Despite comparatively small sample sizes here, using this approach the authors have recently shown that the 15q25 (CHRNA 3/5) and 4q31 (HHIP/GYPA) loci might be relevant in both COPD and lung cancer [26], [28]. The gene discussed is HHIP; the disease is chronic obstructive pulmonary disease.