The COL6A1 was a gene encoding the alpha 1 polypeptide subunit of collagen 6 and ccRCC patients were discovered to have significantly higher COL6A1 scores and intensities [66]. Here, PSMA6 is linked to nonpapillary renal cell carcinoma.