After adjusting for potential confounders, including age, sex, BMI, PP, alcohol consumption, exercise habits, smoking status, liver enzymes (ALT, AST, GGT), and lipid profile (HDL-C, TC, TG), the analysis revealed a positive linear relationship between ePWV and the risk of T2DM. This evidence concerns the gene GPT and type 2 diabetes mellitus.