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). Here, VHL is linked to nonpapillary renal cell carcinoma.