At the same time, we uncover the novel critical function of the SETD7-TAF7-CCNA2 axis in ccRCC, potentially providing a basis for developing effective therapeutic strategies by targeting members of this axis. This evidence concerns the gene SETD7 and nonpapillary renal cell carcinoma.