From survival analyses, PCOLCE, P4HB, COL6A2 and COL6A3 were found to be related to ccRCC patient survival, and these candidate genes were further tested with qRT-PCR and immunohistochemical staining in ccRCC cell lines and tissues. This evidence concerns the gene COL6A2 and nonpapillary renal cell carcinoma.