bioRxiv
(2020-12-22)
www.biorxiv.orgPDF
Functional idiosyncrasy has a shared topography with group-level connectivity alterations in autism
Oualid Benkarim, Casey Paquola, Bo-yong Park, Seok-Jun Hong, Jessica Royer, Reinder Vos de Wael, Sara Larivière, Sofie Valk, Danilo Bzdok, Laurent Mottron and Boris Bernhardt
bioRxiv
(2020-12-18)
www.biorxiv.orgPDF
The default network of the human brain is associated with perceived social isolation
R. Nathan Spreng, Emile Dimas, Laetitia Mwilambwe-Tshilobo, Alain Dagher, Philipp Koellinger, Gideon Nave, Anthony Ong, Julius M. Kernbach, Thomas V. Wiecki, Tian Ge, Yue Li, Avram J. Holmes, B. T. Thomas Yeo, Gary R. Turner, Robin I. M. Dunbar and Danilo Bzdok
Nature Communications
(2020-12-15)
www.nature.com
Historical and cross-disciplinary trends in the biological and social sciences reveal an accelerating adoption of advanced analytics
T. S. Bolt, J. S. Nomi, D. Bzdok and L. Q. Uddin
bioRxiv
(2020-12-03)
biorxiv.orgPDF
What matters and what is possible in neuroimaging meta-analyses (of psychopathy).
Timm B Poeppl, Andreas Mokros, Danilo Bzdok and Simon B Eickhoff
Molecular Psychiatry
(2020-12-01)
www.nature.com

2020-10

Neuroimaging: into the Multiverse
J. Dafflon, P. F. Da Costa, F. Vasa, R. Pio Monti, D. Bzdok, P. J. Hellyer, F. Turkheimer, J. Smallwood, E. Jones and R. Leech
bioRxiv
(2020-10-29)
www.biorxiv.orgPDF
Beyond brain age: Empirically-derived proxy measures of mental health
Kamalaker Dadi, Gael Varoquaux, Josselin Houenou, Danilo Bzdok, Bertrand Thirion and Denis Engemann
bioRxiv
(2020-10-23)
hal.inria.frPDF
Inference and prediction diverge in biomedicine
Danilo Bzdok, Denis A. Engemann and Bertrand Thirion
Patterns (New York, N.Y.)
(2020-10-08)
europepmc.org

2020-09

Sex-specific lesion topographies explain outcomes after acute ischemic stroke
Anna K. Bonkhoff, Markus D. Schirmer, Martin Bretzner, Sungmin Hong, Robert W. Regenhardt, Mikael Brudfors, Kathleen L. Donahue, Marco J. Nardin, Adrian V. Dalca, Anne-Katrin Giese, Mark R. Etherton, Brandon L. Hancock, Steven J. T. Mocking, Elissa C. McIntosh, John Attia, Oscar R. Benavente, Stephen Bevan, John W. Cole, Amanda Donatti, Christoph J. Griessenauer... (38 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

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
Meta-matching: a simple framework to translate phenotypic predictive models from big to small data
T. He, L. An, J. Feng, D. Bzdok, A. J. Holmes, S. B. Eickhoff and B. T. T. 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.comPDF
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.comPDF
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)
europepmc.orgPDF
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.comPDF
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)
europepmc.org
Meta-analytic evidence for a joint neural mechanism underlying response inhibition and state anger.
Andrei Alexandru Puiu, Olga Wudarczyk, Gregor Kohls, Danilo Bzdok, Beate Herpertz‐Dahlmann and Kerstin Konrad
Human Brain Mapping
(2020-04-21)
www.ncbi.nlm.nih.gov
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.orgPDF
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)
europepmc.orgPDF
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.ncbi.nlm.nih.govPDF
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
Hemispheric specialization within the human inferior parietal lobe across cognitive domains
Ole Numssen, Danilo Bzdok and Gesa Hartwigsen
eLife
(2020-03-02)
pure.mpg.de
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
A. Balogh, H. Bartolomaeus, U. Loeber, E. G. Avery, N. Steckhan, L. Marko, N. Wilck, I. Hamad, U. Susnjar, A. Maehler, C. Hohmann, H. Cramer, G. Dobos, T. R. Lesker, T. Strowig, R. Dechend, D. Bzdok, M. Kleinewietfeld, A. Michalsen, D. 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.comPDF

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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