Through various combinations with relevant laboratory parameters, MHR combined with ALT, AST, TC, TG, FPG, CREA, URIC, and BMI may better predict NAFLD, with the best AUC value of 0.931. This evidence concerns the gene GPT and metabolic dysfunction-associated steatotic liver disease.