In the aspect of DEGs, the functional enrichment results indicated that oxidoreductase-related activity and the PPAR signaling pathway might be involved in the whole progression of NAFLD, while extracellular-matrix-related activity might only participate in the latter period of NAFLD, the transition from NAFL to NASH. The gene discussed is PPARA; the disease is metabolic dysfunction-associated steatotic liver disease.