In a cohort study, a logistic regression model was performed using high serum ALT to serum AST ratio, high BMI, and diabetes mellitus as variables, which are independent risk factors for NAFLD. The gene discussed is GPT; the disease is metabolic dysfunction-associated steatotic liver disease.