Of note, MLL5, JUN, RABEP1 and ZFAND6 were identified in our study as COPD related genes in females and were also identified by Bhattacharya et al[34] as COPD associated genes in peripheral blood. Here, JUN is linked to chronic obstructive pulmonary disease.