To further understand the pre-exhausted subpopulation of CD8+ T cells, we analyzed the receptor–ligand interactions between different cell subpopulations, which may change the cancer-immune microenvironment associated with exhausted differentiation of CD8+ T cells (Figure 5A). The gene discussed is CD8A; the disease is cancer.