While TGF-β generally acts as a tumor suppressor, it may shift to a tumor-promoting role during later stages through interaction with the stroma, underscoring the complex and context-dependent role of TGF-β signaling in PDAC [42]. Here, TGFB1 is linked to neoplasm.