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Multi-site benchmark classification of major depressive disorder using machine learning on cortical and subcortical measures.

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Title: Multi-site benchmark classification of major depressive disorder using machine learning on cortical and subcortical measures.
Authors: Belov V; Laboratory of Systems Neuroscience and Imaging in Psychiatry (SNIP-Lab), Department of Psychiatry and Psychotherapy, University Medical Center Göttingen (UMG), Georg-August University, Von-Siebold-Str. 5, 37075, Göttingen, Germany., Erwin-Grabner T; Laboratory of Systems Neuroscience and Imaging in Psychiatry (SNIP-Lab), Department of Psychiatry and Psychotherapy, University Medical Center Göttingen (UMG), Georg-August University, Von-Siebold-Str. 5, 37075, Göttingen, Germany., Aghajani M; Department of Psychiatry, Amsterdam UMC, Amsterdam Neuroscience, Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; Institute of Education and Child Studies, Section Forensic Family and Youth Care, Leiden University, Leiden, The Netherlands., Aleman A; Department of Biomedical Sciences of Cells and Systems, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands., Amod AR; Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa., Basgoze Z; Department of Psychiatry and Behavioral Science, University of Minnesota Medical School, Minneapolis, MN, USA., Benedetti F; Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy., Besteher B; Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany., Bülow R; Institute for Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany., Ching CRK; Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA., Connolly CG; Department of Biomedical Sciences, Florida State University, Tallahassee, FL, USA., Cullen K; Department of Psychiatry and Behavioral Science, University of Minnesota Medical School, Minneapolis, MN, USA., Davey CG; Melbourne Neuropsychiatry Centre, Department of Psychiatry, The University of Melbourne, Parkville, VIC, Australia., Dima D; Department of Psychology, School of Arts and Social Sciences, City, University of London, London, UK.; Department of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK., Dols A; Department of Psychiatry, Amsterdam UMC, Amsterdam Neuroscience, Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands., Evans JW; Experimental Therapeutics and Pathophysiology Branch, National Institute for Mental Health, National Institutes of Health, Bethesda, MD, USA., Fu CHY; School of Psychology, University of East London, London, UK.; Centre for Affective Disorders, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK., Gonul AS; SoCAT Lab, Department of Psychiatry, School of Medicine, Ege University, Izmir, Turkey., Gotlib IH; Department of Psychology, Stanford University, Stanford, CA, USA., Grabe HJ; Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany., Groenewold N; Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa., Hamilton JP; Center for Social and Affective Neuroscience, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.; Center for Medical Imaging and Visualization, Linköping University, Linköping, Sweden., Harrison BJ; Melbourne Neuropsychiatry Centre, Department of Psychiatry, The University of Melbourne, Parkville, VIC, Australia., Ho TC; Department of Psychiatry and Behavioral Sciences, Division of Child and Adolescent Psychiatry, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA.; Department of Psychology, University of California, Los Angeles, Los Angeles, CA, USA., Mwangi B; Louis A. Faillace, MD, Department of Psychiatry and Behavioral Sciences, The University of Texas Health Science Center at Houston, Houston, TX, USA.; Center Of Excellence On Mood Disorders, Louis A. Faillace, MD, Department of Psychiatry and Behavioral Sciences at McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX, USA., Jaworska N; Department of Psychiatry, McGill University, Montreal, QC, Canada., Jahanshad N; Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA., Klimes-Dougan B; Department of Psychology, University of Minnesota, Minneapolis, MN, USA., Koopowitz SM; Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa., Lancaster T; Cardiff University Brain Research Imaging Center, Cardiff University, Cardiff, UK.; MRC Center for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK., Li M; Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany., Linden DEJ; Cardiff University Brain Research Imaging Center, Cardiff University, Cardiff, UK.; MRC Center for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK.; Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, UK.; School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands., MacMaster FP; Departments of Psychiatry and Pediatrics, University of Calgary, Calgary, AB, Canada., Mehler DMA; Cardiff University Brain Research Imaging Center, Cardiff University, Cardiff, UK.; MRC Center for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK.; Department of Psychiatry, Psychotherapy and Psychosomatics, Medical School, RWTH Aachen University, Aachen, Germany., Melloni E; Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy., Mueller BA; Department of Psychiatry and Behavioral Science, University of Minnesota Medical School, Minneapolis, MN, USA., Ojha A; Center for Neuroscience, University of Pittsburgh, Pittsburgh, PA, USA.; Center for Neural Basis of Cognition, University of Pittsburgh, Pittsburgh, PA, USA., Oudega ML; Department of Psychiatry, Amsterdam UMC, Amsterdam Neuroscience, Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands., Penninx BWJH; Department of Psychiatry, Amsterdam UMC, Amsterdam Neuroscience, Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands., Poletti S; Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy., Pomarol-Clotet E; FIDMAG Germanes Hospitalàries Research Foundation, Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Barcelona, Catalonia, Spain., Portella MJ; Sant Pau Mental Health Research Group, Institut de Recerca de L'Hospital de La Santa Creu I Sant Pau, Barcelona, Catalonia, Spain., Pozzi E; Centre for Youth Mental Health, The University of Melbourne, Parkville, VIC, Australia.; Orygen, Parkville, VIC, Australia., Reneman L; Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centers, Amsterdam, The Netherlands., Sacchet MD; Meditation Research Program, Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA., Sämann PG; Max Planck Institute of Psychiatry, Munich, Germany., Schrantee A; Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centers, Amsterdam, The Netherlands., Sim K; West Region, Institute of Mental Health, Singapore, Singapore.; Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.; Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore., Soares JC; Center Of Excellence On Mood Disorders, Louis A. Faillace, MD, Department of Psychiatry and Behavioral Sciences at McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX, USA., Stein DJ; SA MRC Research Unit on Risk and Resilience in Mental Disorders, Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa., Thomopoulos SI; Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA., Uyar-Demir A; SoCAT Lab, Department of Psychiatry, School of Medicine, Ege University, Izmir, Turkey., van der Wee NJA; Leiden Institute for Brain and Cognition, Leiden University Medical Center, Leiden, The Netherlands., van der Werff SJA; Leiden Institute for Brain and Cognition, Leiden University Medical Center, Leiden, The Netherlands.; Department of Psychiatry, Leiden University Medical Center, Leiden, The Netherlands., Völzke H; Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany., Whittle S; Melbourne Neuropsychiatry Centre, Department of Psychiatry, The University of Melbourne and Melbourne Health, Melbourne, VIC, Australia., Wittfeld K; Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany.; German Center for Neurodegenerative Diseases (DZNE), Site Rostock/ Greifswald, Greifswald, Germany., Wright MJ; Queensland Brain Institute, The University of Queensland, Brisbane, QLD, Australia.; Centre for Advanced Imaging, The University of Queensland, Brisbane, QLD, Australia., Wu MJ; Louis A. Faillace, MD, Department of Psychiatry and Behavioral Sciences, The University of Texas Health Science Center at Houston, Houston, TX, USA.; Center Of Excellence On Mood Disorders, Louis A. Faillace, MD, Department of Psychiatry and Behavioral Sciences at McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX, USA., Yang TT; Department of Psychiatry and Behavioral Sciences, Division of Child and Adolescent Psychiatry, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA., Zarate C; Section on the Neurobiology and Treatment of Mood Disorders, National Institute of Mental Health, Bethesda, MD, USA., Veltman DJ; Department of Psychiatry, Amsterdam UMC, Amsterdam Neuroscience, Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands., Schmaal L; Centre for Youth Mental Health, The University of Melbourne, Parkville, VIC, Australia.; Orygen, Parkville, VIC, Australia., Thompson PM; Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA., Goya-Maldonado R; Laboratory of Systems Neuroscience and Imaging in Psychiatry (SNIP-Lab), Department of Psychiatry and Psychotherapy, University Medical Center Göttingen (UMG), Georg-August University, Von-Siebold-Str. 5, 37075, Göttingen, Germany. roberto.goya@med.uni-goettingen.de.
Corporate Authors: ENIGMA Major Depressive Disorder working group
Source: Scientific reports [Sci Rep] 2024 Jan 11; Vol. 14 (1), pp. 1084. Date of Electronic Publication: 2024 Jan 11.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Multi-site benchmark classification of major depressive disorder using machine learning on cortical and subcortical measures.
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          Dates:
            – D: 11
              M: 01
              Text: 2024 Jan 11
              Type: published
              Y: 2024
          Identifiers:
            – Type: issn-electronic
              Value: 2045-2322
          Numbering:
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              Value: 14
            – Type: issue
              Value: 1
          Titles:
            – TitleFull: Scientific reports
              Type: main
ResultId 1