In this study, we identified that the differentially expressed genes in NAFLD and CAD intersected with lipid metabolism genes to obtain three key genes—GPD1, MVK, and PIK3R2. The gene discussed is MVK; the disease is metabolic dysfunction-associated steatotic liver disease.