In the current study, two of the identified SNPs in ever-smokers were located in the CHRNA5 and HHIP regions as well, pointing towards a robust genetic association of these regions with airflow obstruction and COPD (see Additional file 1: Table S6). Here, HHIP is linked to chronic obstructive pulmonary disease.