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The Association of Ambient Air Pollution and Physical Inactivity in the United States

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  • Jennifer D Roberts
  • Jameson D Voss
  • Brandon Knight

Abstract

Background: Physical inactivity, ambient air pollution and obesity are modifiable risk factors for non-communicable diseases, with the first accounting for 10% of premature deaths worldwide. Although community level interventions may target each simultaneously, research on the relationship between these risk factors is lacking. Objectives: After comparing spatial interpolation methods to determine the best predictor for particulate matter (PM2.5; PM10) and ozone (O3) exposures throughout the U.S., we evaluated the cross-sectional association of ambient air pollution with leisure-time physical inactivity among adults. Methods: In this cross-sectional study, we assessed leisure-time physical inactivity using individual self-reported survey data from the Centers for Disease Control and Prevention's 2011 Behavioral Risk Factor Surveillance System. These data were combined with county-level U.S. Environmental Protection Agency air pollution exposure estimates using two interpolation methods (Inverse Distance Weighting and Empirical Bayesian Kriging). Finally, we evaluated whether those exposed to higher levels of air pollution were less active by performing logistic regression, adjusting for demographic and behavioral risk factors, and after stratifying by body weight category. Results: With Empirical Bayesian Kriging air pollution values, we estimated a statistically significant 16–35% relative increase in the odds of leisure-time physical inactivity per exposure class increase of PM2.5 in the fully adjusted model across the normal weight respondents (p-value

Suggested Citation

  • Jennifer D Roberts & Jameson D Voss & Brandon Knight, 2014. "The Association of Ambient Air Pollution and Physical Inactivity in the United States," PLOS ONE, Public Library of Science, vol. 9(3), pages 1-10, March.
  • Handle: RePEc:plo:pone00:0090143
    DOI: 10.1371/journal.pone.0090143
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    1. Laffan, Kate, 2018. "Every breath you take, every move you make: Visits to the outdoors and physical activity help to explain the relationship between air pollution and subjective wellbeing," Ecological Economics, Elsevier, vol. 147(C), pages 96-113.
    2. Chayut Pinichka & Kanitta Bundhamcharoen & Kenji Shibuya, 2016. "Diseases Burden of Chronic Obstructive Pulmonary Disease (COPD) Attributable to Ground-Level Ozone in Thailand: Estimates Based on Surface Monitoring Measurements Data," Global Journal of Health Science, Canadian Center of Science and Education, vol. 8(1), pages 1-1, January.
    3. Hongjun Yu & Jiali Cheng & Shelby Paige Gordon & Ruopeng An & Miao Yu & Xiaodan Chen & Qingli Yue & Jun Qiu, 2018. "Impact of Air Pollution on Sedentary Behavior: A Cohort Study of Freshmen at a University in Beijing, China," IJERPH, MDPI, vol. 15(12), pages 1-12, December.
    4. Christine L Gray & Lynne C Messer & Kristen M Rappazzo & Jyotsna S Jagai & Shannon C Grabich & Danelle T Lobdell, 2018. "The association between physical inactivity and obesity is modified by five domains of environmental quality in U.S. adults: A cross-sectional study," PLOS ONE, Public Library of Science, vol. 13(8), pages 1-14, August.
    5. Juliana de Melo Batista dos Santos & Roberta Foster & Anne-Charlotte Jonckheere & Marcelo Rossi & Luiz Antonio Luna Junior & Catherine Machado Katekaru & Matheus Cavalcante de Sá & Lucas Guimarães Pag, 2019. "Outdoor Endurance Training with Air Pollutant Exposure Versus Sedentary Lifestyle: A Comparison of Airway Immune Responses," IJERPH, MDPI, vol. 16(22), pages 1-18, November.
    6. George B. Cunningham & Pamela Wicker & Brian P. McCullough, 2020. "Pollution, Health, and the Moderating Role of Physical Activity Opportunities," IJERPH, MDPI, vol. 17(17), pages 1-15, August.
    7. Jia-Kun Chen & Charlene Wu & Ta-Chen Su, 2021. "Positive Association between Indoor Gaseous Air Pollution and Obesity: An Observational Study in 60 Households," IJERPH, MDPI, vol. 18(21), pages 1-13, October.
    8. Jones, Benjamin A., 2023. "Can invasive species lead to sedentary behavior? The time use and obesity impacts of a forest-attacking pest," Journal of Environmental Economics and Management, Elsevier, vol. 119(C).
    9. Djoumessi, Berenger Tiague, 2022. "Air Pollution, Avoidance Behavior and Labor Supply: Evidence from the United States," SocArXiv czpf4, Center for Open Science.
    10. Shuqiong Huang & Hao Xiang & Wenwen Yang & Zhongmin Zhu & Liqiao Tian & Shiquan Deng & Tianhao Zhang & Yuanan Lu & Feifei Liu & Xiangyu Li & Suyang Liu, 2020. "Short-Term Effect of Air Pollution on Tuberculosis Based on Kriged Data: A Time-Series Analysis," IJERPH, MDPI, vol. 17(5), pages 1-14, February.
    11. Michał Zacharko & Robert Cichowicz & Adam Depta & Paweł Chmura & Marek Konefał, 2022. "High Levels of PM10 Reduce the Physical Activity of Professional Soccer Players," IJERPH, MDPI, vol. 20(1), pages 1-9, December.
    12. Jingmei Dong & Su Zhang & Li Xia & Yi Yu & Shuangshuang Hu & Jingyu Sun & Ping Zhou & Peijie Chen, 2018. "Physical Activity, a Critical Exposure Factor of Environmental Pollution in Children and Adolescents Health Risk Assessment," IJERPH, MDPI, vol. 15(2), pages 1-16, January.
    13. Yeeun Shin & Suyeon Kim & Jinsil Park & Sang-Woo Lee & Kyungjin An, 2022. "Effectiveness of Particulate Matter Forecasting and Warning Systems within Urban Areas," Sustainability, MDPI, vol. 14(9), pages 1-18, April.
    14. Zhiming Yang & Qianhao Song & Jing Li & Yunquan Zhang, 2019. "Air Pollution as a Cause of Obesity: Micro-Level Evidence from Chinese Cities," IJERPH, MDPI, vol. 16(21), pages 1-16, November.
    15. Sang-Hyeok Lee & Jung Eun Kang, 2022. "Spatial Disparity of Visitors Changes during Particulate Matter Warning Using Big Data Focused on Seoul, Korea," IJERPH, MDPI, vol. 19(11), pages 1-16, May.
    16. Jiaojiao Lü & Leichao Liang & Yi Feng & Rena Li & Yu Liu, 2015. "Air Pollution Exposure and Physical Activity in China: Current Knowledge, Public Health Implications, and Future Research Needs," IJERPH, MDPI, vol. 12(11), pages 1-11, November.

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