This study highlights GPD1, MVK, and PIK3R2 as key genes involved in NAFLD, CAD, and lipid metabolism, suggesting potential targets for further mechanistic studies and novel therapeutic approaches for patients with NAFLD and CAD. The gene discussed is MVK; the disease is metabolic dysfunction-associated steatotic liver disease.