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Structural neuroimaging biomarkers for obsessive-compulsive disorder in the ENIGMA-OCD consortium: medication matters.

Authors :
Bruin, Willem B
Bruin, Willem B
Taylor, Luke
Thomas, Rajat M
Shock, Jonathan P
Zhutovsky, Paul
Abe, Yoshinari
Alonso, Pino
Ameis, Stephanie H
Anticevic, Alan
Arnold, Paul D
Assogna, Francesca
Benedetti, Francesco
Beucke, Jan C
Boedhoe, Premika SW
Bollettini, Irene
Bose, Anushree
Brem, Silvia
Brennan, Brian P
Buitelaar, Jan K
Calvo, Rosa
Cheng, Yuqi
Cho, Kang Ik K
Dallaspezia, Sara
Denys, Damiaan
Ely, Benjamin A
Feusner, Jamie D
Fitzgerald, Kate D
Fouche, Jean-Paul
Fridgeirsson, Egill A
Gruner, Patricia
Gürsel, Deniz A
Hauser, Tobias U
Hirano, Yoshiyuki
Hoexter, Marcelo Q
Hu, Hao
Huyser, Chaim
Ivanov, Iliyan
James, Anthony
Jaspers-Fayer, Fern
Kathmann, Norbert
Kaufmann, Christian
Koch, Kathrin
Kuno, Masaru
Kvale, Gerd
Kwon, Jun Soo
Liu, Yanni
Lochner, Christine
Lázaro, Luisa
Marques, Paulo
Marsh, Rachel
Martínez-Zalacaín, Ignacio
Mataix-Cols, David
Menchón, José M
Minuzzi, Luciano
Moreira, Pedro S
Morer, Astrid
Morgado, Pedro
Nakagawa, Akiko
Nakamae, Takashi
Nakao, Tomohiro
Narayanaswamy, Janardhanan C
Nurmi, Erika L
O'Neill, Joseph
Pariente, Jose C
Perriello, Chris
Piacentini, John
Piras, Fabrizio
Piras, Federica
Reddy, YC Janardhan
Rus-Oswald, Oana G
Sakai, Yuki
Sato, João R
Schmaal, Lianne
Shimizu, Eiji
Simpson, H Blair
Soreni, Noam
Soriano-Mas, Carles
Spalletta, Gianfranco
Stern, Emily R
Stevens, Michael C
Stewart, S Evelyn
Szeszko, Philip R
Tolin, David F
Venkatasubramanian, Ganesan
Wang, Zhen
Yun, Je-Yeon
van Rooij, Daan
ENIGMA-OCD Working Group
Thompson, Paul M
van den Heuvel, Odile A
Stein, Dan J
van Wingen, Guido A
Bruin, Willem B
Bruin, Willem B
Taylor, Luke
Thomas, Rajat M
Shock, Jonathan P
Zhutovsky, Paul
Abe, Yoshinari
Alonso, Pino
Ameis, Stephanie H
Anticevic, Alan
Arnold, Paul D
Assogna, Francesca
Benedetti, Francesco
Beucke, Jan C
Boedhoe, Premika SW
Bollettini, Irene
Bose, Anushree
Brem, Silvia
Brennan, Brian P
Buitelaar, Jan K
Calvo, Rosa
Cheng, Yuqi
Cho, Kang Ik K
Dallaspezia, Sara
Denys, Damiaan
Ely, Benjamin A
Feusner, Jamie D
Fitzgerald, Kate D
Fouche, Jean-Paul
Fridgeirsson, Egill A
Gruner, Patricia
Gürsel, Deniz A
Hauser, Tobias U
Hirano, Yoshiyuki
Hoexter, Marcelo Q
Hu, Hao
Huyser, Chaim
Ivanov, Iliyan
James, Anthony
Jaspers-Fayer, Fern
Kathmann, Norbert
Kaufmann, Christian
Koch, Kathrin
Kuno, Masaru
Kvale, Gerd
Kwon, Jun Soo
Liu, Yanni
Lochner, Christine
Lázaro, Luisa
Marques, Paulo
Marsh, Rachel
Martínez-Zalacaín, Ignacio
Mataix-Cols, David
Menchón, José M
Minuzzi, Luciano
Moreira, Pedro S
Morer, Astrid
Morgado, Pedro
Nakagawa, Akiko
Nakamae, Takashi
Nakao, Tomohiro
Narayanaswamy, Janardhanan C
Nurmi, Erika L
O'Neill, Joseph
Pariente, Jose C
Perriello, Chris
Piacentini, John
Piras, Fabrizio
Piras, Federica
Reddy, YC Janardhan
Rus-Oswald, Oana G
Sakai, Yuki
Sato, João R
Schmaal, Lianne
Shimizu, Eiji
Simpson, H Blair
Soreni, Noam
Soriano-Mas, Carles
Spalletta, Gianfranco
Stern, Emily R
Stevens, Michael C
Stewart, S Evelyn
Szeszko, Philip R
Tolin, David F
Venkatasubramanian, Ganesan
Wang, Zhen
Yun, Je-Yeon
van Rooij, Daan
ENIGMA-OCD Working Group
Thompson, Paul M
van den Heuvel, Odile A
Stein, Dan J
van Wingen, Guido A
Source :
Translational psychiatry; vol 10, iss 1, 342; 2158-3188
Publication Year :
2020

Abstract

No diagnostic biomarkers are available for obsessive-compulsive disorder (OCD). Here, we aimed to identify magnetic resonance imaging (MRI) biomarkers for OCD, using 46 data sets with 2304 OCD patients and 2068 healthy controls from the ENIGMA consortium. We performed machine learning analysis of regional measures of cortical thickness, surface area and subcortical volume and tested classification performance using cross-validation. Classification performance for OCD vs. controls using the complete sample with different classifiers and cross-validation strategies was poor. When models were validated on data from other sites, model performance did not exceed chance-level. In contrast, fair classification performance was achieved when patients were grouped according to their medication status. These results indicate that medication use is associated with substantial differences in brain anatomy that are widely distributed, and indicate that clinical heterogeneity contributes to the poor performance of structural MRI as a disease marker.

Details

Database :
OAIster
Journal :
Translational psychiatry; vol 10, iss 1, 342; 2158-3188
Notes :
application/pdf, Translational psychiatry vol 10, iss 1, 342 2158-3188
Publication Type :
Electronic Resource
Accession number :
edsoai.on1287362231
Document Type :
Electronic Resource