In the independent validation set, we found regulatory chains with GAS6, TIMP1, SPP1, and VEGFA as ligands, which was consistent with our findings above, indicating that these regulatory relations may be ubiquitous in tumor cells and macrophages (Figure 7A,B). Here, TIMP1 is linked to neoplasm.