Altogether, our results indicate that agmatine in an animal model of NAFLD—apoE−/− mice fed a Western diet—comprehensively inhibits the DNL pathway in the liver as well as beneficially alters the plasma lipid profile, and may be a promising drug candidate for prevention or treatment of fatty liver and atherosclerosis. The gene discussed is APOE; the disease is fatty liver disease.