TNF and neoplasm: Besides, the bubble plots displayed that the ligand–receptor pairs between the epithelial cells and the stromal cells are stronger in the interface and the tumor zones than that in the normal zone including TNF, HLA, collagen and their receptor families (Fig. 7i).