Furthermore, our analysis demonstrated that the expression level of HMGA2 positively correlated with the immune checkpoints: PD-1, PD-L1, PD-L2, CTLA4, LMTK3, LAG3, TIGIT, and HAVCR2 in the context of HCC. Here, HAVCR2 is linked to hepatocellular carcinoma.