In our study, the highest diagnostic value for detecting NAFLD achieved fasting insulin with AUC = 0.829, and the cut-off point of 18.9 μIU/ml with 75% sensitivity and 87.3% specificity diagnosed NAFLD. The gene discussed is INS; the disease is metabolic dysfunction-associated steatotic liver disease.