In conclusion, we successfully constructed the novel diagnostic model for MDD based on a distinct set of ferroptosis‐related hub genes (ULK1, MAPK14, WIPI1, DUSP1), which overcomes the limitations of traditional biomarkers and provides a novel tool for the diagnosis of MDD. Here, DUSP1 is linked to major depressive disorder.