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Characterizing major depressive disorder and substance use disorder using heatmaps and variable interactions: The utility of operant behavior and brain structure relationships.

Nicole L VikeSumra BariByoung Woo KimAggelos K KatsaggelosAnne J BloodHans C Breiternull null
Published in: PloS one (2024)
These findings demonstrate that variable interactions between computational behavior and brain structure, and the patterns of these interactions, segregate MDD and CD. This work raises the hypothesis that analysis of interactions between operant tasks and structural neuroimaging might aide in the objective classification of MDD, CD and other mental health conditions.
Keyphrases
  • major depressive disorder
  • bipolar disorder
  • mental health
  • resting state
  • white matter
  • functional connectivity
  • machine learning
  • deep learning
  • cerebral ischemia
  • nk cells
  • mental illness