Additionally, risk scores were significantly associated with immune checkpoint molecules PD-1, PD-L1, and CTLA4 (Fig. 7F), which potentially links paraspeckle gene expression to immune evasion in hepatocellular carcinoma. This evidence concerns the gene CD274 and hepatocellular carcinoma.