These observations align with pan-cancer ECM signatures linked to TGF-β and poor ICI outcomes; chemokine circuits (CXCL12–CXCR4, CCL2–CCR2, TGF-β–induced CXCLs) cooperate with aligned collagen/fibronectin to confine cells peritumorally. Here, TGFB1 is linked to cancer.