TGFB1 and neoplasm: Notably, CD9 exhibited differential expression in tumor-associated macrophages (TAMs), and CellChat-predicted enhanced TGF-β signaling suggests its role in modulating tumor-immune crosstalk, warranting validation via spatial transcriptomics or multiplex immunofluorescence.