According to our results, the levels of PD-1, PD-L1, LAG3, TIM-3, and CTLA-4 were remarkably elevated in the high-risk HCC group relative to the low-risk HCC group (p < 0.05). Here, HAVCR2 is linked to hepatocellular carcinoma.