Anthocyanins from Lycium ruthenicum Murray attenuates high‐fat diet‐induced hypercholesterolemia in ApoE−/− mice are related to the modulation of gut microbiota and the ratio of conjugated to unconjugated bile acids in fecal bile acid profile. The gene discussed is APOE; the disease is Hypercholesterolemia.