Our findings have revealed a noteworthy observation regarding TMEM25 expression in ccRCC, demonstrating a substantial and inverse correlation with CCL5, PD-1, CTLA-4, LAG3, TIGIT, and CD80. This evidence concerns the gene CD80 and nonpapillary renal cell carcinoma.