In this study, PDCD1, CTLA4, TIGIT, LAIR1, CD47, TNFRSF4, TNFRSF9, and TNFRSF18 were upregulated in the high-risk group, reflecting HCC’s immunosuppressive microenvironment. Here, TNFRSF9 is linked to hepatocellular carcinoma.