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Cluster Analysis of World Trade Center Related Lower Airway Diseases
Rafael E de la Hoz1, Yunho Jeon, John T Doucette
1From the Divisions of Occupational and Environmental Medicine (R.E.D., Y.J.), and Biostatistics (J.T.D.), Icahn School of Medicine at Mount Sinai, New York, NY; School of Electrical and Computer Engineering, Cornell University, Ithaca, NY (A.P.R.); Department of Radiology, Brigham and Women's Hospital, Boston, MA (R.S.J.E.); and Division of Pediatric Pulmonary Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA (J.C.C.).
Abstract:
Introduction: Cluster analysis can classify without a priori assumptions the heterogeneous chronic lower airway diseases found in former workers at the World Trade Center (WTC) disaster site. Methods: We selected the first available chest computed tomography scan with quantitative computed tomography measurements on 311 former WTC workers with complete clinical, and spirometric data from their closest surveillance visit. We performed a nonhierarchical iterative algorithm K-prototype cluster analysis, using gap measure. Results: A five-cluster solution was most satisfactory. Cluster 5 had the healthiest individuals. In cluster 4, smoking was most prevalent and intense but there was scant evidence of respiratory disease. Cluster 3 had symptomatic subjects with reduced forced vital capacity impairment (low FVC). Clusters 1 and 2 had less dyspneic subjects, but more functional and quantitative computed tomography evidence of chronic obstructive pulmonary disease (COPD) in cluster 1, or low FVC in cluster 2. Clusters 1 and 4 had the highest proportion of rapid first-second forced expiratory volume decliners. Conclusions: Cluster analysis confirms low FVC and COPD/pre-COPD as distinctive chronic lower airway disease phenotypes on long-term surveillance of the WTC workers.
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