The first cluster, comprising TNFSF14, LILRB1, PLCL1, CYP4F2, and VEGFA, was primarily associated with immune regulation and inflammatory signaling, suggesting an immunological component to YDC in ccRCC. This evidence concerns the gene TNFSF14 and nonpapillary renal cell carcinoma.