LGALS3 expression showed a significant positive association with CD274, TIGIT, PDCD1, HAVCR2, CTLA4, LAG3, as well as PDCD1LG2 after adjustment for tumor purity in HCC (Fig. 6A–B). This evidence concerns the gene PDCD1 and hepatocellular carcinoma.