Furthermore, inflammatory macrophages, such as SPP1+ and CCL20+ macrophages, exhibited increased cell-cell communication with tumor cells in the high GLMscore group, potentially mediated by the PPIA-BSG signaling pathway. This evidence concerns the gene SPP1 and neoplasm.