Here, we come to the conclusion that the differentially expressed genes and the differentially represented bacterial taxon could regulate lipid metabolism more strongly by CAD than by CHPD, which may prevent host from metabolic diseases. This evidence concerns the gene CAD and Other metabolic disease.