First, we analyzed NAFLD and CAD to obtain differential genes, and then intersected them with lipid metabolism genes to screen out three key genes, namely GPD1, MVK, and PIK3R2. The gene discussed is GPD1; the disease is metabolic dysfunction-associated steatotic liver disease.