LILRA4 and nonpapillary renal cell carcinoma: 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).