Using the LOVE/SLIDE interpretable machine learning approach, we identified previously unknown epithelial cell–specific transcriptional rewiring of the actin-modifying gene GSN in CS-related lung disease and demonstrate its function in epithelial cells in COPD. This evidence concerns the gene GSN and chronic obstructive pulmonary disease.