The study highlights ferroptosis‐related genes (ULK1, MAPK14, WIPI1, DUSP1) as potential diagnostic and therapeutic targets in MDD, linked to neuroimmune interactions and cellular stress responses. The gene discussed is ULK1; the disease is major depressive disorder.