While their direct application in depression remains experimental, their convergence on PGC-1α, BDNF, and mitochondrial pathways underscores potential synergy with exercise in restoring KP homeostasis and reducing the QA/KYNA imbalance observed in MDD. The gene discussed is PPARGC1A; the disease is depressive symptom measurement.