Similarly, HMGB2 displayed a notably strong and significant association with PD-1, PD-L1, PD-L2, CTLA4, LMTK3, LAG3, TIGIT, and HAVCR2 in the context of HCC. Here, LAG3 is linked to hepatocellular carcinoma.