Rationale: Emphysema occurs in distinct pathologic patterns, but little is known about the epidemiologic associations of these patterns. Standard quantitative measures of emphysema from computed tomography (CT) do not distinguish between distinct patterns of parenchymal destruction. Objectives: To study the epidemiologic associations of distinct emphysema patterns with measures of lung-related physiology, function, and health care use in smokers. Methods: Using a local histogram-based assessment of lung density, we quantified distinct patterns of low attenuation in 9,313 smokers in the COPDGene Study. To determine if such patterns provide novel insights into chronic obstructive pulmonary disease epidemiology, we tested for their association with measures of physiology, function, and health care use. Measurements and Main Results: Compared with percentage of lowattenuation area less than 2950 Hounsfield units (%LAA-950), local histogram-based measures of distinct CT low-attenuation patterns are more predictive of measures of lung function, dyspnea, quality of life, and health care use. These patterns are strongly associated with a wide array of measures of respiratory physiology and function, and most of these associations remain highly significant (P , 0.005) after adjusting for %LAA-950. In smokers without evidence of chronic obstructive pulmonary disease, the mild centrilobular disease pattern is associated with lower FEV 1 and worse functional status (P , 0.005). Conclusions: Measures of distinct CT emphysema patterns provide novel information about the relationship between emphysema and key measures of physiology, physical function, and health care use. Measures of mild emphysema in smokers with preserved lung function can be extracted from CT scans and are significantly associated with functional measures.Keywords: emphysema; chronic obstructive pulmonary disease; spiral computed tomography; epidemiology Emphysema, defined as alveolar destruction and airspace enlargement distal to the terminal bronchiole, is a characteristic pathologic process of chronic obstructive pulmonary disease (COPD) (1). Quantitative measures of emphysema can be assessed in vivo with computed tomography (CT), and semiautomated processes for extracting this information have enabled efficient quantitative characterization of emphysema in large-scale studies. Numerous studies have demonstrated association between quantitative measures of emphysema severity and physiologic parameters of lung function (2-5), functional status and dyspnea (6-9), genetic polymorphisms (10-18), and clinical outcomes (19-21).The standard approach to CT-based quantification of emphysema is to define a threshold in the lung density histogram that differentiates emphysematous from preserved lung (22). One limitation of this approach is that, by representing the burden of emphysema as a single number, information present in the local patterns of emphysematous involvement is lost. Three distinct patterns of emphysema based on distribution within the secondary lob...