PDCD1 and neoplasm: Interestingly, CXCL6 and other ARGs also showed negative correlations with checkpoints like VEGFB, KIR2DL1, LAG3, CTLA4, PDCD1, and IFNG, indicating they may promote immune surveillance and anti-tumor responses (Figure 5).