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Published in: Population and Environment 1/2024

01-03-2024 | Original Paper

Environmental correlates of mortality: How does air pollution contribute to geographic disparities in cardiovascular disease mortality?

Author: Yue Sun

Published in: Population and Environment | Issue 1/2024

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Abstract

Cardiovascular disease (CVD) is the leading cause of death in the United States, but CVD mortality rates vary substantially across U.S. counties. Recent explanations about geographic disparities in CVD mortality focus mainly on differences in demographic composition, socioeconomic conditions, health care access, and health behaviors. It is unclear what role air pollution plays in explaining geographic disparities in CVD mortality. In this study, I examine the associations between air pollution and county-level CVD mortality for the years 2016 to 2018 and how these associations vary across rural and urban counties. To answer these questions, I merge county-level data from multiple sources and apply spatial models. I find that higher concentrations of fine particulate matter (PM 2.5) are associated with higher CVD mortality rates, net of important county-level confounders such as socioeconomic and racial/ethnic composition. Moreover, PM 2.5 concentration is more strongly associated with CVD mortality in rural than in urban areas. These findings reveal the importance of air quality for reducing the CVD burden in the United States. Reducing PM 2.5 concentration could not only reduce geographic disparities in CVD deaths but could also reduce the rural mortality penalty.

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Appendix
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Literature
go back to reference Anselin, L., & Bera, A. K. (1998). Spatial dependence in linear regression models with an introduction to spatial econornetrics. In A. Ullah & D. E. A. Giles (Eds.), Handbook of Applied Economic Statistics (pp. 237–289). Marcel Dekker. Anselin, L., & Bera, A. K. (1998). Spatial dependence in linear regression models with an introduction to spatial econornetrics. In A. Ullah & D. E. A. Giles (Eds.), Handbook of Applied Economic Statistics (pp. 237–289). Marcel Dekker.
go back to reference Azimi, P., & Stephens, B. (2020). A framework for estimating the US mortality burden of fine particulate matter exposure attributable to indoor and outdoor microenvironments. Journal of Exposure Science & Environmental Epidemiology, 30(2), 2. https://doi.org/10.1038/s41370-018-0103-4 Azimi, P., & Stephens, B. (2020). A framework for estimating the US mortality burden of fine particulate matter exposure attributable to indoor and outdoor microenvironments. Journal of Exposure Science & Environmental Epidemiology, 30(2), 2. https://​doi.​org/​10.​1038/​s41370-018-0103-4
go back to reference Basith, S., Manavalan, B., Shin, T. H., Park, C. B., Lee, W. -S., Kim, J., & Lee, G. (2022). The impact of fine particulate matter 2.5 on the cardiovascular system: A review of the invisible killer. Nanomaterials, 12(15), 15. https://doi.org/10.3390/nano12152656 Basith, S., Manavalan, B., Shin, T. H., Park, C. B., Lee, W. -S., Kim, J., & Lee, G. (2022). The impact of fine particulate matter 2.5 on the cardiovascular system: A review of the invisible killer. Nanomaterials, 12(15), 15. https://​doi.​org/​10.​3390/​nano12152656
go back to reference Brook, R. D., Rajagopalan, S., Pope, C. A., Brook, J. R., Bhatnagar, A., Diez-Roux, A. V., Holguin, F., Hong, Y., Luepker, R. V., Mittleman, M. A., Peters, A., Siscovick, D., Smith, S. C., Whitsel, L., & Kaufman, J. D. (2010). Particulate matter air pollution and cardiovascular disease. Circulation, 121(21), 2331–2378. https://doi.org/10.1161/CIR.0b013e3181dbece1CrossRef Brook, R. D., Rajagopalan, S., Pope, C. A., Brook, J. R., Bhatnagar, A., Diez-Roux, A. V., Holguin, F., Hong, Y., Luepker, R. V., Mittleman, M. A., Peters, A., Siscovick, D., Smith, S. C., Whitsel, L., & Kaufman, J. D. (2010). Particulate matter air pollution and cardiovascular disease. Circulation, 121(21), 2331–2378. https://​doi.​org/​10.​1161/​CIR.​0b013e3181dbece1​CrossRef
go back to reference Bullard, R. D. (2000). Dumping in dixie: Race, class, and environmental quality (3rd ed.). Westview Press. Bullard, R. D. (2000). Dumping in dixie: Race, class, and environmental quality (3rd ed.). Westview Press.
go back to reference Cohen, A. J., Brauer, M., Burnett, R., Anderson, H. R., Frostad, J., Estep, K., Balakrishnan, K., Brunekreef, B., Dandona, L., Dandona, R., Feigin, V., Freedman, G., Hubbell, B., Jobling, A., Kan, H., Knibbs, L., Liu, Y., Martin, R., Morawska, L., … Forouzanfar, M. H. (2017). Estimates and 25-year trends of the global burden of disease attributable to ambient air pollution: An analysis of data from the global burden of diseases study 2015. The Lancet, 389(10082), 1907–1918. https://doi.org/10.1016/S0140-6736(17)30505-6 Cohen, A. J., Brauer, M., Burnett, R., Anderson, H. R., Frostad, J., Estep, K., Balakrishnan, K., Brunekreef, B., Dandona, L., Dandona, R., Feigin, V., Freedman, G., Hubbell, B., Jobling, A., Kan, H., Knibbs, L., Liu, Y., Martin, R., Morawska, L., … Forouzanfar, M. H. (2017). Estimates and 25-year trends of the global burden of disease attributable to ambient air pollution: An analysis of data from the global burden of diseases study 2015. The Lancet, 389(10082), 1907–1918. https://​doi.​org/​10.​1016/​S0140-6736(17)30505-6
go back to reference Coleman, N. C., Burnett, R. T., Higbee, J. D., Lefler, J. S., Merrill, R. M., Ezzati, M., Marshall, J. D., Kim, S.-Y., Bechle, M., Robinson, A. L., & Pope, C. A. (2020). Cancer mortality risk, fine particulate air pollution, and smoking in a large, representative cohort of US adults. Cancer Causes & Control, 31, 767–776. https://doi.org/10.1007/s10552-020-01317-wCrossRef Coleman, N. C., Burnett, R. T., Higbee, J. D., Lefler, J. S., Merrill, R. M., Ezzati, M., Marshall, J. D., Kim, S.-Y., Bechle, M., Robinson, A. L., & Pope, C. A. (2020). Cancer mortality risk, fine particulate air pollution, and smoking in a large, representative cohort of US adults. Cancer Causes & Control, 31, 767–776. https://​doi.​org/​10.​1007/​s10552-020-01317-wCrossRef
go back to reference Cutler, D., Deaton, A., & Lleras-Muney, A. (2006). The Determinants of mortality. Journal of Economic Perspectives, 20(3), 97–120.CrossRef Cutler, D., Deaton, A., & Lleras-Muney, A. (2006). The Determinants of mortality. Journal of Economic Perspectives, 20(3), 97–120.CrossRef
go back to reference Dong, W., Motairek, I., Nasir, K., Chen, Z., Kim, U., Khalifa, Y., Freedman, D., Griggs, S., Rajagopalan, S., & Al-Kindi, S. G. (2023). Risk factors and geographic disparities in premature cardiovascular mortality in US Counties: A machine learning approach. Scientific Reports, 13(1), 1. https://doi.org/10.1038/s41598-023-30188-9 Dong, W., Motairek, I., Nasir, K., Chen, Z., Kim, U., Khalifa, Y., Freedman, D., Griggs, S., Rajagopalan, S., & Al-Kindi, S. G. (2023). Risk factors and geographic disparities in premature cardiovascular mortality in US Counties: A machine learning approach. Scientific Reports, 13(1), 1. https://​doi.​org/​10.​1038/​s41598-023-30188-9
go back to reference Dwyer-Lindgren, L., Bertozzi-Villa, A., Stubbs, R. W., Morozoff, C., Kutz, M. J., Huynh, C., Barber, R. M., Shackelford, K. A., Mackenbach, J. P., van Lenthe, F. J., Flaxman, A. D., Naghavi, M., Mokdad, A. H., & Murray, C. J. L. (2016). US county-level trends in mortality rates for major causes of death, 1980–2014. JAMA, 316(22), 2385–2401. https://doi.org/10.1001/jama.2016.13645CrossRef Dwyer-Lindgren, L., Bertozzi-Villa, A., Stubbs, R. W., Morozoff, C., Kutz, M. J., Huynh, C., Barber, R. M., Shackelford, K. A., Mackenbach, J. P., van Lenthe, F. J., Flaxman, A. D., Naghavi, M., Mokdad, A. H., & Murray, C. J. L. (2016). US county-level trends in mortality rates for major causes of death, 1980–2014. JAMA, 316(22), 2385–2401. https://​doi.​org/​10.​1001/​jama.​2016.​13645CrossRef
go back to reference Elo, I. T., Hendi, A. S., Ho, J. Y., Vierboom, Y. C., & Preston, S. H. (2019). Trends in non-hispanic white mortality in the United States by metropolitan-nonmetropolitan status and region, 1990–2016. Population and Development Review, 45(3), 549–583. https://doi.org/10.1111/padr.12249CrossRef Elo, I. T., Hendi, A. S., Ho, J. Y., Vierboom, Y. C., & Preston, S. H. (2019). Trends in non-hispanic white mortality in the United States by metropolitan-nonmetropolitan status and region, 1990–2016. Population and Development Review, 45(3), 549–583. https://​doi.​org/​10.​1111/​padr.​12249CrossRef
go back to reference Gaglioti, A. H., Xu, J., Rollins, L., Baltrus, P., O’Connell, L. K., Cooper, D. L., Hopkins, J., Botchwey, N. D., & Akintobi, T. H. (2018). Neighborhood environmental health and premature death from cardiovascular disease. Preventing Chronic Disease, 15, 170220. https://doi.org/10.5888/pcd15.170220CrossRef Gaglioti, A. H., Xu, J., Rollins, L., Baltrus, P., O’Connell, L. K., Cooper, D. L., Hopkins, J., Botchwey, N. D., & Akintobi, T. H. (2018). Neighborhood environmental health and premature death from cardiovascular disease. Preventing Chronic Disease, 15, 170220. https://​doi.​org/​10.​5888/​pcd15.​170220CrossRef
go back to reference Garcia, C. A., Yap, P. -S., Park, H.-Y., & Weller, B. L. (2016). Association of long-term PM2.5 exposure with mortality using different air pollution exposure models: Impacts in rural and urban California. International Journal of Environmental Health Research, 26(2), 145–157. https://doi.org/10.1080/09603123.2015.1061113 Garcia, C. A., Yap, P. -S., Park, H.-Y., & Weller, B. L. (2016). Association of long-term PM2.5 exposure with mortality using different air pollution exposure models: Impacts in rural and urban California. International Journal of Environmental Health Research, 26(2), 145–157. https://​doi.​org/​10.​1080/​09603123.​2015.​1061113
go back to reference Hayes, R. B., Lim, C., Zhang, Y., Cromar, K., Shao, Y., Reynolds, H. R., Silverman, D. T., Jones, R. R., Park, Y., Jerrett, M., Ahn, J., & Thurston, G. D. (2020). PM2.5 air pollution and cause-specific cardiovascular disease mortality. International Journal of Epidemiology, 49(1), 25–35. https://doi.org/10.1093/ije/dyz114 Hayes, R. B., Lim, C., Zhang, Y., Cromar, K., Shao, Y., Reynolds, H. R., Silverman, D. T., Jones, R. R., Park, Y., Jerrett, M., Ahn, J., & Thurston, G. D. (2020). PM2.5 air pollution and cause-specific cardiovascular disease mortality. International Journal of Epidemiology, 49(1), 25–35. https://​doi.​org/​10.​1093/​ije/​dyz114
go back to reference Irwin, M. D. (2007). Territories of inequality: An essay on the measurement and analysis of inequality in grounded place settings. In L. M. Lobao, G. Hooks, & A. R. Tickamyer (Eds.), The Sociology of Spatial Inequality (pp. 85–109). State University of New York Press. Irwin, M. D. (2007). Territories of inequality: An essay on the measurement and analysis of inequality in grounded place settings. In L. M. Lobao, G. Hooks, & A. R. Tickamyer (Eds.), The Sociology of Spatial Inequality (pp. 85–109). State University of New York Press.
go back to reference Kim, S. -Y., Bechle, M., Hankey, S., Sheppard, L., Szpiro, A. A., & Marshall, J. D. (2020). Concentrations of criteria pollutants in the contiguous U.S., 1979 – 2015: Role of prediction model parsimony in integrated empirical geographic regression. PLoS One, 15(2), e0228535. https://doi.org/10.1371/journal.pone.0228535 Kim, S. -Y., Bechle, M., Hankey, S., Sheppard, L., Szpiro, A. A., & Marshall, J. D. (2020). Concentrations of criteria pollutants in the contiguous U.S., 1979 – 2015: Role of prediction model parsimony in integrated empirical geographic regression. PLoS One, 15(2), e0228535. https://​doi.​org/​10.​1371/​journal.​pone.​0228535
go back to reference Lobao, L. M., & Hooks, G. (2007). Advancing the sociology of spatial inequality: Spaces, places, and the subnational scale. In L. M. Lobao, G. Hooks, & A. R. Tickamyer (Eds.), The Sociology of Spatial Inequality (pp. 29–61). State University of New York Press.CrossRef Lobao, L. M., & Hooks, G. (2007). Advancing the sociology of spatial inequality: Spaces, places, and the subnational scale. In L. M. Lobao, G. Hooks, & A. R. Tickamyer (Eds.), The Sociology of Spatial Inequality (pp. 29–61). State University of New York Press.CrossRef
go back to reference Meneguzzi, A., Fava, C., Castelli, M., & Minuz, P. (2021). Exposure to Perfluoroalkyl chemicals and cardiovascular disease: experimental and epidemiological evidence. Frontiers in Endocrinology, 12, 706352.CrossRef Meneguzzi, A., Fava, C., Castelli, M., & Minuz, P. (2021). Exposure to Perfluoroalkyl chemicals and cardiovascular disease: experimental and epidemiological evidence. Frontiers in Endocrinology, 12, 706352.CrossRef
go back to reference Murray, C. J. L., Aravkin, A. Y., Zheng, P., Abbafati, C., Abbas, K. M., Abbasi-Kangevari, M., Abd-Allah, F., Abdelalim, A., Abdollahi, M., Abdollahpour, I., Abegaz, K. H., Abolhassani, H., Aboyans, V., Abreu, L. G., Abrigo, M. R. M., Abualhasan, A., Abu-Raddad, L. J., Abushouk, A. I., Adabi, M., … Lim, S. S. (2020). Global burden of 87 risk factors in 204 countries and territories, 1990–2019: A systematic analysis for the global burden of disease study 2019. The Lancet, 396(10258), 1223–1249. https://doi.org/10.1016/S0140-6736(20)30752-2 Murray, C. J. L., Aravkin, A. Y., Zheng, P., Abbafati, C., Abbas, K. M., Abbasi-Kangevari, M., Abd-Allah, F., Abdelalim, A., Abdollahi, M., Abdollahpour, I., Abegaz, K. H., Abolhassani, H., Aboyans, V., Abreu, L. G., Abrigo, M. R. M., Abualhasan, A., Abu-Raddad, L. J., Abushouk, A. I., Adabi, M., … Lim, S. S. (2020). Global burden of 87 risk factors in 204 countries and territories, 1990–2019: A systematic analysis for the global burden of disease study 2019. The Lancet, 396(10258), 1223–1249. https://​doi.​org/​10.​1016/​S0140-6736(20)30752-2
go back to reference Onofrei, M., Vatamanu, A. F., & Cigu, E. (2022). The relationship between economic growth and CO2 emissions in EU countries: A cointegration analysis. Frontiers in Environmental Science, 10, 934885.CrossRef Onofrei, M., Vatamanu, A. F., & Cigu, E. (2022). The relationship between economic growth and CO2 emissions in EU countries: A cointegration analysis. Frontiers in Environmental Science, 10, 934885.CrossRef
go back to reference Patel, S. A., Ali, M. K., Narayan, K. M. V., & Mehta, N. K. (2016). County-level variation in cardiovascular disease mortality in the United States in 2009–2013: Comparative assessment of contributing factors. American Journal of Epidemiology, 184(12), 933–942. https://doi.org/10.1093/aje/kww081CrossRef Patel, S. A., Ali, M. K., Narayan, K. M. V., & Mehta, N. K. (2016). County-level variation in cardiovascular disease mortality in the United States in 2009–2013: Comparative assessment of contributing factors. American Journal of Epidemiology, 184(12), 933–942. https://​doi.​org/​10.​1093/​aje/​kww081CrossRef
go back to reference Peterson, G. C. L., Hogrefe, C., Corrigan, A. E., Neas, L. M., Mathur, R., & Rappold, A. G. (2020). Impact of reductions in emissions from major source sectors on fine particulate matter-related cardiovascular mortality. Environmental Health Perspectives, 128(1), 017005. https://doi.org/10.1289/EHP5692CrossRef Peterson, G. C. L., Hogrefe, C., Corrigan, A. E., Neas, L. M., Mathur, R., & Rappold, A. G. (2020). Impact of reductions in emissions from major source sectors on fine particulate matter-related cardiovascular mortality. Environmental Health Perspectives, 128(1), 017005. https://​doi.​org/​10.​1289/​EHP5692CrossRef
go back to reference Rau, A., Abadi, A., Fiecas, M. B., Gwon, Y., Bell, J. E., & Berman, J. D. (2023). Nationwide assessment of ambient monthly fine particulate matter (PM2.5) and the associations with total, cardiovascular and respiratory mortality in the United States. Environmental Research: Health, 1, 025001. https://doi.org/10.1088/2752-5309/ac9b7e Rau, A., Abadi, A., Fiecas, M. B., Gwon, Y., Bell, J. E., & Berman, J. D. (2023). Nationwide assessment of ambient monthly fine particulate matter (PM2.5) and the associations with total, cardiovascular and respiratory mortality in the United States. Environmental Research: Health, 1, 025001. https://​doi.​org/​10.​1088/​2752-5309/​ac9b7e
go back to reference Roth, G. A., Dwyer-Lindgren, L., Bertozzi-Villa, A., Stubbs, R. W., Morozoff, C., Naghavi, M., Mokdad, A. H., & Murray, C. J. L. (2017). Trends and patterns of geographic variation in cardiovascular mortality among US counties, 1980–2014. JAMA, 317(19), 1976–1992. https://doi.org/10.1001/jama.2017.4150CrossRef Roth, G. A., Dwyer-Lindgren, L., Bertozzi-Villa, A., Stubbs, R. W., Morozoff, C., Naghavi, M., Mokdad, A. H., & Murray, C. J. L. (2017). Trends and patterns of geographic variation in cardiovascular mortality among US counties, 1980–2014. JAMA, 317(19), 1976–1992. https://​doi.​org/​10.​1001/​jama.​2017.​4150CrossRef
go back to reference Schulz, A. J., Omari, A., Ward, M., Mentz, G. B., Demajo, R., Sampson, N., Israel, B. A., Reyes, A. G., & Wilkins, D. (2020). Independent and joint contributions of economic, social and physical environmental characteristics to mortality in the detroit metropolitan area: A study of cumulative effects and pathways. Health & Place, 65, 102391. https://doi.org/10.1016/j.healthplace.2020.102391CrossRef Schulz, A. J., Omari, A., Ward, M., Mentz, G. B., Demajo, R., Sampson, N., Israel, B. A., Reyes, A. G., & Wilkins, D. (2020). Independent and joint contributions of economic, social and physical environmental characteristics to mortality in the detroit metropolitan area: A study of cumulative effects and pathways. Health & Place, 65, 102391. https://​doi.​org/​10.​1016/​j.​healthplace.​2020.​102391CrossRef
go back to reference Southerland, V. A., Brauer, M., Mohegh, A., Hammer, M. S., van Donkelaar, A., Martin, R. V., Apte, J. S., & Anenberg, S. C. (2022). Global urban temporal trends in fine particulate matter (PM2·5) and attributable health burdens: Estimates from global datasets. The Lancet Planetary Health, 6(2), e139–e146. https://doi.org/10.1016/S2542-5196(21)00350-8CrossRef Southerland, V. A., Brauer, M., Mohegh, A., Hammer, M. S., van Donkelaar, A., Martin, R. V., Apte, J. S., & Anenberg, S. C. (2022). Global urban temporal trends in fine particulate matter (PM2·5) and attributable health burdens: Estimates from global datasets. The Lancet Planetary Health, 6(2), e139–e146. https://​doi.​org/​10.​1016/​S2542-5196(21)00350-8CrossRef
go back to reference Strosnider, H., Kennedy, C., Monti, M., & Yip, F. (2017). Rural and urban differences in air quality, 2008–2012, and community drinking water quality, 2010–2015—United States. Morbidity and Mortality Weekly Report, 66(13), 1–10. https://doi.org/10.15585/mmwr.ss6613a1 Strosnider, H., Kennedy, C., Monti, M., & Yip, F. (2017). Rural and urban differences in air quality, 2008–2012, and community drinking water quality, 2010–2015—United States. Morbidity and Mortality Weekly Report, 66(13), 1–10. https://​doi.​org/​10.​15585/​mmwr.​ss6613a1
go back to reference Tessum, C. W., Paolella, D. A., Chambliss, S. E., Apte, J. S., Hill, J. D., & Marshall, J. D. (2021). PM2.5 Polluters disproportionately and systemically affect people of color in the United States. Science Advances, 7(18), eabf4491. https://doi.org/10.1126/sciadv.abf4491 Tessum, C. W., Paolella, D. A., Chambliss, S. E., Apte, J. S., Hill, J. D., & Marshall, J. D. (2021). PM2.5 Polluters disproportionately and systemically affect people of color in the United States. Science Advances, 7(18), eabf4491. https://​doi.​org/​10.​1126/​sciadv.​abf4491
go back to reference Vierboom, Y. C., Preston, S. H., & Hendi, A. S. (2019). Rising geographic inequality in mortality in the United States. SSM-Population Health, 9, 100478.CrossRef Vierboom, Y. C., Preston, S. H., & Hendi, A. S. (2019). Rising geographic inequality in mortality in the United States. SSM-Population Health, 9, 100478.CrossRef
go back to reference Wilmoth, J. R., Boe, C., & Barbieri, M. (2011). Geographic differences in life expectancy at age 50 in the United States compared with other high-income countries. In E. M. Crimmins, S. H. Preston, & B. Cohen (Eds.), International Differences in Mortality at Older Ages: Dimensions and Sources (pp. 333–366). The National Academies Press. Wilmoth, J. R., Boe, C., & Barbieri, M. (2011). Geographic differences in life expectancy at age 50 in the United States compared with other high-income countries. In E. M. Crimmins, S. H. Preston, & B. Cohen (Eds.), International Differences in Mortality at Older Ages: Dimensions and Sources (pp. 333–366). The National Academies Press.
go back to reference Yitshak-Sade, M., Lane, K. J., Fabian, M. P., Kloog, I., Hart, J. E., Davis, B., Fong, K. C., Schwartz, J. D., Laden, F., & Zanobetti, A. (2020). Race or racial segregation? Modification of the PM2.5 and cardiovascular mortality association. PLoS One, 15(7), e0236479. https://doi.org/10.1371/journal.pone.0236479 Yitshak-Sade, M., Lane, K. J., Fabian, M. P., Kloog, I., Hart, J. E., Davis, B., Fong, K. C., Schwartz, J. D., Laden, F., & Zanobetti, A. (2020). Race or racial segregation? Modification of the PM2.5 and cardiovascular mortality association. PLoS One, 15(7), e0236479. https://​doi.​org/​10.​1371/​journal.​pone.​0236479
Metadata
Title
Environmental correlates of mortality: How does air pollution contribute to geographic disparities in cardiovascular disease mortality?
Author
Yue Sun
Publication date
01-03-2024
Publisher
Springer Netherlands
Published in
Population and Environment / Issue 1/2024
Print ISSN: 0199-0039
Electronic ISSN: 1573-7810
DOI
https://doi.org/10.1007/s11111-023-00442-3

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