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). The gene discussed is SPP1; the disease is neoplasm.