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. Here, PLCL1 is linked to nonpapillary renal cell carcinoma.