TNNT1, SAA1, IL20RB, and COL22A1 are risk factors for ccRCC, whereas B3GALT5 and C10orf99 act as protective factors when these six genes are expressed at high levels. This evidence concerns the gene COL22A1 and nonpapillary renal cell carcinoma.