DPP4, SCP2, and TF(AUC = 0.688, 0.650, 0.681, respectively) showed a tolerable ability to distinguish NAFLD samples from normal samples. The gene discussed is SCP2; the disease is metabolic dysfunction-associated steatotic liver disease.