Finally, the active interactions occurred between cancer cells and CD8+ T cells, macrophages, endothelial cells and fibroblasts; the top 20 ligand-receptor pairs and the top 20 interactions of immune checkpoints, cytokines, growth factors in TME were shown (Fig. 2G, H). This evidence concerns the gene CD8A and cancer.