This study revealed a nonlinear association between the TyG index and Pre-DM, even after adjusting for factors such as family history of diabetes, DBP, age, smoking status, BMI, SBP, drinking status, sex, HDL-C, BUN, ALT, Scr, LDL-C, and AST. The gene discussed is GPT; the disease is diabetes mellitus.