According to subgroup analysis, those with BMI < 24 kg/m<sup>2</sup> and DBP < 90 mmHg had a stronger correlation between the ALT/HDL-C ratio and NAFLD risk. The gene discussed is GPT; the disease is metabolic dysfunction-associated steatotic liver disease.