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]. This evidence concerns the gene COL6A1 and nonpapillary renal cell carcinoma.