This study explored ferroptosis involvement in major depressive disorder (MDD) by integrating GEO microarray data, WGCNA, and ferroptosis‐related gene analysis, identifying four key genes (MAPK14, WIPI1, DUSP1, ULK1) as diagnostic biomarkers. The gene discussed is DUSP1; the disease is major depressive disorder.