Further in-depth study of each signaling pathway verified that monocytes were directly associated with tumor cells only in the MIF and TNF pathways (Figures 4B, , C), in which the most important ligand-receptors were CD74/CD44 and TNF/TNFRSF1B (Figures 4D, , E). This evidence concerns the gene TNF and neoplasm.