In the BBS exposure comparison group (COPD-BBS vs. BBES), 24 SNPs were found to be significantly associated (p < 0.05), of which twenty were associated with a higher risk of COPD and four with a decreased risk of suffering from the disease. This evidence concerns the gene BBS2 and Bardet-Biedl syndrome.