The results of binary logistic regression analysis showed that living situation, smoking history, monthly night shift, daily sleep time, ALT/AST, FBG, TG, HDL-C, UA, BMI, TBil and Ca were independent risk factors for NAFLD prevalence. The gene discussed is GPT; the disease is metabolic dysfunction-associated steatotic liver disease.