Univariate Cox analysis identified 26 genes significantly associated with OS in ccRCC, including adverse prognostic genes such as RAC1, AXL, and XKR8, as well as protective genes such as ITGAV and RHOBTB1 (Figure 2A). Here, XKR8 is linked to nonpapillary renal cell carcinoma.