We also found that monocytes, especially cluster 6 (classical monocytes) from patients with COPD, were enriched in NF-κB signalling pathway, TNF signalling pathway, and rheumatoid arthritis (Fig. 7E). Here, TNF is linked to chronic obstructive pulmonary disease.