A number of these genes have reported associations with COPD or other pulmonary diseases and include; CYP2E1 [20], HEY1 [21], SMAD3 [22], BARD1 [23] and FOXP1 [24]. Here, BARD1 is linked to chronic obstructive pulmonary disease.