Based on univariate analyses, the risk of progression to diabetes from prediabetes was not related to Scr (P > 0.05), but was positively correlated with age, DBP, BMI, SBP, AST, TG, ALT, TyG-BMI, TC, FPG, LDL-c, BUN, family history of diabetes, and current drinking (all P < 0.05; Table 3). This evidence concerns the gene GPT and diabetes mellitus.