The expression of ANPEP, BECN1, HNF1A, and ST6GAL1 increases the risk of T2DM, while the expression of PGF, RXRA, SREBF1, and USP7 lowers the risk of T2DM (Liang et al., 2024). This evidence concerns the gene PGF and type 2 diabetes mellitus.