However, research has also identified several DEGs, including acid-sensing ion channel 2 (Asic2), transglutaminase 5 (Tgm5), and forkhead box R2 (Foxr2), whose biological functions were not closely associated with existing COPD-related factors. Here, TGM5 is linked to chronic obstructive pulmonary disease.