The study of ligand-receptor pairs showed that the key receptor-ligand pairs between macrophages and tumor cells were mainly NRXN3-NLGN1/NRXN1-NLGN1/NRG3-ERBB4/NRG1-ERBB4 (Fig. 7F). Here, ERBB4 is linked to neoplasm.