Further analysis revealed that the majority of immune checkpoints had a higher expression in C2 than in C1 type HCC, including CD274, PDCD1LG2 and CD40LG (Fig. 3D). This evidence concerns the gene PDCD1LG2 and hepatocellular carcinoma.