Cargando…

4088 Longitudinal Assessment of Metabolic Syndrome as a Modifiable Risk factor of World Trade Center Particulate Matter Exposure Associated Lung Disease

OBJECTIVES/GOALS: Metabolic syndrome (MetSyn) is a risk for World Trade Center-Lung Injury (WTC-LI; defined as developing FEV(1)<lower limit of normal [LLN]). Metabolic health is a modifiable disease risk factor. We propose to characterize how time-dependent covariates of MetSyn are longitudinall...

Descripción completa

Detalles Bibliográficos
Autores principales: Kwon, Sophia, Lee, Myeonggyun, Schwartz, Theresa, Zeig-Owens, Rachel, Prezant, David, Liu, Mengling, Nolan, Anna
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cambridge University Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8823475/
http://dx.doi.org/10.1017/cts.2020.180
_version_ 1784646809222643712
author Kwon, Sophia
Lee, Myeonggyun
Schwartz, Theresa
Zeig-Owens, Rachel
Prezant, David
Liu, Mengling
Nolan, Anna
author_facet Kwon, Sophia
Lee, Myeonggyun
Schwartz, Theresa
Zeig-Owens, Rachel
Prezant, David
Liu, Mengling
Nolan, Anna
author_sort Kwon, Sophia
collection PubMed
description OBJECTIVES/GOALS: Metabolic syndrome (MetSyn) is a risk for World Trade Center-Lung Injury (WTC-LI; defined as developing FEV(1)<lower limit of normal [LLN]). Metabolic health is a modifiable disease risk factor. We propose to characterize how time-dependent covariates of MetSyn are longitudinally associated with WTC-LI. METHODS/STUDY POPULATION: WTC-particulate exposed firefighters, consented, with pre-9/11 FEV(1) LLN (N = 5,746). Data assessed from last pre-9/11 till August 1, 2017. Longitudinal MetSyn characteristics were assessed using 3 models: i. A linear mixed effect model to assess the effect size of longitudinal MetSyn and its components on longitudinal FEV(1)% predicted as an outcome; ii. a time-dependent Cox regression to assess the associations of MetSyn to time of onset of WTC-LI; iii. a novel, partially linear single index regression model with repeatedly measured MetSyn to assess their joint effects and delineate their relative contribution on the longitudinal lung function in the WTC-FDNY cohort. RESULTS/ANTICIPATED RESULTS: In Model I, BMI 30 kg/m(2) had the largest effect size compared to ever-smoking, with −2.524 (95%CI: −2.708,−2.340) compared to −1.681(−2.325,−1.038) respectively. Having MetSyn, defined as 3/5 risk factors, had an effect size of −2.319(−2.526,−2.112). In Model II, hazards of triglycerides 150mg/dL were highest at 1.497(1.336, 1.677), followed by BMI 30 kg/m(2) at 1.406(1.256, 1.575), and HDL<40mg/dL 1.355(1.176-1.561), compared to ever-smoking (1.201, p = 0.002). Having high exposure to PM by being present in the morning of 9/11 was a significant covariate only in Model II investigating HDL<40mg/dL or triglycerides 150mg/dL. Model III The proposed methods will be applied to our cohort study. DISCUSSION/SIGNIFICANCE OF IMPACT: MetSyn is both a predictor and concurrent marker of WTC-LI. The single index model can not only reduce dimensionality of the covariates, but also provides efficient estimates of the joint MetSyn effects, allowing linear or nonlinear effects. Future studies will investigate dietary intervention as a potential disease-modifying factor. CONFLICT OF INTEREST DESCRIPTION: NA, nothing to disclose.
format Online
Article
Text
id pubmed-8823475
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Cambridge University Press
record_format MEDLINE/PubMed
spelling pubmed-88234752022-02-18 4088 Longitudinal Assessment of Metabolic Syndrome as a Modifiable Risk factor of World Trade Center Particulate Matter Exposure Associated Lung Disease Kwon, Sophia Lee, Myeonggyun Schwartz, Theresa Zeig-Owens, Rachel Prezant, David Liu, Mengling Nolan, Anna J Clin Transl Sci Data Science/Biostatistics/Informatics OBJECTIVES/GOALS: Metabolic syndrome (MetSyn) is a risk for World Trade Center-Lung Injury (WTC-LI; defined as developing FEV(1)<lower limit of normal [LLN]). Metabolic health is a modifiable disease risk factor. We propose to characterize how time-dependent covariates of MetSyn are longitudinally associated with WTC-LI. METHODS/STUDY POPULATION: WTC-particulate exposed firefighters, consented, with pre-9/11 FEV(1) LLN (N = 5,746). Data assessed from last pre-9/11 till August 1, 2017. Longitudinal MetSyn characteristics were assessed using 3 models: i. A linear mixed effect model to assess the effect size of longitudinal MetSyn and its components on longitudinal FEV(1)% predicted as an outcome; ii. a time-dependent Cox regression to assess the associations of MetSyn to time of onset of WTC-LI; iii. a novel, partially linear single index regression model with repeatedly measured MetSyn to assess their joint effects and delineate their relative contribution on the longitudinal lung function in the WTC-FDNY cohort. RESULTS/ANTICIPATED RESULTS: In Model I, BMI 30 kg/m(2) had the largest effect size compared to ever-smoking, with −2.524 (95%CI: −2.708,−2.340) compared to −1.681(−2.325,−1.038) respectively. Having MetSyn, defined as 3/5 risk factors, had an effect size of −2.319(−2.526,−2.112). In Model II, hazards of triglycerides 150mg/dL were highest at 1.497(1.336, 1.677), followed by BMI 30 kg/m(2) at 1.406(1.256, 1.575), and HDL<40mg/dL 1.355(1.176-1.561), compared to ever-smoking (1.201, p = 0.002). Having high exposure to PM by being present in the morning of 9/11 was a significant covariate only in Model II investigating HDL<40mg/dL or triglycerides 150mg/dL. Model III The proposed methods will be applied to our cohort study. DISCUSSION/SIGNIFICANCE OF IMPACT: MetSyn is both a predictor and concurrent marker of WTC-LI. The single index model can not only reduce dimensionality of the covariates, but also provides efficient estimates of the joint MetSyn effects, allowing linear or nonlinear effects. Future studies will investigate dietary intervention as a potential disease-modifying factor. CONFLICT OF INTEREST DESCRIPTION: NA, nothing to disclose. Cambridge University Press 2020-07-29 /pmc/articles/PMC8823475/ http://dx.doi.org/10.1017/cts.2020.180 Text en © The Association for Clinical and Translational Science 2020 https://creativecommons.org/licenses/by/4.0/This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted re-use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Data Science/Biostatistics/Informatics
Kwon, Sophia
Lee, Myeonggyun
Schwartz, Theresa
Zeig-Owens, Rachel
Prezant, David
Liu, Mengling
Nolan, Anna
4088 Longitudinal Assessment of Metabolic Syndrome as a Modifiable Risk factor of World Trade Center Particulate Matter Exposure Associated Lung Disease
title 4088 Longitudinal Assessment of Metabolic Syndrome as a Modifiable Risk factor of World Trade Center Particulate Matter Exposure Associated Lung Disease
title_full 4088 Longitudinal Assessment of Metabolic Syndrome as a Modifiable Risk factor of World Trade Center Particulate Matter Exposure Associated Lung Disease
title_fullStr 4088 Longitudinal Assessment of Metabolic Syndrome as a Modifiable Risk factor of World Trade Center Particulate Matter Exposure Associated Lung Disease
title_full_unstemmed 4088 Longitudinal Assessment of Metabolic Syndrome as a Modifiable Risk factor of World Trade Center Particulate Matter Exposure Associated Lung Disease
title_short 4088 Longitudinal Assessment of Metabolic Syndrome as a Modifiable Risk factor of World Trade Center Particulate Matter Exposure Associated Lung Disease
title_sort 4088 longitudinal assessment of metabolic syndrome as a modifiable risk factor of world trade center particulate matter exposure associated lung disease
topic Data Science/Biostatistics/Informatics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8823475/
http://dx.doi.org/10.1017/cts.2020.180
work_keys_str_mv AT kwonsophia 4088longitudinalassessmentofmetabolicsyndromeasamodifiableriskfactorofworldtradecenterparticulatematterexposureassociatedlungdisease
AT leemyeonggyun 4088longitudinalassessmentofmetabolicsyndromeasamodifiableriskfactorofworldtradecenterparticulatematterexposureassociatedlungdisease
AT schwartztheresa 4088longitudinalassessmentofmetabolicsyndromeasamodifiableriskfactorofworldtradecenterparticulatematterexposureassociatedlungdisease
AT zeigowensrachel 4088longitudinalassessmentofmetabolicsyndromeasamodifiableriskfactorofworldtradecenterparticulatematterexposureassociatedlungdisease
AT prezantdavid 4088longitudinalassessmentofmetabolicsyndromeasamodifiableriskfactorofworldtradecenterparticulatematterexposureassociatedlungdisease
AT liumengling 4088longitudinalassessmentofmetabolicsyndromeasamodifiableriskfactorofworldtradecenterparticulatematterexposureassociatedlungdisease
AT nolananna 4088longitudinalassessmentofmetabolicsyndromeasamodifiableriskfactorofworldtradecenterparticulatematterexposureassociatedlungdisease