In particular, ligand-receptor pair analysis revealed that the SPP1 signal was mainly involved in the interaction among tumor-associated macrophage (TAM), T cells, and malignant cells via SPP1–CD44 and SPP1–(ITGA5 + ITGB1) ligand-receptor pairs (Fig. 9D–E). Here, ITGB1 is linked to neoplasm.