Evidence map›Paper›PMID 32040561›Full record

ArticleBrain : a journal of neurology2020

Brain structural covariance networks in obsessive-compulsive disorder: a graph analysis from the ENIGMA Consortium.

Je-Yeon Yun, Premika S W Boedhoe, Chris Vriend, Neda Jahanshad, Yoshinari Abe, Stephanie H Ameis, Alan Anticevic, Paul D Arnold, Marcelo C Batistuzzo, Francesco Benedetti and 61 more

Erratum issued Registry-linked trialOpen access · greenAbstract read
In one paragraph

Article in Brain : a journal of neurology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. It is linked to trial NCT05911412 (Development of the Neuroimaging Biomarker-based Prediction Model of Anxiety-related Disorders and Novel Treatment Strategies), which is not on this map. Cited by 74 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
74citing papers in PubMed, 3 pooled it
6.9field-weighted citation impact, top 2% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT05911412 naunknown statusnot on this mapstarted 2023, after this paper: background citation

Development of the Neuroimaging Biomarker-based Prediction Model of Anxiety-related Disorders and Novel Treatment Strategies: Effect of Mindfulness-based Cognitive Therapy Using Neuroscience on the Brain

TypeinterventionalSponsorCHA UniversityRan2023 to 2025Enrolled64ConditionsAnxiety DepressionArmsMindfulness-based cognitive therapy using neuroscience (NMBCT)
3 · Its place in the literature

Who cites it

74 citing papers in PubMed, 3 syntheses or guidelines pooled it, 83 citations in OpenAlex.

  1. Pooled it
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  15. Neural Circuit Taxonomy and Precision Psychiatry in Major Depression.Advances in experimental medicine and biology · 2026
    Review
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14 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

71 authors at 20 institutions in 13 countries.

Je-Yeon YunSeoul National University Hospital, Seoul, Republic of Korea.
Premika S W BoedhoeAmsterdam UMC, Vrije Universiteit Amsterdam, Department of Psychiatry, Amsterdam Neuroscience, Amsterdam, The Netherlands.
Chris VriendAmsterdam UMC, Vrije Universiteit Amsterdam, Department of Psychiatry, Amsterdam Neuroscience, Amsterdam, The Netherlands.
Neda JahanshadImaging Genetics Center, Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey, CA, USA.
Yoshinari AbeDepartment of Psychiatry, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan.
Stephanie H AmeisThe Margaret and Wallace McCain Centre for Child, Youth & Family Mental Health, Campbell Family Mental Health Research Institute, The Centre for Addiction and Mental Health, Department of Psychiatry, Faculty of Medicine, University of Toronto, Toronto, Canada.
Alan AnticevicDepartment of Psychiatry, Yale University School of Medicine, New Haven, Connecticut, USA.
Paul D ArnoldMathison Centre for Mental Health Research and Education, Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.
Marcelo C BatistuzzoDepartamento e Instituto de Psiquiatria do Hospital das Clinicas, IPQ HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, SP, Brazil.
Francesco BenedettiPsychiatry and Clinical Psychobiology, Division of Neuroscience, Scientific Institute Ospedale San Raffaele, Milano, Italy.
Jan C BeuckeDepartment of Psychology, Humboldt-Universität zu Berlin, Berlin, Germany.
Irene BollettiniPsychiatry and Clinical Psychobiology, Division of Neuroscience, Scientific Institute Ospedale San Raffaele, Milano, Italy.
Anushree BoseObsessive-Compulsive Disorder (OCD) Clinic Department of Psychiatry National Institute of Mental Health and Neurosciences, Bangalore, India.
Silvia BremDepartment of Child and Adolescent Psychiatry and Psychotherapy, Psychiatric Hospital, University of Zurich, Zurich, Switzerland.
Anna CalvoMagnetic Resonance Image Core Facility, IDIBAPS (Institut d'Investigacions Biomèdiques August Pi i Sunyer), Barcelona, Spain.
Yuqi ChengDepartment of Psychiatry, First Affiliated Hospital of Kunming Medical University, Kunming, China.
Kang Ik K ChoInstitute of Human Behavioral Medicine, SNU-MRC, Seoul, Republic of Korea.
Valentina CiulloLaboratory of Neuropsychiatry, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy.
Sara DallaspeziaPsychiatry and Clinical Psychobiology, Division of Neuroscience, Scientific Institute Ospedale San Raffaele, Milano, Italy.
Damiaan DenysAmsterdam UMC, University of Amsterdam, Department of Psychiatry, Amsterdam Neuroscience, Amsterdam, The Netherlands.
Jamie D FeusnerSemel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, CA, USA.
Jean-Paul FoucheSAMRC Unit on Risk and Resilience in Mental Disorders, Department of Psychiatry, University of Cape Town, Cape Town, South Africa.
Mònica GiménezCentro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Carlos III Health Institute, Barcelona, Spain.
Patricia GrunerDepartment of Psychiatry, Yale University School of Medicine, New Haven, Connecticut, USA.
Derrek P HibarImaging Genetics Center, Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey, CA, USA.
Marcelo Q HoexterDepartamento e Instituto de Psiquiatria do Hospital das Clinicas, IPQ HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, SP, Brazil.
Hao HuShanghai Mental Health Center Shanghai Jiao Tong University School of Medicine, PR China.
Chaim HuyserDe Bascule, Academic Center for Child and Adolescent Psychiatry, Amsterdam, The Netherlands.
Keisuke IkariDepartment of Neuropsychiatry, Graduate School of Medical Sciences, Kyushu University, 3-1-1 Maidashi Higashi-ku, Fukuoka, Japan.
Norbert KathmannDepartment of Psychology, Humboldt-Universität zu Berlin, Berlin, Germany.
Christian KaufmannDepartment of Psychology, Humboldt-Universität zu Berlin, Berlin, Germany.
Kathrin KochDepartment of Neuroradiology, Klinikum rechts der Isar, Technische Universität München, Germany.
Luisa LazaroDepartment of Child and Adolescent Psychiatry and Psychology, Institute of Neurosciences, Hospital Clínic Universitari, Barcelona, Spain.
Christine LochnerSAMRC Unit on Anxiety and Stress Disorders, Department of Psychiatry, University of Stellenbosch, South Africa.
Paulo MarquesLife and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal.
Rachel MarshColumbia University Medical College, Columbia University, New York, NY, USA.
Ignacio Martínez-ZalacaínDepartment of Psychiatry, Bellvitge University Hospital, Bellvitge Biomedical Research Institute-IDIBELL, L'Hospitalet de Llobregat, Barcelona, Spain.
David Mataix-ColsDepartment of Clinical Neuroscience, Centre for Psychiatry Research, Karolinska Institutet, Stockholm, Sweden.
José M MenchónDepartment of Psychiatry, Bellvitge University Hospital, Bellvitge Biomedical Research Institute-IDIBELL, L'Hospitalet de Llobregat, Barcelona, Spain.
Luciano MinuzziMcMaster University, Department of Psychiatry and Behavioural Neurosciences, Hamilton, Ontario, Canada.
Pedro MorgadoLife and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal.
Pedro MoreiraLife and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal.
Takashi NakamaeDepartment of Psychiatry, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan.
Tomohiro NakaoDepartment of Neuropsychiatry, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan.
Janardhanan C NarayanaswamyObsessive-Compulsive Disorder (OCD) Clinic Department of Psychiatry National Institute of Mental Health and Neurosciences, Bangalore, India.
Erika L NurmiSemel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, CA, USA.
Joseph O'NeillSemel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, CA, USA.
John PiacentiniSemel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, CA, USA.
Fabrizio PirasLaboratory of Neuropsychiatry, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy.
Federica PirasLaboratory of Neuropsychiatry, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy.
Y C Janardhan ReddyObsessive-Compulsive Disorder (OCD) Clinic Department of Psychiatry National Institute of Mental Health and Neurosciences, Bangalore, India.
Joao R SatoCenter for Mathematics, Computing and Cognition, Universidade Federal do ABC, Santo Andre, Brazil.
H Blair SimpsonColumbia University Medical College, Columbia University, New York, NY, USA.
Noam SoreniPediatric OCD Consultation Service, Anxiety Treatment and Research Center, St. Joseph's HealthCare, Hamilton, Ontario, Canada.
Carles Soriano-MasDepartment of Psychiatry, Bellvitge University Hospital, Bellvitge Biomedical Research Institute-IDIBELL, L'Hospitalet de Llobregat, Barcelona, Spain.
Gianfranco SpallettaLaboratory of Neuropsychiatry, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy.
Michael C StevensYale University School of Medicine, New Haven, Connecticut, USA.
Philip R SzeszkoIcahn School of Medicine at Mount Sinai, New York, USA.
David F TolinYale University School of Medicine, New Haven, Connecticut, USA.
Ganesan VenkatasubramanianObsessive-Compulsive Disorder (OCD) Clinic Department of Psychiatry National Institute of Mental Health and Neurosciences, Bangalore, India.
Susanne WalitzaDepartment of Child and Adolescent Psychiatry and Psychotherapy, Psychiatric Hospital, University of Zurich, Zurich, Switzerland.
Zhen WangShanghai Mental Health Center Shanghai Jiao Tong University School of Medicine, PR China.
Guido A van WingenAmsterdam UMC, University of Amsterdam, Department of Psychiatry, Amsterdam Neuroscience, Amsterdam, The Netherlands.
Jian XuDepartment of Psychiatry, The First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, PR China.
Xiufeng XuDepartment of Psychiatry, The First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, PR China.
Qing ZhaoShanghai Mental Health Center Shanghai Jiao Tong University School of Medicine, PR China.
ENIGMA-OCD working group
Paul M ThompsonImaging Genetics Center, Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey, CA, USA.
Dan J SteinSAMRC Unit on Risk and Resilience in Mental Disorders, Department of Psychiatry, University of Cape Town, Cape Town, South Africa.
Odile A van den HeuvelAmsterdam UMC, Vrije Universiteit Amsterdam, Department of Psychiatry, Amsterdam Neuroscience, Amsterdam, The Netherlands.
Jun Soo KwonDepartment of Psychiatry, Seoul National University College of Medicine, Seoul, Republic of Korea.
Humboldt-Universität zu Berlin · DEIRCCS Ospedale San Raffaele · ITAmsterdam Neuroscience · NLHospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo · BRUniversity of Southern California · USYale University · USCentre for Addiction and Mental Health · CAConsorci Institut D'Investigacions Biomediques August Pi I Sunyer · ESDe Bascule · NLFondazione Santa Lucia · ITInstituto de Salud Carlos III · ESKunming Medical University · CNKyoto Prefectural University of Medicine · JPKyushu University · JPNational Institute of Mental Health and Neurosciences · INNetherlands Institute for Neuroscience · NLSeoul National University · KRShanghai Jiao Tong University · CNSouth African Medical Research Council · ZATUM Klinikum · DE

Funding

Yale Clinical and Translational Science Award (U Component)UL1TR001863 · NCATS · YALE UNIVERSITY · PI John H. Krystal, LUCILA OHNO-MACHADO · 2016 to 2026
$102.9M
Training U54EB020403 · NIBIB · UNIVERSITY OF SOUTHERN CALIFORNIA · PI THOMPSON, PAUL M · 2014 to 2018
$10.1M
Dissecting Causal Reasoning Abnormalities in Obsessive-Compulsive Disorder (OCD)K23MH115206 · NIMH · YALE UNIVERSITY · PI GRUNER, PATRICIA A. · 2018 to 2021
$788k
NCATS NIH HHS UL1 TR001863NIBIB NIH HHS U54 EB020403NIMH NIH HHS K23 MH115206
6 · The paper itself

Abstract

Brain structural covariance networks reflect covariation in morphology of different brain areas and are thought to reflect common trajectories in brain development and maturation. Large-scale investigation of structural covariance networks in obsessive-compulsive disorder (OCD) may provide clues to the pathophysiology of this neurodevelopmental disorder. Using T1-weighted MRI scans acquired from 1616 individuals with OCD and 1463 healthy controls across 37 datasets participating in the ENIGMA-OCD Working Group, we calculated intra-individual brain structural covariance networks (using the bilaterally-averaged values of 33 cortical surface areas, 33 cortical thickness values, and six subcortical volumes), in which edge weights were proportional to the similarity between two brain morphological features in terms of deviation from healthy controls (i.e. z-score transformed). Global networks were characterized using measures of network segregation (clustering and modularity), network integration (global efficiency), and their balance (small-worldness), and their community membership was assessed. Hub profiling of regional networks was undertaken using measures of betweenness, closeness, and eigenvector centrality. Individually calculated network measures were integrated across the 37 datasets using a meta-analytical approach. These network measures were summated across the network density range of K = 0.10-0.25 per participant, and were integrated across the 37 datasets using a meta-analytical approach. Compared with healthy controls, at a global level, the structural covariance networks of OCD showed lower clustering (P < 0.0001), lower modularity (P < 0.0001), and lower small-worldness (P = 0.017). Detection of community membership emphasized lower network segregation in OCD compared to healthy controls. At the regional level, there were lower (rank-transformed) centrality values in OCD for volume of caudate nucleus and thalamus, and surface area of paracentral cortex, indicative of altered distribution of brain hubs. Centrality of cingulate and orbito-frontal as well as other brain areas was associated with OCD illness duration, suggesting greater involvement of these brain areas with illness chronicity. In summary, the findings of this study, the largest brain structural covariance study of OCD to date, point to a less segregated organization of structural covariance networks in OCD, and reorganization of brain hubs. The segregation findings suggest a possible signature of altered brain morphometry in OCD, while the hub findings point to OCD-related alterations in trajectories of brain development and maturation, particularly in cingulate and orbitofrontal regions.

Indexed as

AdultBrainCerebral CortexFemaleHumansImage Processing, Computer-AssistedMagnetic Resonance ImagingMaleNeural PathwaysObsessive-Compulsive Disorderbrain structural covariance networkgraph theoryillness durationobsessive-compulsive disorderpharmacotherapy

Identifiers

PMID32040561
PMCPMC7009583
OpenAlexW3004719143

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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.