The best subset regression model that including FMI, waist circumference, and serum levels of triglyceride and alanine aminotransferase has moderate accuracy in diagnosing overall NAFLD (AUC 0.83). Here, GPT is linked to metabolic dysfunction-associated steatotic liver disease.