Thus, we also compared the expression levels of common ICI genes and angiogenesis-related genes (PD-1, PD-L1, CTLA4, KDR, KIT, and VEGFR) in ccRCC between different patient groups based on prognostic signature stratification. Here, CTLA4 is linked to nonpapillary renal cell carcinoma.