We further explored the correlation between IFNAR1 expression and immune checkpoint expression in 534 ccRCC samples and found that IFNAR1 expression was negatively correlated with CTLA-4, LAG-3, and PDCD1, respectively (Figure 6E–G). Here, PDCD1 is linked to nonpapillary renal cell carcinoma.