In the HCC microenvironment, all three genes show a positive correlation with immune checkpoint molecules PD-1, CTLA-4, and TIM-3, suggesting their role in immune regulation and potential as prognostic and therapeutic targets [36]. Here, CTLA4 is linked to hepatocellular carcinoma.