Neuro / Head & NeckAI / InformaticsResearch

Adolescent bipolar and depressive disorders show distinct default mode network connectivity

Frontiers in psychiatry2w ago

Adolescents with bipolar disorder (BD) and major depressive disorder (MDD) show distinct DMN connectivity patterns. BD had reduced aMPFC-STG/TPOsup connectivity; MDD had stronger aMPFC-STG and pIPL-IFG connectivity vs BD. ML classifier had modest performance (AUC 0.609).

  • Distinguishing BD and MDD in adolescents is clinically challenging; these distinct DMN connectivity patterns may provide potential neuroimaging markers for differential diagnosis.
  • BD showed significantly reduced FC between aMPFC and bilateral STG/right temporal pole, and between pIPL and left MTG/STG compared to healthy controls; MDD showed no significant differences from controls.
  • The SVM classifier had modest and unstable performance (AUC 0.609, accuracy 0.598) under nested 10-fold cross-validation, limiting immediate clinical applicability.
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