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). Here, LILRB1 is linked to nonpapillary renal cell carcinoma.