Multimodal Machine Learning Workflows for Prediction of Psychosis in Patients With Clinical High-Risk Syndromes and Recent-Onset Depression

  • Nikolaos Koutsouleris
    Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany
  • Dominic B. Dwyer
    Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany
  • Franziska Degenhardt
    Institute of Human Genetics, Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany
  • Carlo Maj
    Institute of Genomic Statistics and Bioinformatics, University of Bonn, Bonn, Germany
  • Maria Fernanda Urquijo-Castro
    Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany
  • Rachele Sanfelici
    Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany
  • David Popovic
    Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany
  • Oemer Oeztuerk
    Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany
  • Shalaila S. Haas
    Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York
  • Johanna Weiske
    Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany
  • Anne Ruef
    Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany
  • Lana Kambeitz-Ilankovic
    Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital, University of Cologne, Cologne, Germany
  • Linda A. Antonucci
    Department of Education, Psychology, and Communication, University of Bari Aldo Moro, Bari, Italy
  • Susanne Neufang
    Department of Psychiatry and Psychotherapy, Medical Faculty, Heinrich-Heine University, Düsseldorf, Germany
  • Christian Schmidt-Kraepelin
    Department of Psychiatry and Psychotherapy, Medical Faculty, Heinrich-Heine University, Düsseldorf, Germany
  • Stephan Ruhrmann
    Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital, University of Cologne, Cologne, Germany
  • Nora Penzel
    Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital, University of Cologne, Cologne, Germany
  • Joseph Kambeitz
    Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital, University of Cologne, Cologne, Germany
  • Theresa K. Haidl
    Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital, University of Cologne, Cologne, Germany
  • Marlene Rosen
    Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital, University of Cologne, Cologne, Germany
  • Katharine Chisholm
    Institute for Mental Health, University of Birmingham, Birmingham, United Kingdom
  • Anita Riecher-Rössler
    Department of Psychiatry, Psychiatric University Hospital, University of Basel, Switzerland
  • Laura Egloff
    Department of Psychiatry, Psychiatric University Hospital, University of Basel, Switzerland
  • André Schmidt
    Department of Psychiatry, Psychiatric University Hospital, University of Basel, Switzerland
  • Christina Andreou
    Department of Psychiatry, Psychiatric University Hospital, University of Basel, Switzerland
  • Jarmo Hietala
    Department of Psychiatry, University of Turku, Turku, Finland
  • Timo Schirmer
    GE Healthcare GmbH (previously GE Global Research GmbH), Munich, Germany
  • Georg Romer
    Department of Child and Adolescent Psychiatry, University of Münster, Münster, Germany
  • Petra Walger
    Department of Child and Adolescent Psychiatry, Psychotherapy and Psychosomatics, LVR Clinic Düsseldorf, Düsseldorf, Germany
  • Maurizia Franscini
    Department of Child and Adolescent Psychiatry and Psychotherapy, University of Zürich, Zürich, Switzerland
  • Nina Traber-Walker
    Department of Child and Adolescent Psychiatry and Psychotherapy, University of Zürich, Zürich, Switzerland
  • Benno G. Schimmelmann
    University Hospital of Child and Adolescent Psychiatry, University Hospital Hamburg-Eppendorf, Hamburg, Germany
  • Rahel Flückiger
    University Hospital of Child and Adolescent Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland
  • Chantal Michel
    University Hospital of Child and Adolescent Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland
  • Wulf Rössler
    Department of Psychiatry, Psychotherapy and Psychosomatics, University Hospital of Psychiatry Zurich, Zurich, Switzerland
  • Oleg Borisov
    Institute of Genomic Statistics and Bioinformatics, University of Bonn, Bonn, Germany
  • Peter M. Krawitz
    Institute of Genomic Statistics and Bioinformatics, University of Bonn, Bonn, Germany
  • Karsten Heekeren
    Department of Psychiatry, Psychotherapy and Psychosomatics, University Hospital of Psychiatry Zurich, Zurich, Switzerland
  • Roman Buechler
    Department of Psychiatry, Psychotherapy and Psychosomatics, University Hospital of Psychiatry Zurich, Zurich, Switzerland
  • Christos Pantelis
    Melbourne Neuropsychiatry Centre, University of Melbourne and Melbourne Health, Melbourne, Australia
  • Peter Falkai
    Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, Germany
  • Raimo K. R. Salokangas
    Department of Psychiatry, University of Turku, Turku, Finland
  • Rebekka Lencer
    Department of Psychiatry and Psychotherapy, University of Münster, Münster, Germany
  • Alessandro Bertolino
    Department of Basic Medical Science, Neuroscience and Sense Organs, University of Bari Aldo Moro, Bari, Italy
  • Stefan Borgwardt
    Department of Psychiatry, Psychiatric University Hospital, University of Basel, Switzerland
  • Markus Noethen
    Institute of Human Genetics, Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany
  • Paolo Brambilla
    Department of Neurosciences and Mental Health, Fondazione Istituto di Ricovero e Cura a Carattere Scientifico Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy
  • Stephen J. Wood
    Centre for Youth Mental Health, University of Melbourne, Melbourne, Australia
  • Rachel Upthegrove
    Institute for Mental Health, University of Birmingham, Birmingham, United Kingdom
  • Frauke Schultze-Lutter
    Department of Psychiatry and Psychotherapy, Medical Faculty, Heinrich-Heine University, Düsseldorf, Germany
  • Anastasia Theodoridou
    Department of Psychiatry, Psychotherapy and Psychosomatics, University Hospital of Psychiatry Zurich, Zurich, Switzerland
  • Eva Meisenzahl
    Department of Psychiatry and Psychotherapy, Medical Faculty, Heinrich-Heine University, Düsseldorf, Germany

収録刊行物

  • JAMA Psychiatry

    JAMA Psychiatry 78 (2), 195-, 2021-02-01

    American Medical Association (AMA)

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