CHD7 and metabolic dysfunction-associated steatotic liver disease: To account for the individual complexity and heterogeneity between NAFLD patients and control subjects, a LASSO regression and two proven machine learning models (SVM–RFE and RF) were used to identify candidate CRG regulators from the nine DE-CRGs, which could aid in the prediction of NAFLD diagnosis.