Finally, a network of transcription factors for NAMPT and PTGS2 was constructed.<h4>Conclusion</h4>This study identified nine novel hub genes related to the neutrophilic inflammation in COPD, and two genes were risk factors of COPD, which may serve as potential biomarkers for the clinical severity of COPD. Here, PTGS2 is linked to chronic obstructive pulmonary disease.