Abstract
We study the effects of various air-pollution variables on the daily death counts for people over 65 years in São Paulo, Brazil, from 1991 to 1993, controlling for meteorological variables. We use a state space model where the air-pollution variables enter via the latent process, and the meteorological variables via the observation equation. The latent process represents the potential mortality due to air pollution, and is estimated by Kalman filter techniques. The effect of air pollution on mortality is found to be a function of the variation in the sulphur dioxide level for the previous 3 days, whereas the other air-pollution variables (total suspended particulates, nitrogen dioxide, carbon monoxide, ozone) are not significant when sulphur dioxide is in the equation. There are significant effects of humidity and up to lag 3 of temperature, and a significant seasonal variation.
This is a preview of subscription content, access via your institution
Access options
Subscribe to this journal
Receive 6 print issues and online access
$259.00 per year
only $43.17 per issue
Buy this article
- Purchase on Springer Link
- Instant access to full article PDF
Prices may be subject to local taxes which are calculated during checkout
Similar content being viewed by others
References
Bachárová L Fandáková K Bratinka J Budinská M Bachár J Gudába M . 1996. The association between air pollution and the daily number of deaths: findings from the Slovak Republic contribution to the APHEA project, J Epidemiol Commun Health. 50 (Suppl. 1): S19–S21
Bates DV Sizto R, 1983. Relationship between air pollution and hospital admissions in Southern Ontario, Can J Public Health. 74: 117–122
Bates DV Sizto R, 1987. Air pollution and hospital admissions in Southern Ontario: the acid summer haze effect, Environ Res. 43: 317–331
Bates DV Baker-Anderson M Sizto R, 1990. Asthma attack periodicity: a study of hospital emergency visits in Vancouver, Environ Res. 51: 51–70
Braga ALF Conceição GMS Pereira LAA Kishi H Pereira JCR Andrade MF Gonçalves FLT Saldiva PHN Latorre MRDO . Air pollution and pediatric respiratory admissions in São Paulo, Brazil, J Environ Med (1999) 1: 95–102
Castellsagué J Sunyer J Saez M Antó JM, 1995. Short-term association between air pollution and emergency room visits for asthma in Barcelona, Thorax. 50: 1051–1056
Dab W Medina S Quénel P Le Moullec Y Le Tertre A Thelot B Monteil C Lameloise P Pirard P Momas I Ferry R Festy B, 1996. Short term respiratory health effects of ambient air pollution: results of the APHEA project in Paris, J Epidemiol Commun Health. 50 (Suppl. 1): S42–S46
Dockery DW Pope CA Xu X Spengler JD Ware JH Fay ME Ferris BG Speizer FE, 1993. An association between air pollution and mortality in six U.S. cities, N Engl J Med. 329: 1753–1759
Dominici F Samet JM Zeger SL, 2000. Combining evidence on air pollution and daily mortality from the 20 largest US cities: a hierarchical modelling strategy (with Discussion), J R Stat Soc A. 163 (2000) 163: 263–302
Goldstein IF Weinstein AL, 1984. Air pollution and asthma: effects of exposure to short term sulfur dioxide peaks, Environ Res. 40: 332–345
Jørgensen B Lundbye-Christensen S Song P X-K Sun L, 1996. A longitudinal study of emergency room visits and air pollution for Prince George, British Columbia, Stat Med. 15: 823–836
Jørgensen B Lundbye-Christensen S Song P X-K Sun L . A state space model for multivariate longitudinal count data, Biometrika (1999) 86: 169–181
Katsouyanni K Schwartz J Spix C Touloumi G Zmirou D Zanobetti A Wojtyniak B Vonk JM Tobias A Pönkä A Medins S Bachárová L Anderson A, 1996. Short-term effects of air pollution on health: a European approach using epidemiologic time series data: the APHEA protocol, J Epidemiol Commun Health. 50 (Suppl. 1): S12–S18
Koyama MAH . Modelo de Zeger para Análise de Séries de Contagens, MSc thesis. Institute of Mathematics and Statistic, University of São Paulo 1997
Krewski D Burnett RT Chan LK, 1994. Introduction to “Special issue on the analysis of health and environmental data, Can J Stat. 22: 415–419
Levy D Gent M Newhouse MT, 1977. Relationship between acute respiratory illness and air pollution levels in an industrial city, Am Rev Respir Dis. 116: 167–173
Liang K-Y Qaqish B, 1988. Markov regression models for time series: a quasi-likelihood approach, Biometrics. 44: 1019–1031
Lin CA Martins MA Farhat SCL Pope CA III Conceição G M S Anastacio VM Hatanaka M Andrade WC Hamaue WR Böhm GM Saldiva PHN . Air pollution and respiratory illness of children in São Paulo, Brazil, Pediatr Perinat Epidemiol (1999) 13: 475–488
Miraglia SGEK Conceição GMS Saldiva PHN Strambi O . Analysis of the impact of fuel consumption on mortality rates in São Paulo. In. Third International Conference on Urban Transport and the Environment for the 21st Century, Acquasparta. Urban transport and the environment for the 21st century III. Computational Mechanics Publications, Boston (1997) 434–444
Pereira LAA Loomis D Conceição GMS Braga ALF Arcas RM Kishi H Singer JM Böhm GM Saldiva PHN, 1998. Association between air pollution and intrauterine mortality in São Paulo, Brazil, Environ Health Perspect. 106: 325–329
Pönkä A Virtanen M, 1996. Asthma and ambient air pollution in Helsinki, J Epidemiol Commun Health. 50 (Suppl. 1): S59–S62
Pope CA, 1989. Respiratory disease associated with community air pollution and a steel mill, Utah Valley, Am J Public Health. 79: 623–628
Ransom MR Pope CA, 1992. Elementary school absences and PM10 pollution in Utah Valley, Environ Res. 58: 204–219
Saez M Tobias A Muñoz P Campbell MJ, 1999. A GEE moving average analysis of the relationship between air pollution and mortality for asthma in Barcelona, Spain, Stat Med. 18: 2077–2086
Saldiva PHN Lichtenfels AJFC Paiva PSO Barone IA Marteins MA Massad E Pereira JCR Xavier VP Singer JM Böhm GM, 1994. Association between air pollution and mortality due to respiratory diseases in children in São Paulo, Brazil: a preliminary report, Environ Res. 65: 218–225
Saldiva PHN Pope CA III Schwartz J Dockery DW Lichtenfels AJFC Salge JM Barone IA Böhm GM, 1995. Air pollution and mortality in elderly people: a time-series study in São Paulo, Brazil, Arch Environ Health. 50: 159–163
Samet JM Bishop Y Speizer FE Spengler JD Ferris BF, 1981. The relationship between air pollution and emergency room visits in an industrial community, J Air Pollut Control Assoc. 31: 236–240
Schouten JP Vonk JM de Graaf A, 1996. Short term effect of air pollution on emergency hospital admissions for respiratory disease: results of theAPHESA project in two cities in the Netherlands, 1977–89, J Epidemiol Health. 50 (Suppl. 1): S22–S29
Schwartz J Slater D Larson TV Pierson WE Koenig JQ, 1993. Particulate air pollution and hospital emergency room visits for asthma in Seattle, Am Rev Respir Dis. 147: 826–831
Singer JM Conceição GMS . Estudo da Associação entre Mortalidade e Poluição Atmosférica na cidade de São Paulo. Technical Report RAE-CEA-9407. Institute of Mathematics and Statistics, University of São Paulo 1994
Skjøth F Lundbye-Christensen S . An investigation of a state–space model for longitudinal count data, with an application to the modelling of cucumber yield. Technical Report #97-9. Biometry Research Unit, DIAS, Foulum, Denmark 1997
Sunyer J Castellsagué J Saez M Tobias A Antó JM, 1996. Air pollution and mortality in Barcelona, J Epidemiol Commun Health. 50 (Suppl. 1): S76–S80
Vigotti MA Rossi G Bisanti L Zanobetti A Schwartz J, 1996. Short term effects of urban air pollution on respiratory health in Milan, Italy, J Epidemiol Commun Health. 50 (Suppl. 1): S71–S75
Walters S Griffiths RK Ayres JG, 1994. Temporal association between hospital admissions for asthma in Birmingham and ambient levels of sulphur dioxide and smoke, Thorax. 49: 133–140
Wojtniak B Piekarsky T, 1996. Short term effect of air pollution on mortality in Polish urban populations — what is different, J Epidemiol Commun Health. 50 (Suppl. 1): S36–S41
Zmirou D Barumandzadeh T Balducci F Ritter P Laham G Ghilardi JP, 1996. Short term effect of air pollution on mortality in the city of Lyon, France, 1985–90, J Epidemiol Commun Health. 50 (Suppl. 1): S30–S35
Acknowledgements
We are grateful to Paulo Hilario N. Saldiva for providing the data, and to Rinaldo Artes, Reneé Menezes, Werner Vach and two anonymous referees for comments on a previous version of the paper. This work was partially supported by grants from CNPq, FAPESP and FINEP, Brazil.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
BOTTER, D., JØRGENSEN, B. & PERES, A. A longitudinal study of mortality and air pollution for São Paulo, Brazil. J Expo Sci Environ Epidemiol 12, 335–343 (2002). https://doi.org/10.1038/sj.jea.7500234
Received:
Published:
Issue Date:
DOI: https://doi.org/10.1038/sj.jea.7500234