Further analysis revealed that tumor cells in the BI group secrete excessive IL34, which, through the IL34-CSF1R interaction, activates the ERK1/2 signaling pathway in TNF-α+ TAMs, subsequently promoting TNF-α secretion. Here, MAPK3 is linked to neoplasm.