Literature DB >> 22568640

Spatial-temporal modeling of the association between air pollution exposure and preterm birth: identifying critical windows of exposure.

Joshua Warren1, Montserrat Fuentes, Amy Herring, Peter Langlois.   

Abstract

Exposure to high levels of air pollution during the pregnancy is associated with increased probability of preterm birth (PTB), a major cause of infant morbidity and mortality. New statistical methodology is required to specifically determine when a particular pollutant impacts the PTB outcome, to determine the role of different pollutants, and to characterize the spatial variability in these results. We develop a new Bayesian spatial model for PTB which identifies susceptible windows throughout the pregnancy jointly for multiple pollutants (PM(2.5) , ozone) while allowing these windows to vary continuously across space and time. We geo-code vital record birth data from Texas (2002-2004) and link them with standard pollution monitoring data and a newly introduced EPA product of calibrated air pollution model output. We apply the fully spatial model to a region of 13 counties in eastern Texas consisting of highly urban as well as rural areas. Our results indicate significant signal in the first two trimesters of pregnancy with different pollutants leading to different critical windows. Introducing the spatial aspect uncovers critical windows previously unidentified when space is ignored. A proper inference procedure is introduced to correctly analyze these windows.
© 2012, The International Biometric Society.

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Year:  2012        PMID: 22568640      PMCID: PMC3422613          DOI: 10.1111/j.1541-0420.2012.01774.x

Source DB:  PubMed          Journal:  Biometrics        ISSN: 0006-341X            Impact factor:   2.571


  9 in total

1.  Spatial misalignment in time series studies of air pollution and health data.

Authors:  Roger D Peng; Michelle L Bell
Journal:  Biostatistics       Date:  2010-04-14       Impact factor: 5.899

2.  Ambient air pollution and preterm birth in the environment and pregnancy outcomes study at the University of California, Los Angeles.

Authors:  Beate Ritz; Michelle Wilhelm; Katherine J Hoggatt; Jo Kay C Ghosh
Journal:  Am J Epidemiol       Date:  2007-08-04       Impact factor: 4.897

3.  Model evaluation and spatial interpolation by Bayesian combination of observations with outputs from numerical models.

Authors:  Montserrat Fuentes; Adrian E Raftery
Journal:  Biometrics       Date:  2005-03       Impact factor: 2.571

4.  Combining MCMC with 'sequential' PKPD modelling.

Authors:  David Lunn; Nicky Best; David Spiegelhalter; Gordon Graham; Beat Neuenschwander
Journal:  J Pharmacokinet Pharmacodyn       Date:  2009-01-09       Impact factor: 2.745

5.  Residential mobility during pregnancy and the potential for ambient air pollution exposure misclassification.

Authors:  Lei Chen; Erin M Bell; Alissa R Caton; Charlotte M Druschel; Shao Lin
Journal:  Environ Res       Date:  2009-12-06       Impact factor: 6.498

6.  Statistical issues in health impact assessment at the state and local levels.

Authors:  Montserrat Fuentes
Journal:  Air Qual Atmos Health       Date:  2009-03-01       Impact factor: 3.763

Review 7.  Ambient air pollution and pregnancy outcomes: a review of the literature.

Authors:  Radim J Srám; Blanka Binková; Jan Dejmek; Martin Bobak
Journal:  Environ Health Perspect       Date:  2005-04       Impact factor: 9.031

8.  Exposures to air pollutants during pregnancy and preterm delivery.

Authors:  Jong-Han Leem; Brian M Kaplan; Youn K Shim; Hana R Pohl; Carol A Gotway; Stevan M Bullard; J Felix Rogers; Melissa M Smith; Carolyn A Tylenda
Journal:  Environ Health Perspect       Date:  2006-06       Impact factor: 9.031

9.  Outdoor air pollution, low birth weight, and prematurity.

Authors:  M Bobak
Journal:  Environ Health Perspect       Date:  2000-02       Impact factor: 9.031

  9 in total
  34 in total

1.  A spatially varying distributed lag model with application to an air pollution and term low birth weight study.

Authors:  Joshua L Warren; Thomas J Luben; Howard H Chang
Journal:  J R Stat Soc Ser C Appl Stat       Date:  2020-03-30       Impact factor: 1.864

2.  Prenatal Particulate Air Pollution and Asthma Onset in Urban Children. Identifying Sensitive Windows and Sex Differences.

Authors:  Hsiao-Hsien Leon Hsu; Yueh-Hsiu Mathilda Chiu; Brent A Coull; Itai Kloog; Joel Schwartz; Alison Lee; Robert O Wright; Rosalind J Wright
Journal:  Am J Respir Crit Care Med       Date:  2015-11-01       Impact factor: 21.405

3.  Assessment of critical exposure and outcome windows in time-to-event analysis with application to air pollution and preterm birth study.

Authors:  Howard H Chang; Joshua L Warren; Lnydsey A Darrow; Brian J Reich; Lance A Waller
Journal:  Biostatistics       Date:  2015-01-07       Impact factor: 5.899

4.  Potential for Bias When Estimating Critical Windows for Air Pollution in Children's Health.

Authors:  Ander Wilson; Yueh-Hsiu Mathilda Chiu; Hsiao-Hsien Leon Hsu; Robert O Wright; Rosalind J Wright; Brent A Coull
Journal:  Am J Epidemiol       Date:  2017-12-01       Impact factor: 4.897

Review 5.  Environmental mixtures and children's health: identifying appropriate statistical approaches.

Authors:  Eva Tanner; Alison Lee; Elena Colicino
Journal:  Curr Opin Pediatr       Date:  2020-04       Impact factor: 2.856

6.  Bayesian distributed lag interaction models to identify perinatal windows of vulnerability in children's health.

Authors:  Ander Wilson; Yueh-Hsiu Mathilda Chiu; Hsiao-Hsien Leon Hsu; Robert O Wright; Rosalind J Wright; Brent A Coull
Journal:  Biostatistics       Date:  2017-07-01       Impact factor: 5.899

7.  Bayesian multinomial probit modeling of daily windows of susceptibility for maternal PM2.5 exposure and congenital heart defects.

Authors:  Joshua L Warren; Jeanette A Stingone; Amy H Herring; Thomas J Luben; Montserrat Fuentes; Arthur S Aylsworth; Peter H Langlois; Lorenzo D Botto; Adolfo Correa; Andrew F Olshan
Journal:  Stat Med       Date:  2016-02-07       Impact factor: 2.373

8.  Maternal exposure to fine particulate pollution during narrow gestational periods and newborn health in Harris County, Texas.

Authors:  Elaine Symanski; Marivel Davila; Michelle Karpman McHugh; Dorothy Kim Waller; Xuan Zhang; Dejian Lai
Journal:  Matern Child Health J       Date:  2014-10

Review 9.  Current Methods and Challenges for Epidemiological Studies of the Associations Between Chemical Constituents of Particulate Matter and Health.

Authors:  Jenna R Krall; Howard H Chang; Stefanie Ebelt Sarnat; Roger D Peng; Lance A Waller
Journal:  Curr Environ Health Rep       Date:  2015-12

10.  Bayesian Spatial-temporal Model for Cardiac Congenital Anomalies and Ambient Air Pollution Risk Assessment.

Authors:  Joshua Warren; Montserrat Fuentes; Amy Herring; Peter Langlois
Journal:  Environmetrics       Date:  2012-10-11       Impact factor: 1.900

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