Model performance was validated using the area under the curve (AUC).<h4>Results</h4>Significant differences were observed between ALT-normal and ALT-abnormal groups in AST, GGT, ALP, BMI, hyperlipidemia prevalence, age, and diabetes prevalence (<i>p</i> < 0.05). This evidence concerns the gene GPT and hyperlipidemia.