Ligand-receptor analysis between macrophages and tumor cells identify C5/C5AR1,SPP1/ITGA4, and TF/TFRC as the ligand-receptor signaling mechanism driving these niche-DE genes (Fig. 5B). This evidence concerns the gene C5AR1 and neoplasm.