In conclusion, the ALT/HDL-C ratio is independently, dose-dependently and non-linearly associated with NAFLD in Chinese adults, particularly those under 60 years of age. The gene discussed is GPT; the disease is metabolic dysfunction-associated steatotic liver disease.