Finally, the GLXB herb pair inhibited the expression of cholesterol absorption-related proteins by up-regulating the gut microbiota metabolite butyric acid in ApoE-/- mice, thus exerting anti-dyslipidemia effects in ApoE-/- mice. This evidence concerns the gene APOE and metabolic syndrome.