Deep phenotyping towards precision psychiatry of first-episode depression - the Brain Drugs-Depression cohort

Kristian Høj Reveles Jensen1,2,3,4, Vibeke H Dam1,2, Melanie Ganz2,5

  • 1BrainDrugs, Copenhagen University Hospital Rigshospitalet, Copenhagen, Denmark.

BMC Psychiatry
|March 9, 2023
PubMed
Abstract

Insights

Major Depressive Disorder (MDD) is complex, with varied patient responses to antidepressants. This study uses deep phenotyping and machine learning to identify markers for personalized depression treatment, aiming to improve patient outcomes.

Area of Science:

  • Neuroscience
  • Psychiatry
  • Precision Medicine

Background:

  • Major Depressive Disorder (MDD) is a heterogeneous brain disorder with multiple underlying mechanisms.
  • A significant portion of patients (33-50%) do not achieve remission with standard antidepressant treatments.
  • This highlights the need to understand MDD heterogeneity for effective treatment selection.

Purpose of the Study:

  • To map the heterogeneity of Major Depressive Disorder (MDD).
  • To identify predictive markers for treatment response in MDD.
  • To enable a precision medicine approach for depression treatment.

Main Methods:

  • Recruited 800 first-episode MDD patients for deep phenotyping, collecting clinical, cognitive, psychometric, and biological data.
  • Utilized neuroimaging (MRI, EEG) and Positron Emission Tomography (PET) with [11C]-UCB-J tracer in subgroups.
  • Employed machine learning and statistical models to identify treatment outcome predictors and associations between patient characteristics and clinical results.

Main Results:

  • The study is ongoing; results are pending.
  • Machine learning models are being developed to predict treatment response based on comprehensive patient data.
  • Statistical analyses will investigate associations between baseline characteristics and treatment outcomes.

Conclusions:

  • The BrainDrugs-Depression study aims to provide a deep phenotyping of first-episode MDD patients.
  • Findings are expected to advance personalized treatment strategies for depression.
  • This research could lead to improved clinical outcomes by tailoring interventions to individual patient profiles.

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