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

  • ENIGMA-OCD Working-Group
  • , ENIGMA-OCD Working-Group
  • Yeongeon Student Support Center, Seoul National University College of Medicine, Seoul, Republic of Korea.
  • Imaging Genetics Center, Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey, CA, USA.
  • Department of Psychiatry, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan.
  • Centre for Brain and Mental Health, The Hospital for Sick Children, Toronto, Canada.
  • Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut, USA.
  • Department of Psychiatry, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.
  • Departamento e Instituto de Psiquiatria do Hospital das Clinicas, IPQ HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, SP, Brazil.
  • Psychiatry and Clinical Psychobiology, Division of Neuroscience, Scientific Institute Ospedale San Raffaele, Milano, Italy.
  • Department of Psychology, Humboldt-Universität zu Berlin, Berlin, Germany.
  • Obsessive-Compulsive Disorder (OCD) Clinic Department of Psychiatry National Institute of Mental Health and Neurosciences, Bangalore, India.
  • Department of Child and Adolescent Psychiatry and Psychotherapy, Psychiatric Hospital, University of Zurich, Zurich, Switzerland.
  • Magnetic Resonance Image Core Facility, IDIBAPS (Institut d'Investigacions Biomèdiques August Pi i Sunyer), Barcelona, Spain.
  • Department of Psychiatry, First Affiliated Hospital of Kunming Medical University, Kunming, China.
  • Institute of Human Behavioral Medicine, SNU-MRC, Seoul, Republic of Korea.
  • Laboratory of Neuropsychiatry, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy.
  • Neuroimmunology Group, Netherlands Institute for Neuroscience, Institute of the Royal Netherlands Academy of Arts and Sciences Amsterdam, Netherlands.
  • Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, University of California , Los Angeles, CA, USA.
  • SAMRC Unit on Risk and Resilience in Mental Disorders, Department of Psychiatry, University of Cape Town, Cape Town, South Africa.
  • Department of Psychiatry, Bellvitge University Hospital, Bellvitge Biomedical Research Institute-IDIBELL, L'Hospitalet de Llobregat, Barcelona, Spain.
  • Shanghai Mental Health Center Shanghai Jiao Tong University School of Medicine, PR China.
  • Amsterdam UMC, Department of Child and Adolescent Psychiatry, Amsterdam, The Netherlands.
  • Department of Neuropsychiatry, Graduate School of Medical Sciences, Kyushu University, 3-1-1 Maidashi Higashi-ku, Fukuoka, Japan.
  • TUM-Neuroimaging Center (TUM-NIC) of Klinikum rechts der Isar, Technische Universität München, Germany.
  • Centro de Investigación Biomèdica en Red de Salud Mental (CIBERSAM), Barcelona, Spain.
  • SAMRC Unit on Anxiety and Stress Disorders, Department of Psychiatry, University of Stellenbosch, South Africa.
  • Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal.
  • The New York State Psychiatric Institute, New York, NY, USA.
  • Department of Clinical Sciences, University of Barcelona, Spain.
  • Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK; Institut d'Investigacions Biomèdiques August Pi i Sunyer, Mental Health Research Networking Center, Barcelona, Spain; Centre for Psychiatric Research and Education, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
  • Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, L8N 3K7, Canada.
  • ICVS-3Bs PT Government Associate Laboratory, Braga, Portugal.
  • Department of Neuropsychiatry, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan.
  • Division of Child and Adolescent Psychiatry, University of California, Los Angeles, CA, USA.
  • Center for Mathematics, Computing and Cognition, Universidade Federal do ABC, Santo Andre, Brazil.
  • Center for OCD and Related Disorders, New York State Psychiatric Institute, New York, NY, USA.
  • Pediatric OCD Consultation Service, Anxiety Treatment and Research Center, St. Joseph's HealthCare, Hamilton, Ontario, Canada.
  • Department of Psychobiology and Methodology of Health Sciences, Universitat Autònoma de Barcelona, Spain.
  • Beth K. and Stuart C. Yudofsky Division of Neuropsychiatry, Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, Texas, USA.
  • Clinical Neuroscience and Development Laboratory, Olin Neuropsychiatry Research Center, Hartford, Connecticut, USA.
  • Traumatic Stress Studies Division and Laboratory of Molecular Neuropsychiatry, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, USA; Mental Health Care Center, PTSD Clinical Research Program and Laboratory of Clinical Neuroendocrinology and Neurochemistry, James J. Peters Veterans Affairs Medical Center, Bronx, USA; Division of Medical Pharmacology...
  • Institute of Living/Hartford Hospital, Hartford, Connecticut, USA.
  • Shanghai Key Laboratory of Psychotic Disorders, Shanghai, China
  • Amsterdam UMC, University of Amsterdam, Department of Psychiatry, Amsterdam Neuroscience, Amsterdam, The Netherlands.
  • Department of Psychiatry, The First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, PR China.
  • Department of Brain and Cognitive Sciences, Seoul National University College of Natural Sciences, Seoul, Republic of Korea.

Research output: Contribution to journalArticleAcademicpeer-review

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 T 1-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 5 0.0001), lower modularity (P 5 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.

Original languageEnglish
Pages (from-to)684-700
Number of pages17
JournalBrain
Volume143
Issue number2
DOIs
Publication statusPublished - 1 Jan 2020

Keywords

  • brain structural covariance network
  • graph theory
  • illness duration
  • obsessive-compulsive disorder
  • pharmacotherapy

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