Seasonal analyses of air pollution and mortality in 100 US cities
Abstract
Time series models relating short-term changes in air pollution levels to daily mortality counts typically assume that the effects of air pollution on the log relative rate of mortality do not vary with time. However, these short-term effects might plausibly vary by season. Changes in the sources of air pollution and meteorology can result in changes in characteristics of the air pollution mixture across seasons. The authors developed Bayesian semiparametric hierarchical models for estimating time-varying effects of pollution on mortality in multisite time series studies. The methods were applied to the database of the National Morbidity and Mortality Air Pollution Study, which includes data for 100 US cities, for the period 1987-2000. At the national level, a 10-microg/m(3) increase in particulate matter less than 10 microm in aerodynamic diameter at a 1-day lag was associated with 0.15% (95% posterior interval (PI): -0.08, 0.39), 0.14% (95% PI: -0.14, 0.42), 0.36% (95% PI: 0.11, 0.61), and 0.14% (95% PI: -0.06, 0.34) increases in mortality for winter, spring, summer, and fall, respectively. An analysis by geographic region found a strong seasonal pattern in the Northeast (with a peak in summer) and little seasonal variation in the southern regions of the country. These results provide useful information for understanding particle toxicity and guiding future analyses of particle constituent data.
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National average estimates are robust to model specification for weather and seasonal confounding.
“Sensitivity analyses and characteristics of the first-stage statistical model for confounding adjustment have been explored for particulate matter (PM), with results indicating that national average estimates are robust to model specification for weather and seasonal confounding (Peng et al. 2005; Welty and Zeger 2005).”
From The Exposure–Response Curve for Ozone and Risk of Mortality and the Adequacy of Current Ozone Regulations (2006) · cites this paper as Peng et al. 2005
The Sensitivity analyses section (page unavailable) reports that added temperature terms did not noticeably change the overall seasonal PM10 pattern, and estimates appeared stable with stronger control for seasonality and long-term trends. But it also reports considerable deviations with only 3 degrees of freedom per year, so the unqualified claim of robustness across model specifications overstates the findings. (LLM, conf=0.84)
Experimental — accuracy not yet measuredA lag of 1 day for PM variables provided the most significant and largest effect in previous studies.
“A lag of 1 day was used for PM variables because this lag structure provided the most significant and largest effect in previous studies (Peng et al. 2005).”
From Potential confounding of particulate matter on the short-term association between ozone and mortality in multisite time-series studies (2007) · cites this paper as Peng et al. 2005
Effect estimates for PM2.5 and hospital admissions show temporal and spatial patterns, with the largest effects in the Northeast in summer.
“Effect estimates for PM2.5 and hospital admissions show temporal and spatial patterns (Domenici et al. 2006), with the largest effects in the Northeast in summer (Peng et al. 2005), which could be the result of differential toxicity of particles.”
From Potential confounding of particulate matter on the short-term association between ozone and mortality in multisite time-series studies (2007) · cites this paper as Peng et al. 2005
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Cites
Brown, R. A., Hastie, T. J., & Tibshirani, R. J. (1991) · Biometrics · doi:10.2307/2532174 · Cited by 8,262 · see citing works
KLEPEIS, N. E., NELSON, W. C., OTT, W. R., ROBINSON, J. P., TSANG, A. M., SWITZER, P., BEHAR, J. V., HERN, S. C., & ENGELMANN, W. H. (2001) · Journal of Exposure Science & Environmental Epidemiology · doi:10.1038/sj.jea.7500165 · Cited by 4,803 · see citing works
Hastie, T. J., & Tibshirani, R. J. (2014) · Wiley StatsRef: Statistics Reference Online · doi:10.1002/9781118445112.stat03141 · Cited by 3,156 · see citing works
Fine Particulate Air Pollution and Mortality in 20 U.S. Cities, 1987–1994
Samet, J. M., Dominici, F., Curriero, F. C., Coursac, I., & Zeger, S. L. (2000) · New England Journal of Medicine · doi:10.1056/nejm200012143432401 · Cited by 2,235 · see citing works
Self-citationFine Particulate Air Pollution and Mortality in 20 U.S. Cities
Sarnat, J. A., Schwartz, J. D., & Suh, H. H. (2001) · New England Journal of Medicine · doi:10.1056/nejm200104193441614 · Cited by 1,894 · see citing works
Katsouyanni, K., Touloumi, G., Samoli, E., Gryparis, A., Tertre, A. L., Monopolis, Y., Rossi, G., Zmirou‐Navier, D., Ballester, F., Boumghar, A., et al. (2001) · Epidemiology · doi:10.1097/00001648-200109000-00011 · Cited by 978 · see citing works
Review of Epidemiological Evidence of Health Effects of Particulate Air Pollution
Pope, C. A., Dockery, D. W., & Schwartz, J. D. (1995) · Inhalation Toxicology · doi:10.3109/08958379509014267 · Cited by 833 · see citing works
On the use of generalized additive models in time-series studies of air pollution and health
Dominici, F. (2002) · American Journal of Epidemiology · doi:10.1093/aje/kwf062 · Cited by 728 · see citing works
Self-citationSamet, J. M., Zeger, S. L., Dominici, F., Curriero, F. C., Coursac, I., Dockery, D. W., Schwartz, J. D., & Zanobetti, A. (2000) · PubMed · Cited by 698 · see citing works
Self-citationStudying seasonality by using sine and cosine functions in regression analysis.
Stolwijk, A. M., Straatman, H., & Zielhuis, G. A. (1999) · Journal of Epidemiology & Community Health · doi:10.1136/jech.53.4.235 · Cited by 447 · see citing works
Daniels, M. J. (2000) · American Journal of Epidemiology · doi:10.1093/aje/152.5.397 · Cited by 348 · see citing works
Time-Series Studies of Particulate Matter
Bell, M. L., Samet, J. M., & Dominici, F. (2004) · Annual Review of Public Health · doi:10.1146/annurev.publhealth.25.102802.124329 · Cited by 333 · see citing works
Self-citationAir Pollution and Mortality: Estimating Regional and National Dose-Response Relationships
Dominici, F., Daniels, M., Zeger, S. L., & Samet, J. M. (2002) · Journal of the American Statistical Association · doi:10.1198/016214502753479266 · Cited by 303 · see citing works
Self-citationDominici, F., Samet, J. M., & Zeger, S. L. (2000) · Journal of the Royal Statistical Society Series A: Statistics in Society · doi:10.1111/1467-985x.00170 · Cited by 286 · see citing works
Self-citationAir Pollution and Mortality in Philadelphia, 1974-1988
Kelsall, J. E., Samet, J. M., Zeger, S. L., & Xu, J. (1997) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a009351 · Cited by 240 · see citing works
Self-citationWallace, L. A., Mitchell, H., O’Connor, G. T., Neas, L., Lippmann, M., Kattan, M., Koenig, J. Q., Stout, J. W., Vaughn, B. J., Wallace, D., et al. (2003) · Environmental Health Perspectives · doi:10.1289/ehp.6135 · Cited by 233 · see citing works
Epidemiology of acute health effects: summary of time-series studies
Dockery, D. W., & Pope, A. S. (1996) · OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) · Cited by 190 · see citing works
Does Weather Confound or Modify the Association of Particulate Air Pollution with Mortality?
Samet, J. M., Zeger, S. L., Kelsall, J. E., et al. (1998) · Environmental Research · doi:10.1006/enrs.1997.3821 · Cited by 146 · see citing works
Self-citationA Critical Review of the Evidence on Particulate Air Pollution and Mortality
Moolgavkar, S. H., & Luebeck, E. G. (1996) · Epidemiology · doi:10.1097/00001648-199607000-00014 · Cited by 138 · see citing works
Keeler, G. J., Dvonch, T. J., Yip, F. Y., Parker, E. A., Isreal, B. A., Marsik, F. J., Morishita, M., Barres, J. A., Robins, T. G., Brakefield-Caldwell, W., et al. (2002) · Environmental Health Perspectives · doi:10.1289/ehp.02110s2173 · Cited by 136 · see citing works
Air Pollution and Daily Mortality in Philadelphia
Moolgavkar, S. H., Luebeck, E. G., Hall, T. A., & Anderson, E. L. (1995) · Epidemiology · doi:10.1097/00001648-199509000-00003 · Cited by 130 · see citing works
Total suspended particulate matter and daily mortality in Cincinnati, Ohio.
Schwartz, J. (1994) · Environmental Health Perspectives · doi:10.1289/ehp.94102186 · Cited by 119 · see citing works
Analysis of health outcome time series data in epidemiological studies
Touloumi, G., Atkinson, R. W., Tertre, A. L., Samoli, E., Schwartz, J. D., Schindler, C., Vonk, J. M., Rossi, G., Sáez, M., Rabszenko, D., et al. (2004) · Environmetrics · doi:10.1002/env.623 · Cited by 110 · see citing works
Inference for Multivariate Normal Hierarchical Models
Everson, P. J., & Morris, C. N. (2000) · Journal of the Royal Statistical Society Series B: Statistical Methodology · doi:10.1111/1467-9868.00239 · Cited by 107 · see citing works
Effect of Outdoor Airborne Particulate Matter on Daily Death Counts
Styer, P. E., McMillan, N., Gao, F., Davis, J., & Sacks, J. D. (1995) · Environmental Health Perspectives · doi:10.1289/ehp.95103490 · Cited by 102 · see citing works
Samoli, E., Schwartz, J., Wojtyniak, B., Touloumi, G., Spix, C., Balducci, F., Médina, S., Rossi, G., Sunyer, J., Bachárová, L., et al. (2001) · Environmental Health Perspectives · doi:10.1289/ehp.01109349 · Cited by 96 · see citing works
Nonparametric smoothing in the analysis of air pollution and respiratory illness
Schwartz, J. D. (1994) · Canadian Journal of Statistics · doi:10.2307/3315405 · Cited by 93 · see citing works
Tsang, A. M., & Klepeis, N. E. (1996) · OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) · Cited by 64 · see citing works
Moolgavkar, S. H. (2003) · Inhalation Toxicology · doi:10.1080/08958370390215767 · Cited by 41 · see citing works
Flagged first, then by citations
Research works printed but not linked: 5
- Office of Research and Development, National Center for Environmental Assessment, Environmental Protection Agency. Air quality criteria for particulate matter (fourth external review draft). (EPA publication nos. EPA/600/P-99/ 002aD and EPA/600/P-99/002bD). Research Triangle Park, NC: National Center for Environmental Assessment, 2003.
- Spengler J, Wilson R. Emissions, dispersion, and concentra- tion of particles. In: Wilson R, Spengler J, eds. Particles in our air. Cambridge, MA: Harvard University Press, 1996:41-62.
- Dominici F, McDermott A, Zeger SL, et al. Mortality among residents of 90 cities: revised analyses of time-series studies of air pollution and health. Cambridge, MA: Health Effects Institute, 2003:9-24.
- Samet JM, Zeger SL, Dominici F, et al. The National Morbidity, Mortality, and Air Pollution Study, part I: methods and methodological issues. Cambridge, MA: Health Effects Institute, 2000.
- Peng RD, Welty LJ. The NMMAPS data package. R News 2004;4:10-14. (World Wide Web URL: http://CRAN.R- project.org/doc/Rnews/).
Cited by
Sorted by citations
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., et al. (2010) · Circulation · doi:10.1161/cir.0b013e3181dbece1 · Cited by 6,548 · see citing works
Model Choice in Time Series Studies of Air Pollution and Mortality
Peng, R. D., Dominici, F., & Louis, T. A. (2006) · Journal of the Royal Statistical Society Series A: Statistics in Society · doi:10.1111/j.1467-985x.2006.00410.x · Cited by 583 · see citing works
Self-citationKan, H., London, S. J., Chen, G., Zhang, Y., Song, G., Zhao, N., Jiang, L., & Chen, B. (2008) · Environmental Health Perspectives · doi:10.1289/ehp.10851 · Cited by 582 · see citing works
Bell, M. L., Peng, R. D., & Dominici, F. (2006) · Environmental Health Perspectives · doi:10.1289/ehp.8816 · Cited by 481 · see citing works
Self-citationSénéchal, H., Visez, N., Charpin, D., Shahali, Y., Peltre, G., Biolley, J.-P., Lhuissier, F., Couderc, R., Yamada, O., Malrat-Domenge, A., et al. (2015) · The Scientific World Journal · doi:10.1155/2015/940243 · Cited by 250 · see citing works
Marti-Soler, H., Gubelmann, C., Aeschbacher, S., Alves, L., Bobak, M., Bongard, V., Clays, E., de Gaetano, G., Di Castelnuovo, A., Elosua, R., et al. (2014) · Heart · doi:10.1136/heartjnl-2014-305623 · Cited by 151 · see citing works
Bell, M. L., Kim, J. Y., & Dominici, F. (2007) · Environmental Health Perspectives · doi:10.1289/ehp.10108 · Cited by 83 · see citing works
Self-citationOzone and daily mortality rate in 21 cities of East Asia: how does season modify the association?
Chen, R., Cai, J., Meng, X., Kim, H., Honda, Y., Guo, Y. L., Samoli, E., Yang, X., & Kan, H. (2014) · American Journal of Epidemiology · doi:10.1093/aje/kwu183 · Cited by 77 · see citing works
Lee, H., Jung, J., Myung, W., Baek, J. H., Kang, J. M., Kim, D. K., & Kim, H. (2019) · Environment International · doi:10.1016/j.envint.2019.105146 · Cited by 32 · see citing works
- Authors
- Peng, R. D., Dominici, F., Pastor-Barriuso, R., Zeger, S. L., & Samet, J. M.
- Affiliations
- Johns Hopkins University (US)
- Corresponding author
- Peng, R. D.
- Venue
- American Journal of Epidemiology
- Publisher
- Oxford University Press (OUP)
- Published
- 2005-03-03
- Volume
- 161
- Issue
- 6
- Pages
- 585-594
- ISSN
- 0002-9262 (ISSN-L)
- 1476-6256
- OpenAlex
- W2097183694
- Cited by
- 450
- References
- 29
- Citations by year
- 2026: 13 · 2025: 10 · 2024: 7 · 2023: 15 · 2022: 18 · 2021: 30 · 2020: 20 · 2019: 22 · 2018: 27 · 2017: 20 · 2016: 31 · 2015: 35 · 2014: 18 · 2013: 29 · 2012: 33
- FWCI
- 14.08
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- American Journal of Epidemiology (publishedVersion)
- PubMed (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Collection of Biostatistics Research Archive (submittedVersion)
- Funders
- Health Effects Institute
- Instituto de Salud Carlos III
- National Heart, Lung, and Blood Institute (T32 HL 07024, T32HL007024)
- National Institute of Environmental Health Sciences (P30 ES03819, R01ES012054, P30ES003819)
- Topics
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Air Quality and Health Impacts
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Climate Change and Health Impacts
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Epidemiology
- Keywords
- air pollution, mortality, seasonal variation, particulate matter, PM10, time-dependent effects, particle toxicity, regional variation
- MeSH terms
- Air Pollution, Bayes Theorem, Humans, Mortality, Seasons, United States, Urban Population, Models, Statistical
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