To further validate the potential role of the LILR family in the progression of ccRCC, we applied random forest algorithms and PPI interaction network analysis based on the genes in the risk prediction model to identify LILRB3 as a core gene influencing the prognosis of ccRCC patients. Here, LILRB3 is linked to nonpapillary renal cell carcinoma.