SLC37A4, ACOX2, GPD1, ACE2, SLC9A3, AGT, and PLG are associated with propionate metabolism and fibrosis based on the bioinformatics analysis, which had excellent power to differentiate control from DN samples. This evidence concerns the gene GPD1 and liver dysplastic nodule.