Among the CCRCC cases, we observed a significant correlation between the TGFβ pathway and TGFBR2 p.S573 hyperphosphorylation (R = 0.55, FDR = 1.3e − 6). Here, TGFB1 is linked to nonpapillary renal cell carcinoma.