Correlation analysis further demonstrated that the level of NOX4 in ASM was inversely associated with the pulmonary function but positively correlated with the abundance of ECM marker laminin and TGF-β in small airway of COPD lungs. Here, TGFB1 is linked to chronic obstructive pulmonary disease.