After random survival forests analysis and PCA, we found that each variable importance of PDCD1-001/002/003, KIR3DL1-002, PDCD1LG2-201, LAG3-001, and CD274-001 especially contributed to OS of PCNSL patients (Fig. 5a). This evidence concerns the gene LAG3 and primary central nervous system lymphoma.