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de la Hoz RE, Jeon Y, Doucette JT, Reeves AP, Estépar RSJ, Celedón JC. Cluster Analysis of World Trade Center Related Lower Airway Diseases. J Occup Environ Med 2024; 66:179-184. [PMID: 38305727 PMCID: PMC10842254 DOI: 10.1097/jom.0000000000003023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2024]
Abstract
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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Affiliation(s)
| | - Yunho Jeon
- Divisions of Occupational and Environmental Medicine, New York, NY, USA
| | - John T. Doucette
- Biostatistics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Anthony P. Reeves
- School of Electrical and Computer Engineering, Cornell University, Ithaca, NY, USA
| | | | - Juan C. Celedón
- Division of Pediatric Pulmonary Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
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Mears MJ, Aslaner DM, Barson CT, Cohen MD, Gorr MW, Wold LE. Health effects following exposure to dust from the World Trade Center disaster: An update. Life Sci 2022; 289:120147. [PMID: 34785191 PMCID: PMC8791014 DOI: 10.1016/j.lfs.2021.120147] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 10/22/2021] [Accepted: 11/08/2021] [Indexed: 01/17/2023]
Abstract
Exposure to dust, smoke, and fumes containing volatile chemicals and particulate matter (PM) from the World Trade Center (WTC) towers' collapse impacted thousands of citizens and first responders (FR; firefighters, medicals staff, police officers) of New York City. Surviving FR and recovery workers are increasingly prone to age-related diseases that their prior WTC dust exposures might expedite or make worse. This review provides an overview of published WTC studies concerning FR/recovery workers' exposure and causal mechanisms of age-related disease susceptibility, specifically those involving the cardiopulmonary and neurological systems. This review also highlights the recent findings of the major health effects of cardiovascular, pulmonary, and neurological health sequelae from WTC dust exposure. To better treat those that risked their lives during and after the disaster of September 11, 2001, the deleterious mechanisms that WTC dust exposure exerted and continue to exert on the heart, lungs, and brain of FR must be better understood.
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Affiliation(s)
- Matthew J. Mears
- College of Nursing, The Ohio State University, Columbus, OH, United States of America
| | - David M. Aslaner
- College of Nursing, The Ohio State University, Columbus, OH, United States of America
| | - Chad T. Barson
- College of Nursing, The Ohio State University, Columbus, OH, United States of America
| | - Mitchell D. Cohen
- Department of Environmental Medicine, New York University School of Medicine, New York, NY, United States of America
| | - Matthew W. Gorr
- College of Nursing, The Ohio State University, Columbus, OH, United States of America,Dorothy M. Davis Heart and Lung Research Institute and Department of Physiology and Cell Biology, College of Medicine, The Ohio State University, Columbus, OH, United States of America,Correspondence to: M. W. Gorr, 617 Dorothy M. Davis Heart and Lung Research Institute, 473 W. 12th Avenue, Columbus, OH 43210, United States of America. (M.W. Gorr)
| | - Loren E. Wold
- College of Nursing, The Ohio State University, Columbus, OH, United States of America,Dorothy M. Davis Heart and Lung Research Institute and Department of Physiology and Cell Biology, College of Medicine, The Ohio State University, Columbus, OH, United States of America,Correspondence to: L. E. Wold, 603 Dorothy M. Davis Heart and Lung Research Institute, 473 W. 12th Avenue, Columbus, OH 43210, United States of America. (L.E. Wold)
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Kwon S, Lee M, Crowley G, Schwartz T, Zeig-Owens R, Prezant DJ, Liu M, Nolan A. Dynamic Metabolic Risk Profiling of World Trade Center Lung Disease: A Longitudinal Cohort Study. Am J Respir Crit Care Med 2021; 204:1035-1047. [PMID: 34473012 DOI: 10.1164/rccm.202006-2617oc] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Rationale: Metabolic syndrome (MetSyn) increases the risk of World Trade Center (WTC) lung injury (LI). However, the temporal relationship of MetSyn, exposure intensity, and lung dysfunction is not well understood. Objective: To model the association of longitudinal MetSyn characteristics with WTC lung disease to define modifiable risk. Methods: Firefighters, for whom consent was obtained (N = 5,738), were active duty on September 11, 2001 (9/11). WTC-LI (n = 1,475; FEV1% predicted <lower limit of normal [LLN]) and non-WTC-LI (n = 4,263; FEV1% predicted ⩾LLN at all exams) was the primary outcome, and FVC% predicted <LLN and FEV1/FVC <0.70 were secondary outcomes. We assessed 1) the effect of concurrent MetSyn on longitudinal lung function by linear mixed models, 2) the temporal effect of MetSyn and exposure by Weibull proportional hazards, 3) the effects of MetSyn's rate of change by two-stage models, and 4) the nonlinear joint effect of longitudinal MetSyn components by a partially linear single-index model (PLSI). Measurements and Main Results: WTC-LI cases were more often ever-smokers, arrived in the morning (9/11), and had MetSyn. Body mass index ⩾30 kg/m2 and high-density lipoprotein <40 mg/dl were most contributory to concurrent loss of FEV1% predicted and FVC% predicted while conserving FEV1/FVC. Body mass index ⩾30 kg/m2 and dyslipidemia significantly predicted WTC-LI, FVC% predicted <LLN in a Weibull proportional hazards model. Dynamic risk assessment of WTC-LI on the basis of MetSyn and exposure showed how reduction of MetSyn factors further reduces WTC-LI likelihood in susceptible populations. PLSI demonstrates that MetSyn has a nonlinear relationship with WTC lung disease, and increases in cumulative MetSyn risk factors exponentially increase WTC-LI risk. An interactive metabolic-risk modeling application was developed to simplify PLSI interpretation. Conclusions: MetSyn and WTC exposure contribute to the development of lung disease. Dynamic risk assessment may be used to encourage treatment of MetSyn in susceptible populations. Future studies will focus on dietary intervention as a disease modifier.
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Affiliation(s)
- Sophia Kwon
- Division of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine
| | - Myeonggyun Lee
- Division of Biostatistics, Department of Population Health, and
| | - George Crowley
- Division of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine
| | - Theresa Schwartz
- Bureau of Health Services and Office of Medical Affairs, Fire Department of New York, Brooklyn, New York; and
| | - Rachel Zeig-Owens
- Bureau of Health Services and Office of Medical Affairs, Fire Department of New York, Brooklyn, New York; and.,Department of Epidemiology and Population Health and
| | - David J Prezant
- Bureau of Health Services and Office of Medical Affairs, Fire Department of New York, Brooklyn, New York; and.,Pulmonary Medicine Division, Department of Medicine, Montefiore Medical Center and Albert Einstein College of Medicine, Bronx, New York
| | - Mengling Liu
- Division of Biostatistics, Department of Population Health, and.,Department of Environmental Medicine, New York University School of Medicine, New York, New York
| | - Anna Nolan
- Division of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine.,Department of Environmental Medicine, New York University School of Medicine, New York, New York.,Bureau of Health Services and Office of Medical Affairs, Fire Department of New York, Brooklyn, New York; and
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Weber J, Reeves AP, Doucette JT, Jeon Y, Sood A, San José Estépar R, Celedón JC, de la Hoz RE. Quantitative CT Evidence of Airway Inflammation in WTC Workers and Volunteers with Low FVC Spirometric Pattern. Lung 2020; 198:555-563. [PMID: 32239319 DOI: 10.1007/s00408-020-00350-5] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2020] [Accepted: 03/23/2020] [Indexed: 12/17/2022]
Abstract
BACKGROUND The most common abnormal spirometric pattern reported in WTC worker and volunteer cohorts has consistently been that of a nonobstructive reduced forced vital capacity (low FVC). Low FVC is associated with obesity, which is highly prevalent in these cohorts. We used quantitative CT (QCT) to investigate proximal and distal airway inflammation and emphysema in participants with stable low FVC pattern. METHODS We selected study participants with at least two available longitudinal surveillance spirometries, and a chest CT with QCT measurements of proximal airway inflammation (wall area percent, WAP), end-expiratory air trapping, suggestive of distal airway obstruction (expiratory to inspiratory mean lung attenuation ratio, MLAEI), and emphysema (percentage of lung volume with attenuation below - 950 HU, LAV%). The comparison groups in multinomial logistic regression models were participants with consistently normal spirometries, and participants with stable fixed obstruction (COPD). RESULTS Compared to normal spirometry participants, and after adjusting for age, sex, race/ethnicity, BMI, smoking, and early arrival at the WTC disaster site, low FVC participants had higher WAP (ORadj 1.24, 95% CI 1.06, 1.45, per 5% unit), suggestive of proximal airway inflammation, but did not differ in MLAEI, or LAV%. COPD participants did not differ in WAP with the low FVC ones and were more likely to have higher MLAEI or LAV% than the other two subgroups. DISCUSSION WTC workers with spirometric low FVC have higher QCT-measured WAP compared to those with normal spirometries, but did not differ in distal airway and emphysema measurements, independently of obesity, smoking, and other covariates.
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Affiliation(s)
- Jonathan Weber
- Department of Research and Education, Saint Francis Hospital, Roslyn, NY, USA
| | - Anthony P Reeves
- School of Electrical and Computer Engineering, Cornell University, Ithaca, NY, USA
| | - John T Doucette
- Department of Environmental Medicine and Public Health, Icahn School of Medicine At Mount Sinai, New York, NY, USA
| | - Yunho Jeon
- Department of Environmental Medicine and Public Health, Icahn School of Medicine At Mount Sinai, New York, NY, USA
| | - Akshay Sood
- Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, NM, USA
| | | | - Juan C Celedón
- Division of Pediatric Pulmonary Medicine, UPMC Children's Hospital of Pittsburgh, University of Pittsburgh, Pittsburgh, PA, USA
| | - Rafael E de la Hoz
- Department of Environmental Medicine and Public Health, Icahn School of Medicine At Mount Sinai, New York, NY, USA. .,Department of Medicine, Icahn School of Medicine At Mount Sinai, New York, NY, USA. .,Division of Occupational Medicine, Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, WTC HP CCE Box 1059, New York, NY, 10029, USA.
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