Abstract
Studies on three continents have reported associations between various measures of airborne particles and daily deaths. Sulfur dioxide has also been associated with daily deaths, particularly in Europe. Questions remain about the shape of those associations, particularly whether there are thresholds at low levels. We examined the association of daily concentrations of black smoke and SO(2) with daily deaths in eight Spanish cities (Barcelona, Bilbao, Castellón, Gijón, Oviedo, Valencia, Vitoria, and Zaragoza) with different climates and different environmental and social characteristics. We used nonparametric smoothing to estimate the shape of the concentration-response curve in each city and combined those results using a metasmoothing technique developed by Schwartz and Zanobetti. We extended their method to incorporate random variance components. Black smoke had a nearly linear association with daily deaths, with no evidence of a threshold. A 10 microg/m(3) increase in black smoke was associated with a 0.88% increase in daily deaths (95% confidence interval, 0.56%-1.20%). SO(2) had a less plausible association: Daily deaths increased at very low concentrations, but leveled off and then decreased at higher concentrations. These findings held in both one- and two-pollutant models and held whether we optimized our weather and seasonal model in each city or used the same smoothing parameters in each city. We conclude that the association with particle levels is more convincing than for SO(2), and without a threshold. Linear models provide an adequate estimation of the effect of particulate air pollution on mortality at low to moderate concentrations.
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- Ballester Díez F., Sáez Zafra M., Alonso Fustel M. E., Taracido Trunk M., Ordóez Iriarte J. M., Aguinaga Ontoso I., Daponte Codina A., Bellido Blasco J., Guillén Pérez J. J., Pérez Boíllos M. J. El proyecto EMECAM: Estudio Multicéntrico Español sobre la Relación entre la Contaminación Atmosférica y la Mortalidad. Antecedentes, participantes, objetivos y métodología. Rev Esp Salud Publica. 1999 Mar-Apr;73(2):165–175. [PubMed] [Google Scholar]
- Brunekreef B., Janssen N. A., de Hartog J., Harssema H., Knape M., van Vliet P. Air pollution from truck traffic and lung function in children living near motorways. Epidemiology. 1997 May;8(3):298–303. doi: 10.1097/00001648-199705000-00012. [DOI] [PubMed] [Google Scholar]
- Daniels M. J., Dominici F., Samet J. M., Zeger S. L. Estimating particulate matter-mortality dose-response curves and threshold levels: an analysis of daily time-series for the 20 largest US cities. Am J Epidemiol. 2000 Sep 1;152(5):397–406. doi: 10.1093/aje/152.5.397. [DOI] [PubMed] [Google Scholar]
- Hoek G., Schwartz J. D., Groot B., Eilers P. Effects of ambient particulate matter and ozone on daily mortality in Rotterdam, The Netherlands. Arch Environ Health. 1997 Nov-Dec;52(6):455–463. doi: 10.1080/00039899709602224. [DOI] [PubMed] [Google Scholar]
- Katsouyanni K., Touloumi G., Spix C., Schwartz J., Balducci F., Medina S., Rossi G., Wojtyniak B., Sunyer J., Bacharova L. Short-term effects of ambient sulphur dioxide and particulate matter on mortality in 12 European cities: results from time series data from the APHEA project. Air Pollution and Health: a European Approach. BMJ. 1997 Jun 7;314(7095):1658–1663. doi: 10.1136/bmj.314.7095.1658. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Laden F., Neas L. M., Dockery D. W., Schwartz J. Association of fine particulate matter from different sources with daily mortality in six U.S. cities. Environ Health Perspect. 2000 Oct;108(10):941–947. doi: 10.1289/ehp.00108941. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mackenbach J. P., Looman C. W., Kunst A. E. Air pollution, lagged effects of temperature, and mortality: The Netherlands 1979-87. J Epidemiol Community Health. 1993 Apr;47(2):121–126. doi: 10.1136/jech.47.2.121. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Peterson E. W., Howland J. Predicting radon testing among university employees. J Air Waste Manag Assoc. 1996 Jan;46(1):2–11. doi: 10.1080/10473289.1996.10467435. [DOI] [PubMed] [Google Scholar]
- Pérez-Hoyos S., Sáez Zafra M., Barceló M. A., Cambra C., Figueiras Guzmán A., Ordóez J. M., Guillén Grima F., Ocaña R., Bellido J., Cirera Suárez L. Protocolo EMECAM: análisis del effecto a corto plazo de la contaminacion atmosférica sobre la mortalidad. Rev Esp Salud Publica. 1999 Mar-Apr;73(2):177–185. [PubMed] [Google Scholar]
- Schwartz J. Air pollution and daily mortality in Birmingham, Alabama. Am J Epidemiol. 1993 May 15;137(10):1136–1147. doi: 10.1093/oxfordjournals.aje.a116617. [DOI] [PubMed] [Google Scholar]
- Schwartz J. Assessing confounding, effect modification, and thresholds in the association between ambient particles and daily deaths. Environ Health Perspect. 2000 Jun;108(6):563–568. doi: 10.1289/ehp.00108563. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Schwartz J. Daily deaths are associated with combustion particles rather than SO(2) in Philadelphia. Occup Environ Med. 2000 Oct;57(10):692–697. doi: 10.1136/oem.57.10.692. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Schwartz J., Dockery D. W. Increased mortality in Philadelphia associated with daily air pollution concentrations. Am Rev Respir Dis. 1992 Mar;145(3):600–604. doi: 10.1164/ajrccm/145.3.600. [DOI] [PubMed] [Google Scholar]
- Schwartz J., Dockery D. W. Increased mortality in Philadelphia associated with daily air pollution concentrations. Am Rev Respir Dis. 1992 Mar;145(3):600–604. doi: 10.1164/ajrccm/145.3.600. [DOI] [PubMed] [Google Scholar]
- Schwartz J. Total suspended particulate matter and daily mortality in Cincinnati, Ohio. Environ Health Perspect. 1994 Feb;102(2):186–189. doi: 10.1289/ehp.94102186. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Schwartz J., Zanobetti A. Using meta-smoothing to estimate dose-response trends across multiple studies, with application to air pollution and daily death. Epidemiology. 2000 Nov;11(6):666–672. doi: 10.1097/00001648-200011000-00009. [DOI] [PubMed] [Google Scholar]
- Speizer F. E., Frank N. R. The uptake and release of SO2 by the human nose. Arch Environ Health. 1966 Jun;12(6):725–728. doi: 10.1080/00039896.1966.10664471. [DOI] [PubMed] [Google Scholar]
- Sunyer J., Schwartz J., Tobías A., Macfarlane D., Garcia J., Antó J. M. Patients with chronic obstructive pulmonary disease are at increased risk of death associated with urban particle air pollution: a case-crossover analysis. Am J Epidemiol. 2000 Jan 1;151(1):50–56. doi: 10.1093/oxfordjournals.aje.a010121. [DOI] [PubMed] [Google Scholar]
- Touloumi G., Pocock S. J., Katsouyanni K., Trichopoulos D. Short-term effects of air pollution on daily mortality in Athens: a time-series analysis. Int J Epidemiol. 1994 Oct;23(5):957–967. doi: 10.1093/ije/23.5.957. [DOI] [PubMed] [Google Scholar]
- Verhoeff A. P., Hoek G., Schwartz J., van Wijnen J. H. Air pollution and daily mortality in Amsterdam. Epidemiology. 1996 May;7(3):225–230. doi: 10.1097/00001648-199605000-00002. [DOI] [PubMed] [Google Scholar]
- Zanobetti A., Schwartz J., Dockery D. W. Airborne particles are a risk factor for hospital admissions for heart and lung disease. Environ Health Perspect. 2000 Nov;108(11):1071–1077. doi: 10.1289/ehp.001081071. [DOI] [PMC free article] [PubMed] [Google Scholar]
- de Hartog J. J., van Vliet P. H., Brunekreef B., Knape M. C., Janssen N. A., Harssema H. Samenhang tussen luchtverontreiniging door verkeer, vermindering van longfunctie en luchtwegsymptomen bij kinderen. Ned Tijdschr Geneeskd. 1997 Sep 20;141(38):1814–1818. [PubMed] [Google Scholar]