RHBDF2 and nonpapillary renal cell carcinoma: As shown in the pan-cancer view (Supplementary Figure 2), the 4 hub genes (IFI16, LMNB1, RHBDF2, and TACC3) were significantly up-regulated in ccRCC samples and other cancer types when compared to adjacent normal tissues (p < 0.001).