In addition, through the TGF-β/SMAD3/ATF4 signaling axis, CAFs secrete cysteine, enhancing the extracellular supply of cysteine to support GSH synthesis, thereby inducing tumor cell ferroptosis resistance in pancreatic ductal adenocarcinoma [39]. Here, TGFB1 is linked to neoplasm.