Additionally, more studies should be conducted to understand the molecular mechanisms of IFI16, LMNB1, RHBDF2 and TACC3 in the pathogenesis of ccRCC. This evidence concerns the gene RHBDF2 and nonpapillary renal cell carcinoma.