Machine learning-based prediction of illness course in major depression: The relevance of risk factors.

Journal: Journal of affective disorders
PMID:

Abstract

BACKGROUND: Major depressive disorder (MDD) comes along with an increased risk of recurrence and poor course of illness. Machine learning has recently shown promise in the prediction of mental illness, yet models aiming to predict MDD course are still rare and do not quantify the predictive value of established MDD recurrence risk factors.

Authors

  • Lea Teutenberg
    Department of Psychiatry and Psychotherapy, University of Marburg, Germany; Center for Mind, Brain and Behavior (CMBB), University of Marburg, Germany. Electronic address: teutenbl@staff.uni-marburg.de.
  • Frederike Stein
    Department of Psychiatry and Psychotherapy, University of Marburg, Germany; Center for Mind, Brain and Behavior (CMBB), University of Marburg, Germany.
  • Florian Thomas-Odenthal
    Department of Psychiatry and Psychotherapy, University of Marburg, Germany; Center for Mind, Brain and Behavior (CMBB), University of Marburg, Germany.
  • Paula Usemann
    Department of Psychiatry and Psychotherapy, University of Marburg, Germany; Center for Mind, Brain and Behavior (CMBB), University of Marburg, Germany.
  • Katharina Brosch
    Department of Psychiatry and Psychotherapy, University of Marburg, Germany; Center for Mind, Brain and Behavior (CMBB), University of Marburg, Germany.
  • Nils Winter
    Institute for Translational Psychiatry, University of Münster, Germany.
  • Janik Goltermann
    Institute for Translational Psychiatry, University of Münster, Münster, Germany.
  • Ramona Leenings
    Institute for Translational Psychiatry, University of Münster, Münster, Germany.
  • Maximilian Konowski
    Institute for Translational Psychiatry, University of Münster, Germany.
  • Carlotta Barkhau
    Symbic GmbH, Osnabrück, Germany.
  • Lukas Fisch
    Institute for Translational Psychiatry, University of Münster, Münster, Germany.
  • Susanne Meinert
    Institute for Translational Psychiatry, University of Münster, Germany; Institute for Translational Neuroscience, University of Münster, Germany.
  • Kira Flinkenflügel
    Institute for Translational Psychiatry, University of Münster, Germany.
  • Navid Schürmeyer
    Institute for Translational Psychiatry, University of Münster, Germany.
  • Linda Bonnekoh
    Institute for Translational Psychiatry, University of Münster, Germany.
  • Katharina Thiel
    Institute for Translational Psychiatry, University of Münster, Germany.
  • Anna Kraus
    Institute for Translational Psychiatry, University of Münster, Germany.
  • Nina Alexander
    Department of Psychiatry and Psychotherapy, University of Marburg, Germany; Center for Mind, Brain and Behavior (CMBB), University of Marburg, Germany.
  • Andreas Jansen
    Department of Psychiatry and Psychotherapy, University of Marburg, Germany; Center for Mind, Brain and Behavior (CMBB), University of Marburg, Germany; Core-Facility Brainimaging, Faculty of Medicine, University of Marburg, Germany.
  • Igor Nenadić
    Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany; Department of Psychiatry and Psychotherapy, Philipps University Marburg & Marburg University Hospital UKGM, Marburg, Germany. Electronic address: nenadic@staff.uni-marburg.de.
  • Benjamin Straube
    Department of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany.
  • Tim Hahn
  • Udo Dannlowski
    Department of Psychiatry and Psychotherapy, University of Münster, Germany.
  • Hamidreza Jamalabadi
    Department of Psychiatry and Psychotherapy, Eberhard Karls University Tuebingen, Germany.
  • Tilo Kircher
    Department of Psychiatry, University of Marburg, Marburg, Germany.