PDCD1 and neoplasm: We also uncovered that the high-risk cluster exhibited elevated expression levels of PD1, PDL1, CTLA4, LAG3, and TIGIT compared to the low-risk counterpart, supporting the contribution of hypoxia to the tumor immune escape in HCC.