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

Abstract

Authors

• Nikolaos Koutsouleris
  Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom.
• 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, Ludwig-Maximilian-University, Munich, Germany; These authors contributed equally. Lana.Kambeitz-Ilankovic@med.uni-muenchen.de.
• Linda A Antonucci
  Department of Psychiatry and Psychotherapy, Ludwig Maximilians Universität, Munich, Germany. linda.antonucci@med.uni-muenchen.de.
• 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, Ludwig Maximilians Universität, Munich, Germany.
• Joseph Kambeitz
  Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University, Munich, 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, University of Basel, 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 and Psychotherapy, University Hospital Lübeck (UKSH), Ratzeburger Allee 160, 23538 Lübeck, Germany.
• 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 for Genomic Statistic and Bioinformatics, University Hospital Bonn, Rheinische-Friedrich-Wilhelms University, 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, Department of Psychiatry, The University of Melbourne and Melbourne Health, Melbourne, VIC, 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 Sciences, Neuroscience and Sense Organs-University of Bari "Aldo Moro", Bari, Italy.
• Stefan Borgwardt
  Department of Psychiatry, University of Basel, Basel, Switzerland.
• Markus Noethen
  Institute of Human Genetics, Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany.
• Paolo Brambilla
  Department of Neurosciences and Mental Health, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, University of Milan, Milan, Italy; Department of Psychiatry and Behavioral Sciences, University of Texas Health Science Center at Houston, TX, USA. Electronic address: paolo.brambilla1@unimi.it.
• Stephen J Wood
  Orygen, National Centre of Excellence for Youth Mental Health, Melbourne, Australia.
• Rachel Upthegrove
  Institute for Mental Health, University of Birmingham, Birmingham, UK.
• 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, Ludwig-Maximilian University, Munich, Germany.

Keywords

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