However, a negative correlation between expression of PD-Ls and tumor purity is observed, suggesting that both PD-L1 and PD-L2 are expressed by non-cancerous cells mainly consisting of immune cells in the HCC tumor microenvironment (Figure S11). The gene discussed is PDCD1LG2; the disease is neoplasm.