In conclusion, six feature genes were identified, which with AUC >0.70 showed excellent diagnostic value for T2DM, and thus were considered as hub genes of T2DM, including MSANTD1, RASL10A, SOX4, YTHDF3, ZNF497, and ZNF771. This evidence concerns the gene SOX4 and type 2 diabetes mellitus.