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). This evidence concerns the gene ALB and metabolic dysfunction-associated steatotic liver disease.