Among these, COL5A1, IRF7, CD74, and HLA-DRB1 expression was suggested to have diagnostic value in T2D, and the expression levels of PSMB9, COL1A1, and COL4A1 were significantly higher in T2D after validation. Here, HLA-DRB1 is linked to type 2 diabetes mellitus.