CXCL12 correlated with CD274 (R = 0.369) and PDCD1 (R = 0.288); CXCR4 correlated with CD274 (R = 0.579) and PDCD1 (R = 0.520), suggesting their roles in regulating immune checkpoints and tumor immune escape. The gene discussed is CXCR4; the disease is neoplasm.