The significant over-occurrence of ligands shared between the tumor intermediate state and the CD8+ T exhausted state was observed when tumor cells send signals to CD8+ T cells (hypergeometric test, p < 0.001), which figured out that intermediate tumor cells may affect CD8+ T exhausted state cells by those shared ligands (Figure 4G). This evidence concerns the gene CD8A and neoplasm.