In summary, we reported Linc00673-V3 isoform as a positive regulator of autophagy via Smad3-mediated LC3B transcription and the ultimate activation of autophagy, which contributed to chemoresistance in NSCLC. Here, SMAD3 is linked to non-small cell lung carcinoma.