In our model, we identified five differentially expressed diabetes-related genes, with GSN and PGR exhibiting heightened expression levels in the low-risk group, whereas CDKN2A, SELENOP, and TRPC1 demonstrated increased expression in the high-risk group. This evidence concerns the gene SELENOP and diabetes mellitus.