Moreover, a systematic integration of two machine learning algorithms along with pathway‐gene correlations identified six candidate biomarkers, which were validated in a separate cohort comprising six additional microarray datasets, ultimately identifying ADD3 and GNAS as diagnostic biomarkers for COPD. Here, GNAS is linked to chronic obstructive pulmonary disease.