The number of sorafinib responders in HCC patients with low STEAP3/low PDL2 was 17 (total 27) (Fig. 9F, G), indicating that HCC patients with low PD-L2 have better clinic benefit to sorafinib. This evidence concerns the gene PDCD1LG2 and hepatocellular carcinoma.