These findings emphasize the significance of PDCD1, CTLA4, and HAVCR2 as immune regulatory points of ADRM1, indicating that evasion of the immune system by tumors could have a crucial impact on the development of HCC through ADRM1. The gene discussed is ADRM1; the disease is hepatocellular carcinoma.