To achieve 80% power at α = 0.05, absolute differences of approximately 25 percentage points (for CHRNA3–nicotine dependence) and 11 percentage points (for EPHX1–COPD) would be required. The gene discussed is CHRNA3; the disease is chronic obstructive pulmonary disease.