To explore the association between CCNB2 and immunosuppression of ccRCC, we selected seven known inhibitory immune checkpoints including LAG-3, TIGIT, PD-1, PD-L1, CTLA-4, CD47, and PTP-1B. Here, LAG3 is linked to nonpapillary renal cell carcinoma.