We first analyzed the mRNA expression levels of the four genes (CDH5, MMP9, MAPK1, and MMP13) constructing VMRI in normal kidney tissues and ccRCC by TCGA and GTEx combined data. Here, CDH5 is linked to nonpapillary renal cell carcinoma.