This study screened out seven biomarkers (SLC37A4, ACOX2, GPD1, ACE2, SLC9A3, AGT, and PLG) related to propionate metabolism and fibrosis in DN via bioinformatic analyses. This evidence concerns the gene PLG and liver dysplastic nodule.