Pearson correlation analysis demonstrated a significant positive correlation between CCNB2 and the activation of these inhibitory immune checkpoints in the TCGA and GSE40435 datasets (p < 0.05), leading to suppression of the immune response in ccRCC (Fig. 5A). Here, CCNB2 is linked to nonpapillary renal cell carcinoma.