Considering the potential function of MRGs in HCC, we examined the relation of the six MRGs with the major immune checkpoints associated with HCC (PDCD1, CD276, CTLA-4, LAG3, TIM3, OX40, and TIGIT) (17, 18). Here, PDCD1 is linked to hepatocellular carcinoma.