Wildfires have been increasing in frequency in the western United States (US) with the 2017 and 2018 fire seasons experiencing some of the worst wildfires in terms of suppression costs and air pollution that the western US has seen. Although growing evidence suggests respiratory exacerbations from elevated fine particulate matter (PM2.5) during wildfires, significantly less is known about the impacts on human health of ozone (O-3) that may also be increased due to wildfires. Using machine learning, we created daily surface concentration maps for PM2.5 and O-3 during an intense wildfire in California in 2008. We then linked these daily exposures to counts of respiratory hospitalizations and emergency department visits at the ZIP code level. We calculated relative risks of respiratory health outcomes using Poisson generalized estimating equations models for each exposure in separate and mutually-adjusted models, additionally adjusted for pertinent covariates. During the active fire periods, PM2.5 was significantly associated with exacerbations of asthma and chronic obstructive pulmonary disease (COPD) and these effects remained after controlling for O-3. Effect estimates of O-3 during the fire period were non-significant for respiratory hospitalizations but were significant for ED visits for asthma (RR = 1.05 and 95% CI = (1.022, 1.078) for a 10 ppb increase in O-3). In mutually-adjusted models, the significant findings for PM2.5 remained whereas the associations with O-3 were confounded. Adjusted for O-3, the RR for asthma ED visits associated with a 10 mu g/m(3) increase in PM2.5 was 1.112 and 95% CI = (1.087, 1.138). The significant findings for PM2.5 but not for O-3 in mutually-adjusted models is likely due to the fact that PM2.5 levels during these fires exceeded the 24-hour National Ambient Air Quality Standard (NAAQS) of 35 mu g/m(3) for 4976 ZIP-code days and reached levels up to 6.073 times the NAAQS, whereas our estimated O-3 levels during the fire period only occasionally exceeded the NAAQS of 70 ppb with low exceedance levels. Future studies should continue to investigate the combined role of O-3 and PM2.5 during wildfires to get a more comprehensive assessment of the cumulative burden on health from wildfire smoke.
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Univ Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Delfino, R. J.
Brummel, S.
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Univ Calif Irvine, Sch Informat & Comp Sci, Dept Stat, Irvine, CA 92617 USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Brummel, S.
Wu, J.
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Univ Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Univ Calif Irvine, Program Publ Hlth, Irvine, CA 92617 USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Wu, J.
Stern, H.
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Univ Calif Irvine, Sch Informat & Comp Sci, Dept Stat, Irvine, CA 92617 USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Stern, H.
Ostro, B.
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Calif Off Environm Hlth Hazard Assessment, Air Pollut Epidemiol Sect, Oakland, CA USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Ostro, B.
Lipsett, M.
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Calif Dept Hlth Serv, Environm Hlth Investigat Branch, Exposure Assessment Sect, Oakland, CA USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Lipsett, M.
Winer, A.
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Univ Calif Los Angeles, Sch Publ Hlth, Dept Environm Hlth Sci, Los Angeles, CA 90024 USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Winer, A.
Street, D. H.
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Independent Consultant, Salem, OR USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Street, D. H.
Zhang, L.
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Calif Dept Hlth Serv, Environm Hlth Investigat Branch, Exposure Assessment Sect, Oakland, CA USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Zhang, L.
Tjoa, T.
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Univ Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Tjoa, T.
Gillen, D. L.
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Univ Calif Irvine, Sch Informat & Comp Sci, Dept Stat, Irvine, CA 92617 USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
机构:
Colorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USAColorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USA
Gan, Ryan W.
Ford, Bonne
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Colorado State Univ, Dept Atmospher Sci, Ft Collins, CO 80523 USAColorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USA
Ford, Bonne
Lassman, William
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Colorado State Univ, Dept Atmospher Sci, Ft Collins, CO 80523 USAColorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USA
Lassman, William
Pfister, Gabriele
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Natl Ctr Atmospher Res, POB 3000, Boulder, CO 80307 USAColorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USA
Pfister, Gabriele
Vaidyanathan, Ambarish
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Ctr Dis Control & Prevent, Atlanta, GA USAColorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USA
Vaidyanathan, Ambarish
Fischer, Emily
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Colorado State Univ, Dept Atmospher Sci, Ft Collins, CO 80523 USAColorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USA
Fischer, Emily
Volckens, John
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Colorado State Univ, Dept Mech Engn, Ft Collins, CO 80523 USAColorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USA
Volckens, John
Pierce, Jeffrey R.
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Colorado State Univ, Dept Atmospher Sci, Ft Collins, CO 80523 USAColorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USA
Pierce, Jeffrey R.
Magzamen, Sheryl
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Colorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USAColorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USA
机构:
Univ Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Delfino, R. J.
Brummel, S.
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h-index: 0
机构:
Univ Calif Irvine, Sch Informat & Comp Sci, Dept Stat, Irvine, CA 92617 USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Brummel, S.
Wu, J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Univ Calif Irvine, Program Publ Hlth, Irvine, CA 92617 USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Wu, J.
Stern, H.
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h-index: 0
机构:
Univ Calif Irvine, Sch Informat & Comp Sci, Dept Stat, Irvine, CA 92617 USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Stern, H.
Ostro, B.
论文数: 0引用数: 0
h-index: 0
机构:
Calif Off Environm Hlth Hazard Assessment, Air Pollut Epidemiol Sect, Oakland, CA USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Ostro, B.
Lipsett, M.
论文数: 0引用数: 0
h-index: 0
机构:
Calif Dept Hlth Serv, Environm Hlth Investigat Branch, Exposure Assessment Sect, Oakland, CA USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Lipsett, M.
Winer, A.
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h-index: 0
机构:
Univ Calif Los Angeles, Sch Publ Hlth, Dept Environm Hlth Sci, Los Angeles, CA 90024 USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Winer, A.
Street, D. H.
论文数: 0引用数: 0
h-index: 0
机构:
Independent Consultant, Salem, OR USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Street, D. H.
Zhang, L.
论文数: 0引用数: 0
h-index: 0
机构:
Calif Dept Hlth Serv, Environm Hlth Investigat Branch, Exposure Assessment Sect, Oakland, CA USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Zhang, L.
Tjoa, T.
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h-index: 0
机构:
Univ Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
Tjoa, T.
Gillen, D. L.
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h-index: 0
机构:
Univ Calif Irvine, Sch Informat & Comp Sci, Dept Stat, Irvine, CA 92617 USAUniv Calif Irvine, Sch Med, Dept Epidemiol, Irvine, CA 92617 USA
机构:
Colorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USAColorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USA
Gan, Ryan W.
Ford, Bonne
论文数: 0引用数: 0
h-index: 0
机构:
Colorado State Univ, Dept Atmospher Sci, Ft Collins, CO 80523 USAColorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USA
Ford, Bonne
Lassman, William
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h-index: 0
机构:
Colorado State Univ, Dept Atmospher Sci, Ft Collins, CO 80523 USAColorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USA
Lassman, William
Pfister, Gabriele
论文数: 0引用数: 0
h-index: 0
机构:
Natl Ctr Atmospher Res, POB 3000, Boulder, CO 80307 USAColorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USA
Pfister, Gabriele
Vaidyanathan, Ambarish
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h-index: 0
机构:
Ctr Dis Control & Prevent, Atlanta, GA USAColorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USA
Vaidyanathan, Ambarish
Fischer, Emily
论文数: 0引用数: 0
h-index: 0
机构:
Colorado State Univ, Dept Atmospher Sci, Ft Collins, CO 80523 USAColorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USA
Fischer, Emily
Volckens, John
论文数: 0引用数: 0
h-index: 0
机构:
Colorado State Univ, Dept Mech Engn, Ft Collins, CO 80523 USAColorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USA
Volckens, John
Pierce, Jeffrey R.
论文数: 0引用数: 0
h-index: 0
机构:
Colorado State Univ, Dept Atmospher Sci, Ft Collins, CO 80523 USAColorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USA
Pierce, Jeffrey R.
Magzamen, Sheryl
论文数: 0引用数: 0
h-index: 0
机构:
Colorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USAColorado State Univ, Dept Environm & Radiol Hlth Sci, Ft Collins, CO 80523 USA