Tumor cells mainly communicated with the endothelium, TAMs, proliferative CD8+ T cells, and CD8+ exhaustion T cells through multiple ligand–receptor interactions (Fig. 7c and Supplementary Fig. S7c). Here, CD8A is linked to neoplasm.