In order to study the specific effect of macrophages on tumor cells through the common L–R pairs (TNFSF12–TNFRSF12A and SPP1–CD44), we further calculated the correlation between the TNFRSF12A or CD44 expression and hallmark signature scores in cancer cells. Here, SPP1 is linked to cancer.