Our research indicates that PLOD2 + SAA1 + tumor cells might be capable of communicating with tumor-associated macrophages (TAMs) through specific ligand-receptor pairs, such as MIF-(CD74 + CXCR4), MDK-LRP1 and C3-C3AR1. Here, C3AR1 is linked to neoplasm.