The three ferroptosis genes, HIF1A, HILPDA, and SCD, are strongly related to T2DM, hypoxia and lipid metabolism, providing new research directions for the development and treatment of T2DM and its complications. Here, HILPDA is linked to type 2 diabetes mellitus.