Based on our findings, the predominance of myCAF traits in both Lung-CAFs and LN-CAFs suggests a conserved, tumor-promoting activation state likely driven by TGF-β signaling or mechanical stress within the NSCLC microenvironment [44]. Here, TGFB1 is linked to neoplasm.