The COVID-19-wildfire smoke paradox: Reduced risk of all-cause mortality due to wildfire smoke in Colorado during the first year of the COVID-19 pandemic
In 2020, the American West faced two competing challenges: the COVID-19 pandemic and the worst wildfire season on record. Several studies have investigated the impact of wildfire smoke (WFS) on COVID-19 morbidity and mortality, but little is known about how these two public health challenges impact...
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description | In 2020, the American West faced two competing challenges: the COVID-19 pandemic and the worst wildfire season on record. Several studies have investigated the impact of wildfire smoke (WFS) on COVID-19 morbidity and mortality, but little is known about how these two public health challenges impact mortality risk for other causes.
Using a time-series design, we evaluated how daily risk of mortality due to WFS exposure differed for periods before and during the COVID-19 pandemic.
Our study included daily data for 11 counties in the Front Range region of Colorado (2010–2020). We assessed WFS exposure using data from the National Oceanic and Atmospheric Administration and used mortality counts from the Colorado Department of Public Health and Environment. We estimated the interaction between WFS and the pandemic (an indicator variable) on mortality risk using generalized additive models adjusted for year, day of week, fine particulate matter, ozone, temperature, and a smoothed term for day of year.
WFS impacted the study area on 10% of county-days. We observed a positive association between the presence of WFS and all-cause mortality risk (incidence rate ratio (IRR) = 1.03, 95%CI: 1.01–1.04 for same-day exposures) during the period before the pandemic; however, WFS exposure during the pandemic resulted in decreased risk of all-cause mortality (IRR = 0.90, 95%CI: 0.87–0.93 for same-day exposures).
We hypothesize that mitigation efforts during the first year of the pandemic, e.g., mask mandates, along with high ambient WFS levels encouraged health behaviors that reduced exposure to WFS and reduced risk of all-cause mortality. Our results suggest a need to examine how associations between WFS and mortality are impacted by pandemic-related factors and that there may be lessons from the pandemic that could be translated into health-protective policies during future wildfire events.
•We assessed the interaction of COVID-19 and wildfire smoke on non-COVID mortality.•Smoke was associated with increased all-cause mortality risk before the pandemic.•During the pandemic, smoke exposure was protective for all-cause mortality risk.•Mitigation efforts during the pandemic may have reduced population smoke exposure. |
doi_str_mv | 10.1016/j.envres.2023.115591 |
format | Article |
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Using a time-series design, we evaluated how daily risk of mortality due to WFS exposure differed for periods before and during the COVID-19 pandemic.
Our study included daily data for 11 counties in the Front Range region of Colorado (2010–2020). We assessed WFS exposure using data from the National Oceanic and Atmospheric Administration and used mortality counts from the Colorado Department of Public Health and Environment. We estimated the interaction between WFS and the pandemic (an indicator variable) on mortality risk using generalized additive models adjusted for year, day of week, fine particulate matter, ozone, temperature, and a smoothed term for day of year.
WFS impacted the study area on 10% of county-days. We observed a positive association between the presence of WFS and all-cause mortality risk (incidence rate ratio (IRR) = 1.03, 95%CI: 1.01–1.04 for same-day exposures) during the period before the pandemic; however, WFS exposure during the pandemic resulted in decreased risk of all-cause mortality (IRR = 0.90, 95%CI: 0.87–0.93 for same-day exposures).
We hypothesize that mitigation efforts during the first year of the pandemic, e.g., mask mandates, along with high ambient WFS levels encouraged health behaviors that reduced exposure to WFS and reduced risk of all-cause mortality. Our results suggest a need to examine how associations between WFS and mortality are impacted by pandemic-related factors and that there may be lessons from the pandemic that could be translated into health-protective policies during future wildfire events.
•We assessed the interaction of COVID-19 and wildfire smoke on non-COVID mortality.•Smoke was associated with increased all-cause mortality risk before the pandemic.•During the pandemic, smoke exposure was protective for all-cause mortality risk.•Mitigation efforts during the pandemic may have reduced population smoke exposure.</description><identifier>ISSN: 0013-9351</identifier><identifier>EISSN: 1096-0953</identifier><identifier>DOI: 10.1016/j.envres.2023.115591</identifier><identifier>PMID: 36878268</identifier><language>eng</language><publisher>Netherlands: Elsevier Inc</publisher><subject>Air Pollutants - analysis ; Colorado - epidemiology ; COVID-19 ; COVID-19 - epidemiology ; Environmental Exposure ; Humans ; Mortality ; Nicotiana ; Pandemics ; Particulate Matter - analysis ; Smoke - adverse effects ; Wildfire smoke ; Wildfires</subject><ispartof>Environmental research, 2023-05, Vol.225, p.115591-115591, Article 115591</ispartof><rights>2023 The Authors</rights><rights>Copyright © 2023 The Authors. Published by Elsevier Inc. All rights reserved.</rights><rights>2023 Published by Elsevier Inc. 2023</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c463t-7c109c54725af8c8e3e49deddbf72077edb91bfee1ef4df68657376420ff27e93</citedby><cites>FETCH-LOGICAL-c463t-7c109c54725af8c8e3e49deddbf72077edb91bfee1ef4df68657376420ff27e93</cites><orcidid>0000-0002-9208-6424 ; 0000-0003-4774-3883 ; 0000-0001-9206-5132 ; 0000-0002-0644-0993 ; 0000-0002-2874-3530</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.envres.2023.115591$$EHTML$$P50$$Gelsevier$$Hfree_for_read</linktohtml><link.rule.ids>230,314,780,784,885,3550,27924,27925,45995</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/36878268$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Martenies, Sheena E.</creatorcontrib><creatorcontrib>Wilson, Ander</creatorcontrib><creatorcontrib>Hoskovec, Lauren</creatorcontrib><creatorcontrib>Bol, Kirk A.</creatorcontrib><creatorcontrib>Burket, Tori L.</creatorcontrib><creatorcontrib>Podewils, Laura Jean</creatorcontrib><creatorcontrib>Magzamen, Sheryl</creatorcontrib><title>The COVID-19-wildfire smoke paradox: Reduced risk of all-cause mortality due to wildfire smoke in Colorado during the first year of the COVID-19 pandemic</title><title>Environmental research</title><addtitle>Environ Res</addtitle><description>In 2020, the American West faced two competing challenges: the COVID-19 pandemic and the worst wildfire season on record. Several studies have investigated the impact of wildfire smoke (WFS) on COVID-19 morbidity and mortality, but little is known about how these two public health challenges impact mortality risk for other causes.
Using a time-series design, we evaluated how daily risk of mortality due to WFS exposure differed for periods before and during the COVID-19 pandemic.
Our study included daily data for 11 counties in the Front Range region of Colorado (2010–2020). We assessed WFS exposure using data from the National Oceanic and Atmospheric Administration and used mortality counts from the Colorado Department of Public Health and Environment. We estimated the interaction between WFS and the pandemic (an indicator variable) on mortality risk using generalized additive models adjusted for year, day of week, fine particulate matter, ozone, temperature, and a smoothed term for day of year.
WFS impacted the study area on 10% of county-days. We observed a positive association between the presence of WFS and all-cause mortality risk (incidence rate ratio (IRR) = 1.03, 95%CI: 1.01–1.04 for same-day exposures) during the period before the pandemic; however, WFS exposure during the pandemic resulted in decreased risk of all-cause mortality (IRR = 0.90, 95%CI: 0.87–0.93 for same-day exposures).
We hypothesize that mitigation efforts during the first year of the pandemic, e.g., mask mandates, along with high ambient WFS levels encouraged health behaviors that reduced exposure to WFS and reduced risk of all-cause mortality. Our results suggest a need to examine how associations between WFS and mortality are impacted by pandemic-related factors and that there may be lessons from the pandemic that could be translated into health-protective policies during future wildfire events.
•We assessed the interaction of COVID-19 and wildfire smoke on non-COVID mortality.•Smoke was associated with increased all-cause mortality risk before the pandemic.•During the pandemic, smoke exposure was protective for all-cause mortality risk.•Mitigation efforts during the pandemic may have reduced population smoke exposure.</description><subject>Air Pollutants - analysis</subject><subject>Colorado - epidemiology</subject><subject>COVID-19</subject><subject>COVID-19 - epidemiology</subject><subject>Environmental Exposure</subject><subject>Humans</subject><subject>Mortality</subject><subject>Nicotiana</subject><subject>Pandemics</subject><subject>Particulate Matter - analysis</subject><subject>Smoke - adverse effects</subject><subject>Wildfire smoke</subject><subject>Wildfires</subject><issn>0013-9351</issn><issn>1096-0953</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kc9uEzEQxi0EoqHwBgj5yGWDvd611xyQUPhXqVIlVLhajj1unXrXwfYG8ii8LY5SSuHAyRr5m--bmR9CzylZUkL5q80Spl2CvGxJy5aU9r2kD9CCEskbInv2EC0IoayRrKcn6EnOm1rSnpHH6ITxQQwtHxbo5-U14NXF17N3DZXNdx-s8wlwHuMN4K1O2sYfr_FnsLMBi5PPNzg6rENojJ4z4DGmooMve2xnwCXifyz8hFcxxINPVSQ_XeFSE6siF7wHnQ525d4MNXSyMHrzFD1yOmR4dvueoi8f3l-uPjXnFx_PVm_PG9NxVhph6sam70TbazeYARh00oK1aydaIgTYtaRrB0DBddbxgfeCCd61xLlWgGSn6M3RdzuvR7AGppJ0UNvkR532Kmqv_v6Z_LW6ijsl5VBPLqrBy1uDFL_NkIsafTYQgp4gzlm1YujY0PWCV2l3lJoUc07g7mIoUQeqaqOOVNWBqjpSrW0v7o941_Qb458doB5q5yGpbDxMFVklYYqy0f8_4Rea4Ley</recordid><startdate>20230515</startdate><enddate>20230515</enddate><creator>Martenies, Sheena E.</creator><creator>Wilson, Ander</creator><creator>Hoskovec, Lauren</creator><creator>Bol, Kirk A.</creator><creator>Burket, Tori L.</creator><creator>Podewils, Laura Jean</creator><creator>Magzamen, Sheryl</creator><general>Elsevier Inc</general><general>Published by Elsevier Inc</general><scope>6I.</scope><scope>AAFTH</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0002-9208-6424</orcidid><orcidid>https://orcid.org/0000-0003-4774-3883</orcidid><orcidid>https://orcid.org/0000-0001-9206-5132</orcidid><orcidid>https://orcid.org/0000-0002-0644-0993</orcidid><orcidid>https://orcid.org/0000-0002-2874-3530</orcidid></search><sort><creationdate>20230515</creationdate><title>The COVID-19-wildfire smoke paradox: Reduced risk of all-cause mortality due to wildfire smoke in Colorado during the first year of the COVID-19 pandemic</title><author>Martenies, Sheena E. ; Wilson, Ander ; Hoskovec, Lauren ; Bol, Kirk A. ; Burket, Tori L. ; Podewils, Laura Jean ; Magzamen, Sheryl</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c463t-7c109c54725af8c8e3e49deddbf72077edb91bfee1ef4df68657376420ff27e93</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Air Pollutants - analysis</topic><topic>Colorado - epidemiology</topic><topic>COVID-19</topic><topic>COVID-19 - epidemiology</topic><topic>Environmental Exposure</topic><topic>Humans</topic><topic>Mortality</topic><topic>Nicotiana</topic><topic>Pandemics</topic><topic>Particulate Matter - analysis</topic><topic>Smoke - adverse effects</topic><topic>Wildfire smoke</topic><topic>Wildfires</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Martenies, Sheena E.</creatorcontrib><creatorcontrib>Wilson, Ander</creatorcontrib><creatorcontrib>Hoskovec, Lauren</creatorcontrib><creatorcontrib>Bol, Kirk A.</creatorcontrib><creatorcontrib>Burket, Tori L.</creatorcontrib><creatorcontrib>Podewils, Laura Jean</creatorcontrib><creatorcontrib>Magzamen, Sheryl</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Environmental research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Martenies, Sheena E.</au><au>Wilson, Ander</au><au>Hoskovec, Lauren</au><au>Bol, Kirk A.</au><au>Burket, Tori L.</au><au>Podewils, Laura Jean</au><au>Magzamen, Sheryl</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>The COVID-19-wildfire smoke paradox: Reduced risk of all-cause mortality due to wildfire smoke in Colorado during the first year of the COVID-19 pandemic</atitle><jtitle>Environmental research</jtitle><addtitle>Environ Res</addtitle><date>2023-05-15</date><risdate>2023</risdate><volume>225</volume><spage>115591</spage><epage>115591</epage><pages>115591-115591</pages><artnum>115591</artnum><issn>0013-9351</issn><eissn>1096-0953</eissn><abstract>In 2020, the American West faced two competing challenges: the COVID-19 pandemic and the worst wildfire season on record. Several studies have investigated the impact of wildfire smoke (WFS) on COVID-19 morbidity and mortality, but little is known about how these two public health challenges impact mortality risk for other causes.
Using a time-series design, we evaluated how daily risk of mortality due to WFS exposure differed for periods before and during the COVID-19 pandemic.
Our study included daily data for 11 counties in the Front Range region of Colorado (2010–2020). We assessed WFS exposure using data from the National Oceanic and Atmospheric Administration and used mortality counts from the Colorado Department of Public Health and Environment. We estimated the interaction between WFS and the pandemic (an indicator variable) on mortality risk using generalized additive models adjusted for year, day of week, fine particulate matter, ozone, temperature, and a smoothed term for day of year.
WFS impacted the study area on 10% of county-days. We observed a positive association between the presence of WFS and all-cause mortality risk (incidence rate ratio (IRR) = 1.03, 95%CI: 1.01–1.04 for same-day exposures) during the period before the pandemic; however, WFS exposure during the pandemic resulted in decreased risk of all-cause mortality (IRR = 0.90, 95%CI: 0.87–0.93 for same-day exposures).
We hypothesize that mitigation efforts during the first year of the pandemic, e.g., mask mandates, along with high ambient WFS levels encouraged health behaviors that reduced exposure to WFS and reduced risk of all-cause mortality. Our results suggest a need to examine how associations between WFS and mortality are impacted by pandemic-related factors and that there may be lessons from the pandemic that could be translated into health-protective policies during future wildfire events.
•We assessed the interaction of COVID-19 and wildfire smoke on non-COVID mortality.•Smoke was associated with increased all-cause mortality risk before the pandemic.•During the pandemic, smoke exposure was protective for all-cause mortality risk.•Mitigation efforts during the pandemic may have reduced population smoke exposure.</abstract><cop>Netherlands</cop><pub>Elsevier Inc</pub><pmid>36878268</pmid><doi>10.1016/j.envres.2023.115591</doi><tpages>1</tpages><orcidid>https://orcid.org/0000-0002-9208-6424</orcidid><orcidid>https://orcid.org/0000-0003-4774-3883</orcidid><orcidid>https://orcid.org/0000-0001-9206-5132</orcidid><orcidid>https://orcid.org/0000-0002-0644-0993</orcidid><orcidid>https://orcid.org/0000-0002-2874-3530</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Air Pollutants - analysis Colorado - epidemiology COVID-19 COVID-19 - epidemiology Environmental Exposure Humans Mortality Nicotiana Pandemics Particulate Matter - analysis Smoke - adverse effects Wildfire smoke Wildfires |
title | The COVID-19-wildfire smoke paradox: Reduced risk of all-cause mortality due to wildfire smoke in Colorado during the first year of the COVID-19 pandemic |
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