For COPD-BBS, we found rs12300289 in ARNTL2, rs10847 in ARNT, and rs2234696 in GSTM3 associated with the severe form of COPD secondary to biomass-burning smoke exposition (Supplementary Table S9). Here, BBS2 is linked to chronic obstructive pulmonary disease.