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      ENIGMA and global neuroscience: A decade of large-scale studies of the brain in health and disease across more than 40 countries

      review-article
      1 , , 1 , 1 , 1 , 1 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 , 10 , 11 , 2 , 12 , 13 , 14 , 15 , 16 , 17 , 18 , 19 , 20 , 21 , 22 , 23 , 24 , 24 , 25 , 26 , 27 , 28 , 29 , 30 , 31 , 32 , 33 , 34 , 35 , 36 , 14 , 37 , 9 , 18 , 19 , 38 , 39 , 40 , 41 , 42 , 43 , 44 , 6 , 7 , 45 , 46 , 47 , 48 , 49 , 34 , 29 , 50 , 51 , 2 , 52 , 52 , 13 , 53 , 54 , 1 , 5 , 55 , 56 , 52 , 57 , 58 , 59 , 60 , 1 , 35 , 61 , 62 , 49 , 63 , 8 , 60 , 64 , 65 , 66 , 67 , 20 , 26 , 27 , 68 , 69 , 70 , 71 , 72 , 17 , 73 , 74 , 75 , 76 , 77 , 78 , 79 , 80 , 81 , 82 , 75 , 83 , 84 , 85 , 86 , 87 , 88 , 89 , 58 , 90 , 39 , 78 , 45 , 91 , 92 , 93 , 94 , 95 , 96 , 97 , 98 , 99 , 100 , 45 , 1 , 101 , 102 , 103 , 104 , 105 , 106 , 107 , 65 , 7 , 13 , 108 , 109 , 7 , 13 , 110 , 111 , 6 , 7 , 112 , 113 , 114 , 115 , 108 , 75 , 83 , 116 , 117 , 2 , 118 , 119 , 120 , 121 , 122 , 6 , 7 , 45 , 123 , 124 , 86 , 88 , 125 , 126 , 127 , 74 , 102 , 128 , 13 , 129 , 130 , 131 , 132 , 133 , 134 , 135 , 136 , 137 , 138 , 113 , 139 , 32 , 140 , 1 , 141 , 28 , 105 , 142 , 143 , 144 , 145 , 146 , 147 , 124 , 148 , 1 , 149 , 150 , 151 , 152 , 1 , 153 , 154 , 155 , 54 , 156 , 42 , 157 , 1 , 158 , 159 , 160 , 8 , 75 , 83 , 161 , 162 , 163 , 164 , 165 , 166 , 167 , 48 , 78 , 87 , 88 , 48 , 168 , 169 , 45 , 93 , 170 , 54 , 156 , 171 , 78 , 1 , 171 , 172 , 173 , 101 , 174 , 175 , 164 , 176 , 177 , for the ENIGMA Consortium
      Translational Psychiatry
      Nature Publishing Group UK
      Biomarkers, Neuroscience, Scientific community, Genomics, Psychiatric disorders

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          There is no author summary for this article yet. Authors can add summaries to their articles on ScienceOpen to make them more accessible to a non-specialist audience.

          Abstract

          This review summarizes the last decade of work by the ENIGMA ( Enhancing Neuro Imaging Genetics through Meta Analysis) Consortium, a global alliance of over 1400 scientists across 43 countries, studying the human brain in health and disease. Building on large-scale genetic studies that discovered the first robustly replicated genetic loci associated with brain metrics, ENIGMA has diversified into over 50 working groups (WGs), pooling worldwide data and expertise to answer fundamental questions in neuroscience, psychiatry, neurology, and genetics. Most ENIGMA WGs focus on specific psychiatric and neurological conditions, other WGs study normal variation due to sex and gender differences, or development and aging; still other WGs develop methodological pipelines and tools to facilitate harmonized analyses of “big data” (i.e., genetic and epigenetic data, multimodal MRI, and electroencephalography data). These international efforts have yielded the largest neuroimaging studies to date in schizophrenia, bipolar disorder, major depressive disorder, post-traumatic stress disorder, substance use disorders, obsessive-compulsive disorder, attention-deficit/hyperactivity disorder, autism spectrum disorders, epilepsy, and 22q11.2 deletion syndrome. More recent ENIGMA WGs have formed to study anxiety disorders, suicidal thoughts and behavior, sleep and insomnia, eating disorders, irritability, brain injury, antisocial personality and conduct disorder, and dissociative identity disorder. Here, we summarize the first decade of ENIGMA’s activities and ongoing projects, and describe the successes and challenges encountered along the way. We highlight the advantages of collaborative large-scale coordinated data analyses for testing reproducibility and robustness of findings, offering the opportunity to identify brain systems involved in clinical syndromes across diverse samples and associated genetic, environmental, demographic, cognitive, and psychosocial factors.

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          Most cited references137

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          • Abstract: found
          • Article: not found

          Power failure: why small sample size undermines the reliability of neuroscience.

          A study with low statistical power has a reduced chance of detecting a true effect, but it is less well appreciated that low power also reduces the likelihood that a statistically significant result reflects a true effect. Here, we show that the average statistical power of studies in the neurosciences is very low. The consequences of this include overestimates of effect size and low reproducibility of results. There are also ethical dimensions to this problem, as unreliable research is inefficient and wasteful. Improving reproducibility in neuroscience is a key priority and requires attention to well-established but often ignored methodological principles.
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            • Abstract: found
            • Article: found

            Genetic meta-analysis of diagnosed Alzheimer’s disease identifies new risk loci and implicates Aβ, tau, immunity and lipid processing

            Risk for late-onset Alzheimer's disease (LOAD), the most prevalent dementia, is partially driven by genetics. To identify LOAD risk loci, we performed a large genome-wide association meta-analysis of clinically diagnosed LOAD (94,437 individuals). We confirm 20 previous LOAD risk loci and identify five new genome-wide loci (IQCK, ACE, ADAM10, ADAMTS1, and WWOX), two of which (ADAM10, ACE) were identified in a recent genome-wide association (GWAS)-by-familial-proxy of Alzheimer's or dementia. Fine-mapping of the human leukocyte antigen (HLA) region confirms the neurological and immune-mediated disease haplotype HLA-DR15 as a risk factor for LOAD. Pathway analysis implicates immunity, lipid metabolism, tau binding proteins, and amyloid precursor protein (APP) metabolism, showing that genetic variants affecting APP and Aβ processing are associated not only with early-onset autosomal dominant Alzheimer's disease but also with LOAD. Analyses of risk genes and pathways show enrichment for rare variants (P = 1.32 × 10-7), indicating that additional rare variants remain to be identified. We also identify important genetic correlations between LOAD and traits such as family history of dementia and education.
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              • Abstract: found
              • Article: not found

              Tract-based spatial statistics: voxelwise analysis of multi-subject diffusion data.

              There has been much recent interest in using magnetic resonance diffusion imaging to provide information about anatomical connectivity in the brain, by measuring the anisotropic diffusion of water in white matter tracts. One of the measures most commonly derived from diffusion data is fractional anisotropy (FA), which quantifies how strongly directional the local tract structure is. Many imaging studies are starting to use FA images in voxelwise statistical analyses, in order to localise brain changes related to development, degeneration and disease. However, optimal analysis is compromised by the use of standard registration algorithms; there has not to date been a satisfactory solution to the question of how to align FA images from multiple subjects in a way that allows for valid conclusions to be drawn from the subsequent voxelwise analysis. Furthermore, the arbitrariness of the choice of spatial smoothing extent has not yet been resolved. In this paper, we present a new method that aims to solve these issues via (a) carefully tuned non-linear registration, followed by (b) projection onto an alignment-invariant tract representation (the "mean FA skeleton"). We refer to this new approach as Tract-Based Spatial Statistics (TBSS). TBSS aims to improve the sensitivity, objectivity and interpretability of analysis of multi-subject diffusion imaging studies. We describe TBSS in detail and present example TBSS results from several diffusion imaging studies.
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                Author and article information

                Contributors
                pthomp@usc.edu
                Journal
                Transl Psychiatry
                Transl Psychiatry
                Translational Psychiatry
                Nature Publishing Group UK (London )
                2158-3188
                20 March 2020
                20 March 2020
                2020
                : 10
                : 100
                Affiliations
                [1 ]ISNI 0000 0001 2156 6853, GRID grid.42505.36, Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, , University of Southern California, ; Marina del Rey, CA USA
                [2 ]ISNI 0000 0001 2172 9288, GRID grid.5949.1, Department of Psychiatry, , University of Münster, ; Münster, Germany
                [3 ]ISNI 0000 0001 2179 088X, GRID grid.1008.9, Department of Psychiatry, , The University of Melbourne, ; Melbourne, VIC Australia
                [4 ]ISNI 0000 0001 2179 088X, GRID grid.1008.9, The Florey Institute of Neuroscience and Mental Health, , The University of Melbourne, ; Melbourne, VIC Australia
                [5 ]ISNI 0000 0004 0427 2257, GRID grid.418284.3, Department of Psychiatry, Bellvitge University Hospital, , Bellvitge Biomedical Research Institute-IDIBELL, ; Barcelona, Spain
                [6 ]ISNI 0000 0004 0444 9382, GRID grid.10417.33, Department of Human Genetics, , Radboud University Medical Center, ; Nijmegen, The Netherlands
                [7 ]ISNI 0000000122931605, GRID grid.5590.9, Donders Institute for Brain, Cognition and Behaviour, , Radboud University, ; Nijmegen, The Netherlands
                [8 ]GRID grid.484519.5, Department of Psychiatry, Amsterdam UMC, , University of Amsterdam, Amsterdam Neuroscience, ; Amsterdam, The Netherlands
                [9 ]GRID grid.5603.0, Institute for Diagnostic Radiology and Neuroradiology, , University Medicine Greifswald, ; Greifswald, Germany
                [10 ]ISNI 0000 0001 2285 7943, GRID grid.261331.4, Department of Computer Science and Engineering, , The Ohio State University, ; Columbus, OH USA
                [11 ]ISNI 0000 0004 1936 7857, GRID grid.1002.3, Turner Institute for Brain and Mental Health, School of Psychological Sciences, , Monash University, ; Clayton, VIC Australia
                [12 ]ISNI 0000 0001 0791 5666, GRID grid.4818.5, Biometris Wageningen University and Research, ; Wageningen, The Netherlands
                [13 ]ISNI 0000 0004 0501 3839, GRID grid.419550.c, Language & Genetics Department, , Max Planck Institute for Psycholinguistics, ; Nijmegen, The Netherlands
                [14 ]ISNI 0000 0004 0488 0789, GRID grid.6142.1, The Center for Neuroimaging and Cognitive Genomics, School of Psychology, , National University of Ireland, ; Galway, Ireland
                [15 ]Department of Psychiatry, University of California, San Diego, La Jolla, CA USA
                [16 ]ISNI 0000 0004 0419 2708, GRID grid.410371.0, Desert-Pacific Mental Illness Research, Education, and Clinical Center, VA San Diego Healthcare System, ; San Diego, CA USA
                [17 ]ISNI 0000 0000 9159 4457, GRID grid.411023.5, Departments of Psychiatry and of Neuroscience and Physiology, , SUNY Upstate Medical University, ; Syracuse, NY USA
                [18 ]INSERM Unit 955 Team 15 ‘Translational Psychiatry’, Créteil, France
                [19 ]GRID grid.457334.2, NeuroSpin, UNIACT Lab, Psychiatry Team, CEA Saclay, ; Gif-Sur-Yvette, France
                [20 ]ISNI 0000 0004 0464 0574, GRID grid.416868.5, National Institute of Mental Health, National of Health, ; Bethesda, MD USA
                [21 ]ISNI 0000 0001 1018 4307, GRID grid.5807.a, Department of Psychiatry and Psychotherapy, , Otto von Guericke University Magdeburg, ; Magdeburg, Germany
                [22 ]ISNI 0000 0004 1936 9705, GRID grid.8217.c, Department of Psychiatry, , Trinity College Dublin, ; Dublin, Ireland
                [23 ]ISNI 0000 0004 0438 0426, GRID grid.424247.3, German Center for Neurodegenerative Diseases (DZNE), ; Magdeburg, Germany
                [24 ]ISNI 0000 0001 2156 6853, GRID grid.42505.36, Information Sciences Institute, , University of Southern California, ; Marina del Rey, CA USA
                [25 ]ISNI 0000 0001 2156 6853, GRID grid.42505.36, Department of Computer Science, , University of Southern California, ; Los Angeles, CA USA
                [26 ]GRID grid.5603.0, Department of Psychiatry and Psychotherapy, , University Medicine Greifswald, ; Greifswald, Germany
                [27 ]ISNI 0000 0004 0438 0426, GRID grid.424247.3, German Center for Neurodegenerative Diseases (DZNE), Site Rostock/Greifswald, ; Greifswald, Germany
                [28 ]ISNI 0000 0001 2294 1395, GRID grid.1049.c, Psychiatric Genetics, , QIMR Berghofer Medical Research Institute, ; Brisbane, QLD Australia
                [29 ]ISNI 0000 0004 1936 8200, GRID grid.55602.34, Department of Psychiatry, , Dalhousie University, ; Halifax, NS Canada
                [30 ]GRID grid.447902.c, National Institute of Mental Health, ; Klecany, Czech Republic
                [31 ]GRID grid.484519.5, Department of Psychiatry, , Amsterdam University Medical Centers, VU University Medical Center, GGZ inGeest, Amsterdam Neuroscience, ; Amsterdam, The Netherlands
                [32 ]ISNI 0000 0001 2107 4242, GRID grid.266100.3, Center for Multimodal Imaging and Genetics, , University of California, San Diego, ; La Jolla, CA USA
                [33 ]ISNI 0000 0004 1936 834X, GRID grid.1013.3, Brain and Mind Centre, , University of Sydney, ; Sydney, Australia
                [34 ]ISNI 0000 0001 2248 7639, GRID grid.7468.d, Department of Psychology, , Humboldt-Universität zu Berlin, ; Berlin, Germany
                [35 ]ISNI 0000000419368956, GRID grid.168010.e, Department of Psychiatry & Behavioral Sciences, , Stanford University, ; Stanford, CA USA
                [36 ]ISNI 0000 0001 2297 6811, GRID grid.266102.1, Department of Psychiatry & Weill Institute for Neurosciences, , University of California, San Francisco, ; San Francisco, CA USA
                [37 ]GRID grid.5603.0, Interfaculty Institute for Genetics and Functional Genomics, , University Medicine Greifswald, ; Greifswald, Germany
                [38 ]ISNI 0000 0001 2175 4109, GRID grid.50550.35, APHP, Mondor University Hospitals, School of Medicine, DMU Impact, Psychiatry Department, ; Créteil, France
                [39 ]ISNI 0000 0001 0670 2351, GRID grid.59734.3c, Icahn School of Medicine at Mount Sinai, ; New York, NY USA
                [40 ]ISNI 0000 0001 0125 2443, GRID grid.8547.e, Institute of Science and Technology for Brain-Inspired Intelligence, , Fudan University, ; Shanghai, China
                [41 ]ISNI 0000 0001 0125 2443, GRID grid.8547.e, MOE Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, , Fudan University, ; Shanghai, China
                [42 ]ISNI 0000 0001 2322 6764, GRID grid.13097.3c, Centre for Population Neuroscience and Precision Medicine (PONS), MRC SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, , King’s College London, ; London, UK
                [43 ]Department of Psychiatry, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA USA
                [44 ]ISNI 0000 0004 0378 8294, GRID grid.62560.37, Department of Psychiatry, , Brigham and Women’s Hospital, ; Boston, MA USA
                [45 ]Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
                [46 ]ISNI 0000 0004 0470 5905, GRID grid.31501.36, Department of Psychiatry, , Seoul National University College of Medicine, ; Seoul, Republic of Korea
                [47 ]ISNI 0000 0004 0470 5905, GRID grid.31501.36, Department of Brain and Cognitive Sciences, , Seoul National University College of Natural Sciences, ; Seoul, Republic of Korea
                [48 ]GRID grid.484519.5, Department of Anatomy & Neurosciences, Amsterdam UMC, , Location VUmc, Amsterdam Neuroscience, ; Amsterdam, The Netherlands
                [49 ]ISNI 0000 0001 2171 8263, GRID grid.419918.c, Department of Sleep and Cognition, , Netherlands Institute for Neuroscience, ; Amsterdam, The Netherlands
                [50 ]ISNI 0000 0004 1936 8200, GRID grid.55602.34, Faculty of Computer Science, , Dalhousie University, ; Halifax, NS Canada
                [51 ]ISNI 0000 0000 9632 6718, GRID grid.19006.3e, Child & Adolescent Psychiatry, , University of California, Los Angeles, ; Los Angeles, CA USA
                [52 ]ISNI 0000 0001 0692 3437, GRID grid.417778.a, Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, ; Rome, Italy
                [53 ]ISNI 0000 0001 2179 088X, GRID grid.1008.9, Melbourne Neuropsychiatry Centre, Department of Psychiatry, , The University of Melbourne, ; Melbourne, VIC Australia
                [54 ]GRID grid.488501.0, Orygen, The National Centre of Excellence in Youth Mental Health, ; Melbourne, VIC Australia
                [55 ]CIBERSAM-G17, Madrid, Spain
                [56 ]GRID grid.7080.f, Department of Psychobiology and Methodology in Health Sciences, , Universitat Autònoma de Barcelona, ; Barcelona, Spain
                [57 ]ISNI 0000 0001 2160 926X, GRID grid.39382.33, Department of Psychiatry and Behavioral Sciences, , Baylor College of Medicine, ; Houston, TX USA
                [58 ]ISNI 0000 0000 9632 6718, GRID grid.19006.3e, Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, , University of California, Los Angeles, ; Los Angeles, CA USA
                [59 ]ISNI 0000 0001 0384 5381, GRID grid.417119.b, Department of Mental Health, , Veterans Affairs Greater Los Angeles Healthcare System, ; Los Angeles, CA USA
                [60 ]GRID grid.5603.0, Institute for Community Medicine, , University Medicine Greifswald, ; Greifswald, Germany
                [61 ]GRID grid.66859.34, Stanley Center for Psychiatric Research, , The Broad Institute, ; Cambridge, MA USA
                [62 ]ISNI 0000 0004 0386 9924, GRID grid.32224.35, Analytic and Translational Genetics Unit, , Massachusetts General Hospital, ; Boston, MA USA
                [63 ]ISNI 0000 0004 1754 9227, GRID grid.12380.38, Psychiatry and Integrative Neurophysiology, , VU University, Amsterdam UMC, ; Amsterdam, The Netherlands
                [64 ]ISNI 0000 0004 5937 5237, GRID grid.452396.f, German Centre for Cardiovascular Research, Partner Site Greifswald, ; Greifswald, Germany
                [65 ]ISNI 0000 0001 2162 1699, GRID grid.7340.0, Department of Psychology, , University of Bath, ; Bath, UK
                [66 ]ISNI 0000 0001 2299 3507, GRID grid.16753.36, Psychiatry and Behavioral Sciences, , Northwestern University Feinberg School of Medicine, ; Chicago, IL USA
                [67 ]ISNI 0000 0001 2299 3507, GRID grid.16753.36, Radiology, Northwestern University Feinberg School of Medicine, ; Chicago, IL USA
                [68 ]ISNI 0000 0000 9320 7537, GRID grid.1003.2, Queensland Brain Institute, , University of Queensland, ; Brisbane, QLD Australia
                [69 ]ISNI 0000 0000 9320 7537, GRID grid.1003.2, Centre for Advanced Imaging, , University of Queensland, ; Brisbane, QLD Australia
                [70 ]ISNI 0000 0001 0302 820X, GRID grid.412484.f, Seoul National University Hospital, ; Seoul, Republic of Korea
                [71 ]ISNI 0000 0004 0470 5905, GRID grid.31501.36, Yeongeon Student Support Center, , Seoul National University College of Medicine, ; Seoul, Republic of Korea
                [72 ]Department of Computer Science and Electrical Engineering, University of Maryland, Baltimore County, MD USA
                [73 ]ISNI 0000 0000 9159 4457, GRID grid.411023.5, Department of Psychiatry and Behavioral Sciences, , SUNY Upstate Medical University, ; Syracuse, NY USA
                [74 ]ISNI 0000 0001 2175 4264, GRID grid.411024.2, Department of Psychiatry, , University of Maryland School of Medicine, ; Baltimore, MD USA
                [75 ]ISNI 0000 0004 1936 8921, GRID grid.5510.1, Norwegian Centre for Mental Disorders Research (NORMENT), Division of Mental Health & Addiction, Institute of Clinical Medicine, , University of Oslo, ; Oslo, Norway
                [76 ]ISNI 0000 0004 1937 0626, GRID grid.4714.6, Department of Clinical Neuroscience, Centre for Psychiatric Research, , Karolinska Institutet, ; Stockholm, Sweden
                [77 ]ISNI 0000 0004 0512 8628, GRID grid.413684.c, Department of Psychiatric Research, , Diakonhjemmet Hospital, ; Oslo, Norway
                [78 ]GRID grid.484519.5, Department of Psychiatry, Amsterdam UMC, , Location VUmc, Amsterdam Neuroscience, ; Amsterdam, The Netherlands
                [79 ]ISNI 0000 0004 0546 0540, GRID grid.420193.d, Department of Research & Innovation, GGZ InGeest, ; Amsterdam, The Netherlands
                [80 ]ISNI 0000 0000 9558 4598, GRID grid.4494.d, University of Groningen, University Medical Center Groningen, ; Groningen, The Netherlands
                [81 ]ISNI 0000 0004 1936 7689, GRID grid.59062.38, Psychiatry, Pediatrics, and Psychological Sciences, , University of Vermont, ; Burlington, VT USA
                [82 ]ISNI 0000000121901201, GRID grid.83440.3b, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Biomedical Engineering, , University College London, ; London, UK
                [83 ]ISNI 0000 0004 0389 8485, GRID grid.55325.34, Division of Mental Health and Addiction, , Oslo University Hospital, ; Oslo, Norway
                [84 ]ISNI 0000 0004 0455 5679, GRID grid.268203.d, Provost and Senior Vice President, , Western University of Health Sciences, ; Pomona, CA USA
                [85 ]ISNI 0000 0000 9340 4063, GRID grid.411390.e, Department of Radiology, , Loma Linda University Medical Center, ; Loma Linda, CA USA
                [86 ]ISNI 0000 0001 2312 1970, GRID grid.5132.5, Institute of Psychology, , Leiden University, ; Leiden, The Netherlands
                [87 ]ISNI 0000000089452978, GRID grid.10419.3d, Department of Psychiatry, , Leiden University Medical Center, ; Leiden, The Netherlands
                [88 ]Leiden Institute for Brain and Cognition, Leiden, The Netherlands
                [89 ]ISNI 0000000419368710, GRID grid.47100.32, Department of Psychology, , Yale University, ; New Haven, CT USA
                [90 ]ISNI 0000 0000 9632 6718, GRID grid.19006.3e, Department of Psychology, , University of California, ; Los Angeles, CA USA
                [91 ]ISNI 0000 0004 0444 9382, GRID grid.10417.33, Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, , Radboud University Medical Center, ; Nijmegen, The Netherlands
                [92 ]ISNI 0000 0001 0526 7079, GRID grid.1021.2, Cognitive Neuroscience Unit, School of Psychology, , Deakin University, ; Burwood, VIC Australia
                [93 ]ISNI 000000040459992X, GRID grid.5645.2, Department of Child and Adolescent Psychiatry/Psychology, , Erasmus Medical Centre, ; Rotterdam, The Netherlands
                [94 ]ISNI 000000040459992X, GRID grid.5645.2, Department of Epidemiology, , Erasmus Medical Centre, ; Rotterdam, The Netherlands
                [95 ]ISNI 0000 0004 1936 8091, GRID grid.15276.37, Center for Cognitive Aging and Memory, , University of Florida, ; Gainesville, FL USA
                [96 ]Clinical and Health Psychology, Gainesville, FL USA
                [97 ]ISNI 0000000121901201, GRID grid.83440.3b, Centre for Medical Image Computing (CMIC), Department of Computer Science, , University College London, ; London, UK
                [98 ]ISNI 0000000121901201, GRID grid.83440.3b, Dementia Research Centre, Institute of Neurology, , University College London, ; London, UK
                [99 ]Universite de Montreal, Centre de Recherche CHU Ste-Justine, Montreal, QC Canada
                [100 ]ISNI 0000 0004 1936 7486, GRID grid.6572.6, School of Psychology and Centre for Human Brain Health, , University of Birmingham, ; Birmingham, UK
                [101 ]ISNI 0000 0001 2193 0096, GRID grid.223827.e, Department of Neurology, , University of Utah, ; Salt Lake City, UT USA
                [102 ]ISNI 000000041936754X, GRID grid.38142.3c, Psychiatry Neuroimaging Laboratory, Brigham & Women’s Hospital, , Harvard Medical School, ; Boston, MA USA
                [103 ]ISNI 0000 0001 2322 6764, GRID grid.13097.3c, Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, , King’s College London, ; London, UK
                [104 ]ISNI 0000000121901201, GRID grid.83440.3b, Department of Psychology, , School of Arts and Social Sciences, City, University of London, ; London, UK
                [105 ]ISNI 0000 0001 2322 6764, GRID grid.13097.3c, Department of Neuroimaging, Institute of Psychology, Psychiatry and Neurosciences, , King’s College London, ; London, UK
                [106 ]ISNI 0000 0001 2111 7257, GRID grid.4488.0, Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, , TU Dresden, ; Dresden, Germany
                [107 ]ISNI 0000 0004 1936 8796, GRID grid.430387.b, Department of Rehabilitation and Movement Sciences, , School of Health Professions, Rutgers Biomedical Health Sciences, ; Newark, NJ USA
                [108 ]ISNI 0000 0004 1937 1151, GRID grid.7836.a, Department of Psychiatry and Mental Health, , University of Cape Town, ; Cape Town, South Africa
                [109 ]ISNI 0000 0001 2214 904X, GRID grid.11956.3a, SU/UCT MRC Unit on Risk & Resilience in Mental Disorders, , University of Stellenbosch, ; Stellenbosch, South Africa
                [110 ]ISNI 0000 0001 0670 2351, GRID grid.59734.3c, Department of Psychiatry, , Icahn School of Medicine at Mount Sinai, ; New York, NY USA
                [111 ]ISNI 0000 0001 2288 9830, GRID grid.17091.3e, University of British Columbia, ; Vancouver, Canada
                [112 ]ISNI 0000 0004 0444 9382, GRID grid.10417.33, Department of Psychiatry, , Radboud University Medical Center, ; Nijmegen, The Netherlands
                [113 ]ISNI 0000 0004 1936 7689, GRID grid.59062.38, Department of Psychiatry, , University of Vermont, ; Burlington, VT USA
                [114 ]ISNI 0000 0004 0378 8438, GRID grid.2515.3, Department of Psychiatry, , Boston Children’s Hospital and Harvard Medical School, ; Boston, MA USA
                [115 ]ISNI 0000 0001 0626 2712, GRID grid.277313.3, Olin Neuropsychiatric Research Center, , Institute of Living, ; Hartford, CT USA
                [116 ]ISNI 0000 0004 1936 7806, GRID grid.62813.3e, Biomedical Engineering, , Illinois Institute of Technology, ; Chicago, IL USA
                [117 ]ISNI 0000 0004 0619 6198, GRID grid.435025.5, Institute for Information Transmission Problems, Kharkevich Institute, ; Moscow, Russian Federation
                [118 ]ISNI 0000 0004 1936 7857, GRID grid.1002.3, Turner Institute for Brain and Mental Health & School of Psychological Sciences, , Monash University, ; Melbourne, VIC Australia
                [119 ]ISNI 0000 0001 0481 6099, GRID grid.5012.6, Department of Psychiatry & Neuropsychology, School for Mental Health and Neuroscience, , Maastricht University, ; Maastricht, The Netherlands
                [120 ]ISNI 0000 0004 0534 4718, GRID grid.418158.1, Genentech, Inc., ; South San Francisco, CA USA
                [121 ]ISNI 0000 0001 2097 4281, GRID grid.29857.31, Department of Psychology, , Penn State University, ; University Park, PA USA
                [122 ]Social Life and Engineering Sciences Imaging Center, University Park, PA USA
                [123 ]ISNI 0000 0004 1936 9000, GRID grid.21925.3d, Department of Psychiatry, , University of Pittsburgh, ; Pittsburgh, PA USA
                [124 ]Research and Scientific Institute of Pediatrics and Child Health, CCH RAS, Ministry of Science and Higher Education, Moscow, Russian Federation
                [125 ]ISNI 0000 0001 2150 1785, GRID grid.17088.36, Department of Pediatrics, , Michigan State University, ; East Lansing, MI USA
                [126 ]Institute for Quantitative Health Science and Engineering, East Lansing, MI USA
                [127 ]ISNI 0000000122483208, GRID grid.10698.36, Department of Psychiatry, , University of North Carolina at Chapel Hill, ; Chapel Hill, NC USA
                [128 ]ISNI 0000 0004 1936 973X, GRID grid.5252.0, CBRAIN, Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, , Ludwig-Maximilians-Universität München, ; Munich, Germany
                [129 ]ISNI 0000 0001 2156 6853, GRID grid.42505.36, Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, , University of Southern California, ; Los Angeles, CA USA
                [130 ]Chan Division of Occupational Science and Occupational Therapy, Los Angeles, CA USA
                [131 ]ISNI 0000 0004 0378 8294, GRID grid.62560.37, Center for Clinical Spectroscopy, , Brigham and Women’s Hospital, ; Boston, MA USA
                [132 ]ISNI 000000041936754X, GRID grid.38142.3c, Harvard Medical School, ; Boston, MA USA
                [133 ]National Center for PTSD at Boston VA Healthcare System, Boston, MA USA
                [134 ]ISNI 0000 0004 0367 5222, GRID grid.475010.7, Department of Psychiatry, , Boston University School of Medicine, ; Boston, MA USA
                [135 ]ISNI 0000 0004 0367 5222, GRID grid.475010.7, Biomedical Genetics, , Boston University School of Medicine, ; Boston, MA USA
                [136 ]ISNI 0000 0004 0372 3343, GRID grid.9654.e, School of Psychology, , University of Auckland, ; Auckland, New Zealand
                [137 ]ISNI 0000 0001 2156 6853, GRID grid.42505.36, Laboratory of Neuro Imaging, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, , University of Southern California, ; Los Angeles, CA USA
                [138 ]ISNI 0000 0001 0668 7243, GRID grid.266093.8, Department of Psychiatry and Human Behavior, , University of California, Irvine, ; Irvine, CA USA
                [139 ]ISNI 0000 0004 0409 4614, GRID grid.280503.c, Mind Research Network, ; Albuquerque, NM USA
                [140 ]Psychiatry, San Diego, CA USA
                [141 ]ISNI 0000 0004 0405 1139, GRID grid.453241.5, The Kavli Foundation, ; Los Angeles, CA USA
                [142 ]ISNI 0000 0001 2322 6764, GRID grid.13097.3c, Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, , King’s College London, ; London, UK
                [143 ]ISNI 0000 0004 1936 7961, GRID grid.26009.3d, Department of Psychiatry, , Duke University School of Medicine, ; Durham, NC USA
                [144 ]ISNI 0000 0004 0419 9846, GRID grid.410332.7, Mental Illness Research Education and Clinical Center, Durham VA Medical Center, ; Durham, NC USA
                [145 ]ISNI 0000 0001 2069 7798, GRID grid.5342.0, Experimental Clinical & Health Psychology, , Ghent University, ; Ghent, Belgium
                [146 ]ISNI 0000 0001 0941 7046, GRID grid.14724.34, Department of Personality, Psychological Assessment and Treatment, , University of Deusto, ; Bilbao, Spain
                [147 ]Radiology and Biomedical Imaging, San Francisco, CA USA
                [148 ]ISNI 0000 0000 9559 0613, GRID grid.78028.35, Department of Pediatrics, , Russian National Research Medical University MoH RF, ; Moscow, Russian Federation
                [149 ]ISNI 0000 0001 1516 2393, GRID grid.5947.f, Department of Psychology, , Norwegian University of Science and Technology, ; Trondheim, Norway
                [150 ]ISNI 0000 0004 0627 3560, GRID grid.52522.32, Department of Physical Medicine and Rehabilitation, St. Olavs Hospital, , Trondheim University Hospital, ; Trondheim, Norway
                [151 ]ISNI 0000 0004 1937 2197, GRID grid.169077.e, Biological Sciences, , Purdue University, ; West Lafayette, IN USA
                [152 ]ISNI 0000 0004 0464 0574, GRID grid.416868.5, National Institute of Mental Health Intramural Research Program, ; Bethesda, MD USA
                [153 ]ISNI 0000 0001 2294 1395, GRID grid.1049.c, Department of Genetics and Computational Biology, , QIMR Berghofer Medical Research Institute, ; Brisbane, QLD Australia
                [154 ]ISNI 0000000121901201, GRID grid.83440.3b, Department of Neurodegenerative Disease, , UCL Queen Square Institute of Neurology, ; London, UK
                [155 ]ISNI 0000 0000 9497 5095, GRID grid.419548.5, Max Planck Institute of Psychiatry, ; Munich, Germany
                [156 ]ISNI 0000 0001 2179 088X, GRID grid.1008.9, Centre for Youth Mental Health, , The University of Melbourne, ; Melbourne, VIC Australia
                [157 ]ISNI 0000 0001 2218 4662, GRID grid.6363.0, Department of Psychiatry and Psychotherapy, , Charite, Humboldt University, ; Berlin, Germany
                [158 ]ISNI 0000 0001 2156 6853, GRID grid.42505.36, Department of Radiology, Keck School of Medicine of USC, , University of Southern California, ; Los Angeles, CA USA
                [159 ]ISNI 0000000121901201, GRID grid.83440.3b, Department of Clinical and Experimental Epilepsy, , University College London, ; London, UK
                [160 ]ISNI 0000 0004 0386 7187, GRID grid.452379.e, Chalfont Centre for Epilepsy, ; Chalfont St Peter, UK
                [161 ]ISNI 0000 0004 0389 8485, GRID grid.55325.34, Department of Medical Genetics, , Oslo University Hospital, ; Oslo, Norway
                [162 ]Department of Psychiatry & Neuroscience Institute, SA MRC Unit on Risk & Resilience in Mental Disorders, Cape Town, South Africa
                [163 ]ISNI 0000000122483208, GRID grid.10698.36, Department of Genetics & UNC Neuroscience Center, , University of North Carolina at Chapel Hill, ; Chapel Hill, NC USA
                [164 ]ISNI 0000 0001 0686 4748, GRID grid.412502.0, Institute of Medical Science and Technology, , Shahid Beheshti University, ; Tehran, I. R. Iran
                [165 ]Department of Neurology, TBI and Concussion Center, Salt Lake City, UT USA
                [166 ]ISNI 0000 0000 9834 9665, GRID grid.415957.b, Missouri Institute of Mental Health, ; Berkeley, MO USA
                [167 ]ISNI 0000 0004 1936 7400, GRID grid.256304.6, Psychology Department & Neuroscience Institute, , Georgia State University, ; Atlanta, GA USA
                [168 ]ISNI 0000 0001 0668 7243, GRID grid.266093.8, Clinical Translational Neuroscience Laboratory, Department of Psychiatry and Human Behavior, , University of California Irvine, ; Irvine, CA USA
                [169 ]ISNI 0000 0001 0668 7243, GRID grid.266093.8, Center for the Neurobiology of Learning and Memory, , University of California, Irvine, ; Irvine, CA USA
                [170 ]ISNI 0000 0004 0444 9382, GRID grid.10417.33, Donders Centre for Cognitive Neuroimaging, , Radboud University Medical Centre, ; Nijmegen, The Netherlands
                [171 ]Division of Mind and Brain Research, Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
                [172 ]ISNI 0000 0004 0488 7120, GRID grid.4912.e, Molecular and Cellular Therapeutics, , Royal College of Surgeons in Ireland, ; Dublin, Ireland
                [173 ]ISNI 0000 0004 0384 8146, GRID grid.417832.b, Research and Early Development, Biogen Inc, ; Cambridge, MA USA
                [174 ]ISNI 0000 0000 9555 3716, GRID grid.280807.5, VA Salt Lake City Healthcare System, ; Salt Lake City, UT USA
                [175 ]ISNI 0000 0001 2160 926X, GRID grid.39382.33, Department of Physical Medicine and Rehabilitation, , Baylor College of Medicine, ; Houston, TX USA
                [176 ]ISNI 0000 0001 2156 6853, GRID grid.42505.36, Keck School of Medicine, , University of Southern California, ; Los Angeles, CA USA
                [177 ]ISNI 0000 0004 0555 3608, GRID grid.454320.4, Skolkovo Institute of Science and Technology, ; Moscow, Russian Federation
                Author information
                http://orcid.org/0000-0003-4401-8950
                http://orcid.org/0000-0002-0684-9991
                http://orcid.org/0000-0002-0046-4070
                Article
                705
                10.1038/s41398-020-0705-1
                7083923
                32198361
                f377fd44-b52b-4b59-aac9-133c485a3739
                © The Author(s) 2020

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                History
                : 3 July 2019
                : 11 December 2019
                : 20 December 2019
                Funding
                Funded by: FundRef https://doi.org/10.13039/100000070, U.S. Department of Health & Human Services | NIH | National Institute of Biomedical Imaging and Bioengineering (NIBIB);
                Award ID: U54 EB020403
                Award ID: U54 EB020403
                Award ID: U54 EB020403
                Award Recipient :
                Funded by: FundRef https://doi.org/10.13039/100000049, U.S. Department of Health & Human Services | NIH | National Institute on Aging (U.S. National Institute on Aging);
                Award ID: R56 AG058854
                Award ID: R01 AG059874
                Award Recipient :
                Funded by: FundRef https://doi.org/10.13039/100000025, U.S. Department of Health & Human Services | NIH | National Institute of Mental Health (NIMH);
                Award ID: R01 MH116147
                Award ID: R01 MH111671
                Award ID: R01 MH117601
                Award ID: R01 MH117601
                Award Recipient :
                Funded by: U.S. Department of Health & Human Services | NIH | National Institute of Mental Health (NIMH)
                Funded by: FundRef https://doi.org/10.13039/100000026, U.S. Department of Health & Human Services | NIH | National Institute on Drug Abuse (NIDA);
                Award ID: R01 DA047119
                Award Recipient :
                Funded by: U.S. Department of Health & Human Services | NIH | National Institute of Mental Health (NIMH)
                Funded by: FundRef https://doi.org/10.13039/100000065, U.S. Department of Health & Human Services | NIH | National Institute of Neurological Disorders and Stroke (NINDS);
                Award ID: R01 NS107739
                Award Recipient :
                Funded by: FundRef https://doi.org/10.13039/501100000925, Department of Health | National Health and Medical Research Council (NHMRC);
                Award ID: APP1103623
                Award ID: APP1158127
                Award Recipient :
                Funded by: FundRef https://doi.org/10.13039/501100001659, Deutsche Forschungsgemeinschaft (German Research Foundation);
                Award ID: ER724/4-1
                Award ID: WA1539/11-1
                Award Recipient :
                Funded by: FundRef https://doi.org/10.13039/100000002, U.S. Department of Health & Human Services | National Institutes of Health (NIH);
                Award ID: S10 OD023696
                Award ID: K01 HD091283
                Award Recipient :
                Funded by: U.S. Department of Health & Human Services | National Institutes of Health (NIH)
                Funded by: U.S. Department of Health & Human Services | NIH | National Institute of Biomedical Imaging and Bioengineering (NIBIB)
                Funded by: U.S. Department of Health & Human Services | NIH | National Institute of Mental Health (NIMH)
                Funded by: U.S. Department of Health & Human Services | NIH | National Institute on Aging (U.S. National Institute on Aging)
                Funded by: U.S. Department of Health & Human Services | NIH | National Institute of Biomedical Imaging and Bioengineering (NIBIB)
                Categories
                Review Article
                Custom metadata
                © The Author(s) 2020

                Clinical Psychology & Psychiatry
                biomarkers,neuroscience,scientific community,genomics,psychiatric disorders

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