Thereafter, we chose 8 genes, HLA-B, HLA-A, HLA-DRA, IDO1, TAGAP, CIITA, PRF1 and CD8B, from the four signatures which were most likely to be related to CSS in advanced RCC. This evidence concerns the gene PRF1 and renal cell carcinoma.