Classification of major depressive disorder using vertex-wise brain sulcal depth, curvature, and thickness with a deep and a shallow learning model

Journal:

Molecular Psychiatry

Published:

2025-10-03

DOI:

10.1038/s41380-025-03273-w

Affiliations:

62

Authors:

87

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Institutions	Authors	Share
University of Münster (WWU), Germany	9.250000	0.11
University of Southern California (USC), United States of America (USA)	4.500000	0.05
University of Cape Town (UCT), South Africa	4.000000	0.05
University of Minnesota (UMN), United States of America (USA)	4.000000	0.05
Philipps University of Marburg (Uni Marburg), Germany	4.000000	0.05
University Medicine Greifswald, Germany	4.000000	0.05
Melbourne Neuropsychiatry Centre (MNC), Australia	4.000000	0.05
Biomedical Research Networking Center for Mental Health Network (CIBERSAM), Spain	3.500000	0.04
IRCCS San Raffaele Hospital (HSR), Italy	3.000000	0.03
Jena University Hospital (UKJ), FSU, Germany	3.000000	0.03
The University of Texas Health Science Center at Houston (UTHealth), United States of America (USA)	3.000000	0.03
FIDMAG Germanes Hospitalàries Research Foundation, Spain	2.500000	0.03
August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Spain	2.500000	0.03
Cardiff University, United Kingdom (UK)	2.250000	0.03
University Medical Center Göttingen (UMG), Germany	2.000000	0.02
NIH National Institute of Mental Health (NIMH), United States of America (USA)	2.000000	0.02
Ege University, Turkey	2.000000	0.02
The University of Edinburgh, United Kingdom (UK)	2.000000	0.02
Amsterdam Neuroscience, Netherlands	1.666667	0.02
Amsterdam Public Health, Netherlands	1.666667	0.02
The University of Queensland (UQ), Australia	1.500000	0.02
University of California, San Francisco (UCSF), United States of America (USA)	1.500000	0.02
The University of Melbourne (UniMelb), Australia	1.250000	0.01
Orygen, The National Centre of Excellence in Youth Mental Health, Australia	1.250000	0.01
University Medical Center Groningen (UMCG), RUG, Netherlands	1.000000	0.01
Centre for Research in Epidemiology and Population Health (CESP), France	1.000000	0.01
Bicêtre Hospital, France	1.000000	0.01
Florida State University (FSU), United States of America (USA)	1.000000	0.01
Stanford University, United States of America (USA)	1.000000	0.01
Linköping University (LiU), Sweden	1.000000	0.01
University of Calgary (U of C), Canada	1.000000	0.01
Hiroshima University (HU), Japan	1.000000	0.01
Massachusetts General Hospital (MGH), United States of America (USA)	1.000000	0.01
Amsterdam UMC, Netherlands	1.000000	0.01
University of Valencia (UV), Spain	1.000000	0.01
National University of Defense Technology (NUDT), China	0.500000	0.01
Brain and Spine Institute (ICM), France	0.500000	0.01
University of California, Los Angeles (UCLA), United States of America (USA)	0.500000	0.01
University of Pittsburgh (Pitt), United States of America (USA)	0.500000	0.01
Center for the Neural Basis of Cognition (CNBC), United States of America (USA)	0.500000	0.01
Hospital de la Santa Creu i Sant Pau, Spain	0.500000	0.01
University Medical Center Utrecht (UMC Utrecht), Netherlands	0.333333	0.00
GGZ inGeest, Netherlands	0.333333	0.00
Institute of Mental Health (IMH), Singapore	0.333333	0.00
National University of Singapore (NUS), Singapore	0.333333	0.00
Lee Kong Chian School of Medicine, NTU, Singapore	0.333333	0.00
Maastricht University (UM), Netherlands	0.250000	0.00
RWTH Aachen University (RWTH Aachen), Germany	0.250000	0.00
Leiden University, Netherlands	0.250000	0.00
Erasmus University Rotterdam (EUR), Netherlands	0.250000	0.00

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