TGFB1 and cancer: Cancer associated fibroblasts coordinate immune suppression through three core mechanisms: cytokine network (TGF-β/IL-6), metabolic symbiosis (lactate/arginine consumption), and immune checkpoint crosstalk (PD-L1/CD73).