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). Here, ST6GAL1 is linked to type 2 diabetes mellitus.