Finally, 21 features were significantly associated with incident T2DM, including age, gender, education, marital status, hypertension, exercise, current smoking, current drinking, WC, SBP, FPG, TC, TG, HDL-C, LDL-C, ALT, AST, TBIL, Scr, BUN, and SUA. This evidence concerns the gene GPT and type 2 diabetes mellitus.