To develop classifiers to distinguish different NAFLD states, we performed LASSO logistic regression based on the expression of the 9 core genes (MT1G, MT1X, MT1F, MT1H, MT1M, FABP4, SPP1, MMP7 and CCL2). The gene discussed is MT1F; the disease is metabolic dysfunction-associated steatotic liver disease.