Furthermore, in the tumor tissue, the upregulated ligand-receptor pairs mostly existed in the macrophage-macrophage communication including Thbs1-, Spp1-, Lgals9-, and Csf-related pairs, which were highly related to immunity suppression. Here, CSF2 is linked to neoplasm.