This report identifies a haplotype in the CHRNA5 and CHRNA3 genes in high linkage disequilibrium associated with a higher risk of COPD (OR = 2.47 95% CI 1.3–4.8). Here, CHRNA5 is linked to chronic obstructive pulmonary disease.