The results that were significant in the univariate analysis were included in the multifactorial logistic regression analysis, and the final multifactorial logistic regression results showed that ALT, TG, and VFA were independent risk factors for disease progression in NAFLD in the male patient population (P < 0.05). This evidence concerns the gene GPT and metabolic dysfunction-associated steatotic liver disease.