PPARGC1A and major depressive disorder: 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.