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. This evidence concerns the gene MAPK1 and nonpapillary renal cell carcinoma.