Notably, genes such as CST3, GPX3, and CXCL14 were significantly elevated in the ICB-resistant group, suggesting that these genes may serve as potential biomarkers for identifying ICB resistance in ccRCC (Figure 4K). Here, CST3 is linked to nonpapillary renal cell carcinoma.