In previous GWA studies, in mainly smokers, on classical COPD phenotypes like emphysema and chronic bronchitis, the well-known general COPD genes (HHIP, CHRNA and FAM13A) were consistently identified [27–32]. Here, HHIP is linked to chronic bronchitis.