According to the results of WGCNA, RRAGD, PPM1E, PFKFB2, and CHL1 were hub genes in the major modules of T2D, and the expression of these genes continued to be downregulated with the prolongation of the disease course. Here, PPM1E is linked to type 2 diabetes mellitus.