Many of the cell clusters we identified including cluster 14 (TCF7L2 + , CD16 + non-classical monocytes) and cluster 15 (CLEC12A + , CD14 + monocytes) have not been reported in COPD. This evidence concerns the gene TCF7L2 and chronic obstructive pulmonary disease.