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Classification of Major Depressive Disorder Using Vertex-Wise Brain Sulcal Depth, Curvature, and Thickness with a Deep and a Shallow Learning Model.

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Title: Classification of Major Depressive Disorder Using Vertex-Wise Brain Sulcal Depth, Curvature, and Thickness with a Deep and a Shallow Learning Model.
Authors: 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, 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, Göttingen, Germany., Zeng LL; College of Intelligence Science and Technology, National University of Defense Technology, Changsha 410073, China.; Imaging Genetics Center, Mark & Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA 90274, USA., Ching CRK; Imaging Genetics Center, Mark & Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA 90274, USA., 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 & Mental Health, Neuroscience Institute, 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 Scientific Institute Ospedale San Raffaele, Milano, Italy., Besteher B; Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany., Brosch K; Department of Psychiatry and Psychotherapy, University of Marburg, Rudolf Bultmann Str. 8, 35039 Marburg, Germany., Bülow R; Institute for Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany., Colle R; MOODS Team, CESP, INSERM U1018, Faculté de Médecine, Univ Paris-Saclay, Le Kremlin Bicêtre 94275, France.; Service Hospitalo-Universitaire de Psychiatrie de Bicêtre, Hôpitaux Universitaires Paris-Saclay, Assistance Publique-Hôpitaux deParis, Hôpital de Bicêtre, Le Kremlin Bicêtre F-94275, France., Connolly CG; Department of Biomedical Sciences, Florida State University, Tallahassee FL, USA., Corruble E; MOODS Team, CESP, INSERM U1018, Faculté de Médecine, Univ Paris-Saclay, Le Kremlin Bicêtre 94275, France.; Service Hospitalo-Universitaire de Psychiatrie de Bicêtre, Hôpitaux Universitaires Paris-Saclay, Assistance Publique-Hôpitaux deParis, Hôpital de Bicêtre, Le Kremlin Bicêtre F-94275, France., Couvy-Duchesne B; Sorbonne University, Paris Brain Institute - ICM, CNRS, Inria, Inserm, AP-HP, Hôpital de la Pitié Salpêtrière, F-75013, Paris, France.; Institute for Molecular Bioscience, the University of Queensland, St Lucia, QLD, Australia., Cullen K; Department of Psychiatry and Behavioral Science, University of Minnesota Medical School, Minneapolis, MN, USA., Dannlowski U; Institute for Translational Psychiatry, University of Münster, Münster, Germany., Davey CG; Melbourne Neuropsychiatry Centre, Department of Psychiatry, the University of Melbourne, Parkville, Victoria, Australia., Dols A; Department of Psychiatry, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam Public Health Research Institute, Amsterdam, the Netherlands.; Department of Psychiatry, UMC Utrecht Brain Center, University Utrecht, Utrecht, the Netherlands., Ernsting J; Institute for Translational Psychiatry, University of Münster, Münster, Germany., Evans JW; Experimental Therapeutics and Pathophysiology Branch, National Institute for Mental Health, National Institutes of Health, Bethesda, MD, USA., Fisch L; Institute for Translational Psychiatry, University of Münster, Münster, Germany., Fuentes-Claramonte P; FIDMAG Germanes Hospitalàries Research Foundation, Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Barcelona, Catalonia, Spain., 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 NA; Department of Psychiatry & Mental Health, Neuroscience Institute, University of Cape Town, Cape Town, South Africa., Grotegerd D; Institute for Translational Psychiatry, University of Münster, Münster, Germany., Hahn T; Institute for Translational Psychiatry, University of Münster, Münster, Germany., Hamilton JP; Center for Social and Affective Neuroscience, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden., Han LKM; Centre for Youth Mental Health, the University of Melbourne, Parkville, VIC, Australia.; Orygen, Parkville, VIC, Australia., Harrison BJ; Melbourne Neuropsychiatry Centre, Department of Psychiatry, the University of Melbourne, Parkville, Victoria, Australia., Ho TC; Department of Psychiatry and Behavioral Sciences, Division of Child and Adolescent Psychiatry, Weill Institute for Neurosciences, University of California, San Francisco, CA, USA.; Department of Psychology, University of California, Los Angeles, CA, USA., Jahanshad N; Imaging Genetics Center, Mark & Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA 90274, USA., Jamieson AJ; Melbourne Neuropsychiatry Centre, Department of Psychiatry, the University of Melbourne, Parkville, Victoria, Australia., Karuk A; FIDMAG Germanes Hospitalàries Research Foundation, Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Barcelona, Catalonia, Spain., Kircher T; Department of Psychiatry and Psychotherapy, University of Marburg, Rudolf Bultmann Str. 8, 35039 Marburg, Germany., Klimes-Dougan B; Department of Psychology, University of Minnesota, Minneapolis, MN, USA., Koopowitz SM; Department of Psychiatry & Mental Health, Neuroscience Institute, University of Cape Town, Cape Town, South Africa., Lancaster T; Cardiff University Brain Research Imaging Centre, Cardiff University, Cardiff, UK.; MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK., Leenings R; Institute for Translational Psychiatry, University of Münster, Münster, Germany., Li M; Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany., Linden DEJ; Cardiff University Brain Research Imaging Centre, Cardiff University, Cardiff, UK.; MRC Centre 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, 6229 ER, the Netherlands., MacMaster FP; Departments of Psychiatry and Pediatrics, University of Calgary, Calgary, AB, Canada., Mehler DMA; Institute for Translational Psychiatry, University of Münster, Münster, Germany.; Cardiff University Brain Research Imaging Centre, Cardiff University, Cardiff, UK.; MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK.; Department of Psychiatry, Psychotherapy and Psychosomatics, Medical School, RWTH Aachen University, Germany., Meinert S; Institute for Translational Psychiatry, University of Münster, Münster, Germany.; Institute for Translational Neuroscience, University of Münster, Germany., Melloni E; Division of Neuroscience, IRCCS Scientific Institute Ospedale San Raffaele, Milano, Italy., Mueller BA; Department of Psychiatry and Behavioral Science, University of Minnesota Medical School, Minneapolis, MN, USA., Mwangi B; 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, USA., Nenadić I; Department of Psychiatry and Psychotherapy, University of Marburg, Rudolf Bultmann Str. 8, 35039 Marburg, Germany., Ojha A; Center for Neuroscience, University of Pittsburgh, Pittsburgh, PA, USA; Center for Neural Basis of Cognition, University of Pittsburgh, Pittsburgh, PA, USA., Okamoto Y; Department of Psychiatry and Neurosciences, Hiroshima University, Hiroshima, Japan., Oudega ML; Department of Psychiatry, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam Public Health Research Institute, Amsterdam, the Netherlands.; GGZ inGeest Mental Health Care, Amsterdam, the Netherlands., Penninx BWJH; Department of Psychiatry, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam Public Health Research Institute, Amsterdam, the Netherlands., Poletti S; Division of Neuroscience, IRCCS Scientific Institute Ospedale San Raffaele, Milano, Italy., Pomarol-Clotet E; FIDMAG Germanes Hospitalàries Research Foundation, Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Instituto de Salud Carlos III, 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. CIBERSAM, Madrid, Spain., Pozzi E; Centre for Youth Mental Health, the University of Melbourne, Parkville, VIC, Australia.; Orygen, Parkville, VIC, Australia., Radua J; Imaging of Mood- and Anxiety-Related Disorders (IMARD) Group, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain., Rodríguez-Cano E; FIDMAG Germanes Hospitalàries Research Foundation, Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Barcelona, Catalonia, Spain., Sacchet MD; Meditation Research Program, Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA., Salvador R; FIDMAG Germanes Hospitalàries Research Foundation, Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Barcelona, Catalonia, Spain., Schrantee A; Amsterdam University Medical Centers, location AMC, Department of Radiology and Nuclear Medicine, Amsterdam, the Netherlands., Sim K; West Region, Institute of Mental Health, Singapore.; Yong Loo Lin School of Medicine, National University of Singapore, Singapore.; Lee Kong Chian School of Medicine, Nanyang Technological University, 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, USA., Solanes A; Imaging of Mood- and Anxiety-Related Disorders (IMARD) Group, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain., Stein DJ; Department of Psychiatry & Mental Health, Neuroscience Institute, University of Cape Town, Cape Town, South Africa., Stein F; Department of Psychiatry and Psychotherapy, University of Marburg, Rudolf Bultmann Str. 8, 35039 Marburg, Germany., Stolicyn A; Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Scotland, UK., Thomopoulos SI; Imaging Genetics Center, Mark & Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA 90274, USA., Toenders YJ; Centre for Youth Mental Health, the University of Melbourne, Parkville, VIC, Australia.; Orygen, Parkville, VIC, Australia.; Developmental and Educational Psychology, Leiden University, the Netherlands.; Erasmus School of Social and Behavioral Sciences, Erasmus University Rotterdam, the Netherlands., Uyar-Demir A; SoCAT Lab, Department of Psychiatry, School of Medicine, Ege University, Izmir, Turkey., Vieta E; Hospital Clinic, Institute of Neuroscience, University of Barcelona, IDIBAPS, CIBERSAM, Barcelona, Catalonia, Spain., Vives-Gilabert Y; Intelligent Data Analysis Laboratory (IDAL), Department of Electronic Engineering, Universitat de València, Valencia, Spain., Völzke H; Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany., Walter M; Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany.; Clinical Affective Neuroimaging Laboratory, Leibniz Institute for Neurobiology, Magdeburg, Germany., Whalley HC; Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Scotland, UK., Whittle S; Melbourne Neuropsychiatry Centre, Department of Psychiatry, the University of Melbourne, Parkville, Victoria, Australia., Winter N; Institute for Translational Psychiatry, University of Münster, Münster, Germany., 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; Clinical Affective Neuroimaging Laboratory, Leibniz Institute for Neurobiology, Magdeburg, Germany.; German Center for Neurodegenerative Diseases (DZNE), Site Rostock/ Greifswald, Greifswald, Germany., Wu MJ; 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, USA., Yang TT; Department of Psychiatry and Behavioral Sciences, Division of Child and Adolescent Psychiatry, Weill Institute for Neurosciences, University of California, 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, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam Public Health Research Institute, 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 & Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA 90274, USA.
Corporate Authors: ENIGMA Major Depressive Disorder working group
Source: ArXiv [ArXiv] 2025 Jan 24. Date of Electronic Publication: 2025 Jan 24.
Publication Type: Journal Article; Preprint
Journal Info: Country of Publication: United States NLM ID: 101759493 Publication Model: Electronic Cited Medium: Internet ISSN: 2331-8422 (Electronic) Linking ISSN: 23318422 NLM ISO Abbreviation: ArXiv Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Classification of Major Depressive Disorder Using Vertex-Wise Brain Sulcal Depth, Curvature, and Thickness with a Deep and a Shallow Learning Model.
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  Data: <searchLink fieldCode="AU" term="%22Goya-Maldonado+R%22">Goya-Maldonado R</searchLink>; Laboratory of Systems Neuroscience and Imaging in Psychiatry (SNIP-Lab), Department of Psychiatry and Psychotherapy, University Medical Center Göttingen (UMG), Georg-August University, Göttingen, Germany.<br /><searchLink fieldCode="AU" term="%22Erwin-Grabner+T%22">Erwin-Grabner T</searchLink>; Laboratory of Systems Neuroscience and Imaging in Psychiatry (SNIP-Lab), Department of Psychiatry and Psychotherapy, University Medical Center Göttingen (UMG), Georg-August University, Göttingen, Germany.<br /><searchLink fieldCode="AU" term="%22Zeng+LL%22">Zeng LL</searchLink>; College of Intelligence Science and Technology, National University of Defense Technology, Changsha 410073, China.; Imaging Genetics Center, Mark & Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA 90274, USA.<br /><searchLink fieldCode="AU" term="%22Ching+CRK%22">Ching CRK</searchLink>; Imaging Genetics Center, Mark & Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA 90274, USA.<br /><searchLink fieldCode="AU" term="%22Aleman+A%22">Aleman A</searchLink>; Department of Biomedical Sciences of Cells and Systems, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Amod+AR%22">Amod AR</searchLink>; Department of Psychiatry & Mental Health, Neuroscience Institute, University of Cape Town, Cape Town, South Africa.<br /><searchLink fieldCode="AU" term="%22Basgoze+Z%22">Basgoze Z</searchLink>; Department of Psychiatry and Behavioral Science, University of Minnesota Medical School, Minneapolis, MN, USA.<br /><searchLink fieldCode="AU" term="%22Benedetti+F%22">Benedetti F</searchLink>; Division of Neuroscience, IRCCS Scientific Institute Ospedale San Raffaele, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Besteher+B%22">Besteher B</searchLink>; Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany.<br /><searchLink fieldCode="AU" term="%22Brosch+K%22">Brosch K</searchLink>; Department of Psychiatry and Psychotherapy, University of Marburg, Rudolf Bultmann Str. 8, 35039 Marburg, Germany.<br /><searchLink fieldCode="AU" term="%22Bülow+R%22">Bülow R</searchLink>; Institute for Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany.<br /><searchLink fieldCode="AU" term="%22Colle+R%22">Colle R</searchLink>; MOODS Team, CESP, INSERM U1018, Faculté de Médecine, Univ Paris-Saclay, Le Kremlin Bicêtre 94275, France.; Service Hospitalo-Universitaire de Psychiatrie de Bicêtre, Hôpitaux Universitaires Paris-Saclay, Assistance Publique-Hôpitaux deParis, Hôpital de Bicêtre, Le Kremlin Bicêtre F-94275, France.<br /><searchLink fieldCode="AU" term="%22Connolly+CG%22">Connolly CG</searchLink>; Department of Biomedical Sciences, Florida State University, Tallahassee FL, USA.<br /><searchLink fieldCode="AU" term="%22Corruble+E%22">Corruble E</searchLink>; MOODS Team, CESP, INSERM U1018, Faculté de Médecine, Univ Paris-Saclay, Le Kremlin Bicêtre 94275, France.; Service Hospitalo-Universitaire de Psychiatrie de Bicêtre, Hôpitaux Universitaires Paris-Saclay, Assistance Publique-Hôpitaux deParis, Hôpital de Bicêtre, Le Kremlin Bicêtre F-94275, France.<br /><searchLink fieldCode="AU" term="%22Couvy-Duchesne+B%22">Couvy-Duchesne B</searchLink>; Sorbonne University, Paris Brain Institute - ICM, CNRS, Inria, Inserm, AP-HP, Hôpital de la Pitié Salpêtrière, F-75013, Paris, France.; Institute for Molecular Bioscience, the University of Queensland, St Lucia, QLD, Australia.<br /><searchLink fieldCode="AU" term="%22Cullen+K%22">Cullen K</searchLink>; Department of Psychiatry and Behavioral Science, University of Minnesota Medical School, Minneapolis, MN, USA.<br /><searchLink fieldCode="AU" term="%22Dannlowski+U%22">Dannlowski U</searchLink>; Institute for Translational Psychiatry, University of Münster, Münster, Germany.<br /><searchLink fieldCode="AU" term="%22Davey+CG%22">Davey CG</searchLink>; Melbourne Neuropsychiatry Centre, Department of Psychiatry, the University of Melbourne, Parkville, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Dols+A%22">Dols A</searchLink>; Department of Psychiatry, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam Public Health Research Institute, Amsterdam, the Netherlands.; Department of Psychiatry, UMC Utrecht Brain Center, University Utrecht, Utrecht, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Ernsting+J%22">Ernsting J</searchLink>; Institute for Translational Psychiatry, University of Münster, Münster, Germany.<br /><searchLink fieldCode="AU" term="%22Evans+JW%22">Evans JW</searchLink>; Experimental Therapeutics and Pathophysiology Branch, National Institute for Mental Health, National Institutes of Health, Bethesda, MD, USA.<br /><searchLink fieldCode="AU" term="%22Fisch+L%22">Fisch L</searchLink>; Institute for Translational Psychiatry, University of Münster, Münster, Germany.<br /><searchLink fieldCode="AU" term="%22Fuentes-Claramonte+P%22">Fuentes-Claramonte P</searchLink>; FIDMAG Germanes Hospitalàries Research Foundation, Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Barcelona, Catalonia, Spain.<br /><searchLink fieldCode="AU" term="%22Gonul+AS%22">Gonul AS</searchLink>; SoCAT Lab, Department of Psychiatry, School of Medicine, Ege University, Izmir, Turkey.<br /><searchLink fieldCode="AU" term="%22Gotlib+IH%22">Gotlib IH</searchLink>; Department of Psychology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Grabe+HJ%22">Grabe HJ</searchLink>; Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany.<br /><searchLink fieldCode="AU" term="%22Groenewold+NA%22">Groenewold NA</searchLink>; Department of Psychiatry & Mental Health, Neuroscience Institute, University of Cape Town, Cape Town, South Africa.<br /><searchLink fieldCode="AU" term="%22Grotegerd+D%22">Grotegerd D</searchLink>; Institute for Translational Psychiatry, University of Münster, Münster, Germany.<br /><searchLink fieldCode="AU" term="%22Hahn+T%22">Hahn T</searchLink>; Institute for Translational Psychiatry, University of Münster, Münster, Germany.<br /><searchLink fieldCode="AU" term="%22Hamilton+JP%22">Hamilton JP</searchLink>; Center for Social and Affective Neuroscience, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.<br /><searchLink fieldCode="AU" term="%22Han+LKM%22">Han LKM</searchLink>; Centre for Youth Mental Health, the University of Melbourne, Parkville, VIC, Australia.; Orygen, Parkville, VIC, Australia.<br /><searchLink fieldCode="AU" term="%22Harrison+BJ%22">Harrison BJ</searchLink>; Melbourne Neuropsychiatry Centre, Department of Psychiatry, the University of Melbourne, Parkville, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Ho+TC%22">Ho TC</searchLink>; Department of Psychiatry and Behavioral Sciences, Division of Child and Adolescent Psychiatry, Weill Institute for Neurosciences, University of California, San Francisco, CA, USA.; Department of Psychology, University of California, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Jahanshad+N%22">Jahanshad N</searchLink>; Imaging Genetics Center, Mark & Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA 90274, USA.<br /><searchLink fieldCode="AU" term="%22Jamieson+AJ%22">Jamieson AJ</searchLink>; Melbourne Neuropsychiatry Centre, Department of Psychiatry, the University of Melbourne, Parkville, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Karuk+A%22">Karuk A</searchLink>; FIDMAG Germanes Hospitalàries Research Foundation, Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Barcelona, Catalonia, Spain.<br /><searchLink fieldCode="AU" term="%22Kircher+T%22">Kircher T</searchLink>; Department of Psychiatry and Psychotherapy, University of Marburg, Rudolf Bultmann Str. 8, 35039 Marburg, Germany.<br /><searchLink fieldCode="AU" term="%22Klimes-Dougan+B%22">Klimes-Dougan B</searchLink>; Department of Psychology, University of Minnesota, Minneapolis, MN, USA.<br /><searchLink fieldCode="AU" term="%22Koopowitz+SM%22">Koopowitz SM</searchLink>; Department of Psychiatry & Mental Health, Neuroscience Institute, University of Cape Town, Cape Town, South Africa.<br /><searchLink fieldCode="AU" term="%22Lancaster+T%22">Lancaster T</searchLink>; Cardiff University Brain Research Imaging Centre, Cardiff University, Cardiff, UK.; MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK.<br /><searchLink fieldCode="AU" term="%22Leenings+R%22">Leenings R</searchLink>; Institute for Translational Psychiatry, University of Münster, Münster, Germany.<br /><searchLink fieldCode="AU" term="%22Li+M%22">Li M</searchLink>; Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany.<br /><searchLink fieldCode="AU" term="%22Linden+DEJ%22">Linden DEJ</searchLink>; Cardiff University Brain Research Imaging Centre, Cardiff University, Cardiff, UK.; MRC Centre 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, 6229 ER, the Netherlands.<br /><searchLink fieldCode="AU" term="%22MacMaster+FP%22">MacMaster FP</searchLink>; Departments of Psychiatry and Pediatrics, University of Calgary, Calgary, AB, Canada.<br /><searchLink fieldCode="AU" term="%22Mehler+DMA%22">Mehler DMA</searchLink>; Institute for Translational Psychiatry, University of Münster, Münster, Germany.; Cardiff University Brain Research Imaging Centre, Cardiff University, Cardiff, UK.; MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK.; Department of Psychiatry, Psychotherapy and Psychosomatics, Medical School, RWTH Aachen University, Germany.<br /><searchLink fieldCode="AU" term="%22Meinert+S%22">Meinert S</searchLink>; Institute for Translational Psychiatry, University of Münster, Münster, Germany.; Institute for Translational Neuroscience, University of Münster, Germany.<br /><searchLink fieldCode="AU" term="%22Melloni+E%22">Melloni E</searchLink>; Division of Neuroscience, IRCCS Scientific Institute Ospedale San Raffaele, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Mueller+BA%22">Mueller BA</searchLink>; Department of Psychiatry and Behavioral Science, University of Minnesota Medical School, Minneapolis, MN, USA.<br /><searchLink fieldCode="AU" term="%22Mwangi+B%22">Mwangi B</searchLink>; 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, USA.<br /><searchLink fieldCode="AU" term="%22Nenadić+I%22">Nenadić I</searchLink>; Department of Psychiatry and Psychotherapy, University of Marburg, Rudolf Bultmann Str. 8, 35039 Marburg, Germany.<br /><searchLink fieldCode="AU" term="%22Ojha+A%22">Ojha A</searchLink>; Center for Neuroscience, University of Pittsburgh, Pittsburgh, PA, USA; Center for Neural Basis of Cognition, University of Pittsburgh, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Okamoto+Y%22">Okamoto Y</searchLink>; Department of Psychiatry and Neurosciences, Hiroshima University, Hiroshima, Japan.<br /><searchLink fieldCode="AU" term="%22Oudega+ML%22">Oudega ML</searchLink>; Department of Psychiatry, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam Public Health Research Institute, Amsterdam, the Netherlands.; GGZ inGeest Mental Health Care, Amsterdam, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Penninx+BWJH%22">Penninx BWJH</searchLink>; Department of Psychiatry, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam Public Health Research Institute, Amsterdam, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Poletti+S%22">Poletti S</searchLink>; Division of Neuroscience, IRCCS Scientific Institute Ospedale San Raffaele, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Pomarol-Clotet+E%22">Pomarol-Clotet E</searchLink>; FIDMAG Germanes Hospitalàries Research Foundation, Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Barcelona, Catalonia, Spain.<br /><searchLink fieldCode="AU" term="%22Portella+MJ%22">Portella MJ</searchLink>; Sant Pau Mental Health Research Group, Institut de Recerca de l'Hospital de la Santa Creu i Sant Pau, Barcelona, Catalonia, Spain. CIBERSAM, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Pozzi+E%22">Pozzi E</searchLink>; Centre for Youth Mental Health, the University of Melbourne, Parkville, VIC, Australia.; Orygen, Parkville, VIC, Australia.<br /><searchLink fieldCode="AU" term="%22Radua+J%22">Radua J</searchLink>; Imaging of Mood- and Anxiety-Related Disorders (IMARD) Group, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Rodríguez-Cano+E%22">Rodríguez-Cano E</searchLink>; FIDMAG Germanes Hospitalàries Research Foundation, Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Barcelona, Catalonia, Spain.<br /><searchLink fieldCode="AU" term="%22Sacchet+MD%22">Sacchet MD</searchLink>; Meditation Research Program, Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Salvador+R%22">Salvador R</searchLink>; FIDMAG Germanes Hospitalàries Research Foundation, Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Barcelona, Catalonia, Spain.<br /><searchLink fieldCode="AU" term="%22Schrantee+A%22">Schrantee A</searchLink>; Amsterdam University Medical Centers, location AMC, Department of Radiology and Nuclear Medicine, Amsterdam, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Sim+K%22">Sim K</searchLink>; West Region, Institute of Mental Health, Singapore.; Yong Loo Lin School of Medicine, National University of Singapore, Singapore.; Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore.<br /><searchLink fieldCode="AU" term="%22Soares+JC%22">Soares JC</searchLink>; 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, USA.<br /><searchLink fieldCode="AU" term="%22Solanes+A%22">Solanes A</searchLink>; Imaging of Mood- and Anxiety-Related Disorders (IMARD) Group, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Stein+DJ%22">Stein DJ</searchLink>; Department of Psychiatry & Mental Health, Neuroscience Institute, University of Cape Town, Cape Town, South Africa.<br /><searchLink fieldCode="AU" term="%22Stein+F%22">Stein F</searchLink>; Department of Psychiatry and Psychotherapy, University of Marburg, Rudolf Bultmann Str. 8, 35039 Marburg, Germany.<br /><searchLink fieldCode="AU" term="%22Stolicyn+A%22">Stolicyn A</searchLink>; Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Scotland, UK.<br /><searchLink fieldCode="AU" term="%22Thomopoulos+SI%22">Thomopoulos SI</searchLink>; Imaging Genetics Center, Mark & Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA 90274, USA.<br /><searchLink fieldCode="AU" term="%22Toenders+YJ%22">Toenders YJ</searchLink>; Centre for Youth Mental Health, the University of Melbourne, Parkville, VIC, Australia.; Orygen, Parkville, VIC, Australia.; Developmental and Educational Psychology, Leiden University, the Netherlands.; Erasmus School of Social and Behavioral Sciences, Erasmus University Rotterdam, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Uyar-Demir+A%22">Uyar-Demir A</searchLink>; SoCAT Lab, Department of Psychiatry, School of Medicine, Ege University, Izmir, Turkey.<br /><searchLink fieldCode="AU" term="%22Vieta+E%22">Vieta E</searchLink>; Hospital Clinic, Institute of Neuroscience, University of Barcelona, IDIBAPS, CIBERSAM, Barcelona, Catalonia, Spain.<br /><searchLink fieldCode="AU" term="%22Vives-Gilabert+Y%22">Vives-Gilabert Y</searchLink>; Intelligent Data Analysis Laboratory (IDAL), Department of Electronic Engineering, Universitat de València, Valencia, Spain.<br /><searchLink fieldCode="AU" term="%22Völzke+H%22">Völzke H</searchLink>; Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany.<br /><searchLink fieldCode="AU" term="%22Walter+M%22">Walter M</searchLink>; Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany.; Clinical Affective Neuroimaging Laboratory, Leibniz Institute for Neurobiology, Magdeburg, Germany.<br /><searchLink fieldCode="AU" term="%22Whalley+HC%22">Whalley HC</searchLink>; Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Scotland, UK.<br /><searchLink fieldCode="AU" term="%22Whittle+S%22">Whittle S</searchLink>; Melbourne Neuropsychiatry Centre, Department of Psychiatry, the University of Melbourne, Parkville, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Winter+N%22">Winter N</searchLink>; Institute for Translational Psychiatry, University of Münster, Münster, Germany.<br /><searchLink fieldCode="AU" term="%22Wittfeld+K%22">Wittfeld K</searchLink>; Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany.; German Center for Neurodegenerative Diseases (DZNE), Site Rostock/ Greifswald, Greifswald, Germany.<br /><searchLink fieldCode="AU" term="%22Wright+MJ%22">Wright MJ</searchLink>; Clinical Affective Neuroimaging Laboratory, Leibniz Institute for Neurobiology, Magdeburg, Germany.; German Center for Neurodegenerative Diseases (DZNE), Site Rostock/ Greifswald, Greifswald, Germany.<br /><searchLink fieldCode="AU" term="%22Wu+MJ%22">Wu MJ</searchLink>; 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, USA.<br /><searchLink fieldCode="AU" term="%22Yang+TT%22">Yang TT</searchLink>; Department of Psychiatry and Behavioral Sciences, Division of Child and Adolescent Psychiatry, Weill Institute for Neurosciences, University of California, San Francisco, CA, USA.<br /><searchLink fieldCode="AU" term="%22Zarate+C%22">Zarate C</searchLink>; Section on the Neurobiology and Treatment of Mood Disorders, National Institute of Mental Health, Bethesda, MD, USA.<br /><searchLink fieldCode="AU" term="%22Veltman+DJ%22">Veltman DJ</searchLink>; Department of Psychiatry, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam Public Health Research Institute, Amsterdam, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Schmaal+L%22">Schmaal L</searchLink>; Centre for Youth Mental Health, the University of Melbourne, Parkville, VIC, Australia.; Orygen, Parkville, VIC, Australia.<br /><searchLink fieldCode="AU" term="%22Thompson+PM%22">Thompson PM</searchLink>; Imaging Genetics Center, Mark & Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA 90274, USA.
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      – TitleFull: Classification of Major Depressive Disorder Using Vertex-Wise Brain Sulcal Depth, Curvature, and Thickness with a Deep and a Shallow Learning Model.
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