Univariate Cox regression analysis revealed that LILRA2, LILRA4, and LILRB5 serve as protective factors for ccRCC prognosis, whereas LILRB1, LILRB2, and LILRB3 are risk factors (Figure 3B). This evidence concerns the gene LILRB5 and nonpapillary renal cell carcinoma.