In summary, the present study demonstrated that long-term supplementation of DP at a dose of 0.67 g/kg/day can reduce high-fat-diet-induced atherosclerosis in ApoE−/− mice, which was accompanied by improvements in vascular plaque, lipid metabolism, inflammatory response, intestinal barrier function, and gut microbiota structure. The gene discussed is APOE; the disease is atherosclerosis.