Single-cell and spatial analyses position SPP1high tumor-associated macrophages in tight contact with FAP+ cancer-associated fibroblasts at the invasive front, enriched for extracellular-matrix and TGF-β signaling; this configuration aligns with immune-excluded architecture and adverse outcome (51, 52). Here, FAP is linked to cancer.