Although previous studies have identified several immune checkpoints, including CTLA4, LAG3, and PDCD1LG2 (Liao et al., 2021), few have explored the expression patterns of immune checkpoint-related genes (ICRGs) in ccRCC and their prognostic significance. Here, LAG3 is linked to nonpapillary renal cell carcinoma.