Research has indicated that key genes implicated in ccRCC carcinogenesis (VHL, PBRM1, BAP1, and SETD2) are not strongly correlated with survival assessment (Petitprez et al., 2021). This evidence concerns the gene BAP1 and nonpapillary renal cell carcinoma.