GSEA enrichment analysis of gene expression data in smokers and COPD patients indicated that COPD was significantly associated with the mitotic spindle, inflammatory response, myc targets, complement, TGF-β, and Wnt/β-catenin pathways (Fig. 4D; Additional file 1: Table S10). Here, TGFB1 is linked to chronic obstructive pulmonary disease.