Ultimately, twelve variables were included for the multivariate logistic regression analysis, and eight variables such as Age, BMI, ALT, GGT, IBIL, ALB, UA, and TG were identified as independent risk factors for lean NAFLD (p < 0.05). The gene discussed is GPT; the disease is metabolic dysfunction-associated steatotic liver disease.