We also evaluated the relationship between ARGs and significant immune checkpoint genes including CD274 (PD-L1), CTLA4, PDCD1LG2 (PD-L2), LAG3 and PDCD1 (PD-1) in ccRCC. Here, LAG3 is linked to nonpapillary renal cell carcinoma.