In Model 3, after adjusting for various factors, including DBP, smoking status, SBP, BMI, gender, age, drinking status, FPG, AST, BUN, ALT, LDL-C, Scr, TG, and family history of diabetes, the HR between HDL-C levels and reversion to normoglycemia from Pre-DM was found to be 1.898 (95% CI: 1.758–2.048, P < 0.001). Here, GPT is linked to diabetes mellitus.