By comparing the communication probability between top-ranking ligands secreted by tumor cells and receptors on subclusters of monocytes and macrophages, we found that tumor cells predominately communicate with TNF-α+ TAMs via IL34-CSF1R in BI PitNETs (Fig. 5A). Here, TNF is linked to neoplasm.