PF-05231023 effectively improved the lipid metabolism of Apoe−/− mice, demonstrating an anti-atherosclerotic effect and providing a scientific basis and experimental foundation for the clinical treatment of cardiovascular diseases by using long-acting FGF21 analogs. Here, APOE is linked to cardiovascular disorder.