Abstract
STUDY OBJECTIVE: To review the issues and methodologies in epidemiologic time series studies of daily counts of mortality and hospital admissions and illustrate some of the methodologies. DESIGN: This is a review paper with an example drawn from hospital admissions of the elderly in Cleveland, Ohio, USA. MAIN RESULTS: The central issue is control for seasonality. Both over and under control are possible, and the use of diagnostics, including plots, is necessary. Weather dependence is probably non-linear, and adequate methods are necessary to adjust for this. In Cleveland, the use of categorical variables for weather and sinusoidal terms for filtering season are illustrated. After control for season, weather, and day of the week effects, hospital admission of persons aged 65 and older in Cleveland for respiratory illness was associated with ozone (RR = 1.09, 95% CI 1.02, 1.16) and particulates (PM10 (RR = 1.12, 95% CI 1.01, 1.24), and marginally associated with sulphur dioxide (SO2) (RR = 1.03, 95% CI = 0.99, 1.06). All of the relative risks are for a 100 micrograms/m3 increase in the pollutant. CONCLUSIONS: Several adequate methods exist to control for weather and seasonality while examining the associations between air pollution and daily counts of mortality and morbidity. In each case, care and judgement are required.
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- Bates D. V., Sizto R. Air pollution and hospital admissions in Southern Ontario: the acid summer haze effect. Environ Res. 1987 Aug;43(2):317–331. doi: 10.1016/s0013-9351(87)80032-4. [DOI] [PubMed] [Google Scholar]
- Burnett R. T., Dales R. E., Raizenne M. E., Krewski D., Summers P. W., Roberts G. R., Raad-Young M., Dann T., Brook J. Effects of low ambient levels of ozone and sulfates on the frequency of respiratory admissions to Ontario hospitals. Environ Res. 1994 May;65(2):172–194. doi: 10.1006/enrs.1994.1030. [DOI] [PubMed] [Google Scholar]
- Burnett R. T., Dales R., Krewski D., Vincent R., Dann T., Brook J. R. Associations between ambient particulate sulfate and admissions to Ontario hospitals for cardiac and respiratory diseases. Am J Epidemiol. 1995 Jul 1;142(1):15–22. doi: 10.1093/oxfordjournals.aje.a117540. [DOI] [PubMed] [Google Scholar]
- Dockery D. W., Pope C. A., 3rd, Xu X., Spengler J. D., Ware J. H., Fay M. E., Ferris B. G., Jr, Speizer F. E. An association between air pollution and mortality in six U.S. cities. N Engl J Med. 1993 Dec 9;329(24):1753–1759. doi: 10.1056/NEJM199312093292401. [DOI] [PubMed] [Google Scholar]
- Dockery D. W., Schwartz J., Spengler J. D. Air pollution and daily mortality: associations with particulates and acid aerosols. Environ Res. 1992 Dec;59(2):362–373. doi: 10.1016/s0013-9351(05)80042-8. [DOI] [PubMed] [Google Scholar]
- Fairley D. The relationship of daily mortality to suspended particulates in Santa Clara County, 1980-1986. Environ Health Perspect. 1990 Nov;89:159–168. doi: 10.1289/ehp.9089159. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hatzakis A., Katsouyanni K., Kalandidi A., Day N., Trichopoulos D. Short-term effects of air pollution on mortality in Athens. Int J Epidemiol. 1986 Mar;15(1):73–81. doi: 10.1093/ije/15.1.73. [DOI] [PubMed] [Google Scholar]
- Kinney P. L., Ozkaynak H. Associations of daily mortality and air pollution in Los Angeles County. Environ Res. 1991 Apr;54(2):99–120. doi: 10.1016/s0013-9351(05)80094-5. [DOI] [PubMed] [Google Scholar]
- Mazumdar S., Schimmel H., Higgins I. T. Relation of daily mortality to air pollution: an analysis of 14 London winters, 1958/59-1971/72. Arch Environ Health. 1982 Jul-Aug;37(4):213–220. doi: 10.1080/00039896.1982.10667567. [DOI] [PubMed] [Google Scholar]
- Pope C. A., 3rd Respiratory disease associated with community air pollution and a steel mill, Utah Valley. Am J Public Health. 1989 May;79(5):623–628. doi: 10.2105/ajph.79.5.623. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pope C. A., 3rd Respiratory hospital admissions associated with PM10 pollution in Utah, Salt Lake, and Cache Valleys. Arch Environ Health. 1991 Mar-Apr;46(2):90–97. doi: 10.1080/00039896.1991.9937434. [DOI] [PubMed] [Google Scholar]
- Pope C. A., 3rd, Schwartz J., Ransom M. R. Daily mortality and PM10 pollution in Utah Valley. Arch Environ Health. 1992 May-Jun;47(3):211–217. doi: 10.1080/00039896.1992.9938351. [DOI] [PubMed] [Google Scholar]
- Pope C. A., 3rd, Thun M. J., Namboodiri M. M., Dockery D. W., Evans J. S., Speizer F. E., Heath C. W., Jr Particulate air pollution as a predictor of mortality in a prospective study of U.S. adults. Am J Respir Crit Care Med. 1995 Mar;151(3 Pt 1):669–674. doi: 10.1164/ajrccm/151.3_Pt_1.669. [DOI] [PubMed] [Google Scholar]
- Schwartz J. Air pollution and daily mortality: a review and meta analysis. Environ Res. 1994 Jan;64(1):36–52. doi: 10.1006/enrs.1994.1005. [DOI] [PubMed] [Google Scholar]
- Schwartz J. Air pollution and hospital admissions for the elderly in Birmingham, Alabama. Am J Epidemiol. 1994 Mar 15;139(6):589–598. doi: 10.1093/oxfordjournals.aje.a117048. [DOI] [PubMed] [Google Scholar]
- Schwartz J. Air pollution and hospital admissions for the elderly in Detroit, Michigan. Am J Respir Crit Care Med. 1994 Sep;150(3):648–655. doi: 10.1164/ajrccm.150.3.8087333. [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., Dockery D. W. Particulate air pollution and daily mortality in Steubenville, Ohio. Am J Epidemiol. 1992 Jan 1;135(1):12–25. doi: 10.1093/oxfordjournals.aje.a116195. [DOI] [PubMed] [Google Scholar]
- Schwartz J., Marcus A. Mortality and air pollution in London: a time series analysis. Am J Epidemiol. 1990 Jan;131(1):185–194. doi: 10.1093/oxfordjournals.aje.a115473. [DOI] [PubMed] [Google Scholar]
- Schwartz J. PM10, ozone, and hospital admissions for the elderly in Minneapolis-St. Paul, Minnesota. Arch Environ Health. 1994 Sep-Oct;49(5):366–374. doi: 10.1080/00039896.1994.9954989. [DOI] [PubMed] [Google Scholar]
- Schwartz J. Particulate air pollution and daily mortality in Detroit. Environ Res. 1991 Dec;56(2):204–213. doi: 10.1016/s0013-9351(05)80009-x. [DOI] [PubMed] [Google Scholar]
- Schwartz J., Slater D., Larson T. V., Pierson W. E., Koenig J. Q. Particulate air pollution and hospital emergency room visits for asthma in Seattle. Am Rev Respir Dis. 1993 Apr;147(4):826–831. doi: 10.1164/ajrccm/147.4.826. [DOI] [PubMed] [Google Scholar]
- Schwartz J., Slater D., Larson T. V., Pierson W. E., Koenig J. Q. Particulate air pollution and hospital emergency room visits for asthma in Seattle. Am Rev Respir Dis. 1993 Apr;147(4):826–831. doi: 10.1164/ajrccm/147.4.826. [DOI] [PubMed] [Google Scholar]
- Schwartz J., Spix C., Wichmann H. E., Malin E. Air pollution and acute respiratory illness in five German communities. Environ Res. 1991 Oct;56(1):1–14. doi: 10.1016/s0013-9351(05)80104-5. [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. What are people dying of on high air pollution days? Environ Res. 1994 Jan;64(1):26–35. doi: 10.1006/enrs.1994.1004. [DOI] [PubMed] [Google Scholar]
- Spix C., Heinrich J., Dockery D., Schwartz J., Völksch G., Schwinkowski K., Cöllen C., Wichmann H. E. Air pollution and daily mortality in Erfurt, east Germany, 1980-1989. Environ Health Perspect. 1993 Nov;101(6):518–526. doi: 10.1289/ehp.93101518. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sunyer J., Sáez M., Murillo C., Castellsague J., Martínez F., Antó J. M. Air pollution and emergency room admissions for chronic obstructive pulmonary disease: a 5-year study. Am J Epidemiol. 1993 Apr 1;137(7):701–705. doi: 10.1093/oxfordjournals.aje.a116730. [DOI] [PubMed] [Google Scholar]
- Thurston G. D., Ito K., Kinney P. L., Lippmann M. A multi-year study of air pollution and respiratory hospital admissions in three New York State metropolitan areas: results for 1988 and 1989 summers. J Expo Anal Environ Epidemiol. 1992 Oct-Dec;2(4):429–450. [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]
- Walters S., Griffiths R. K., Ayres J. G. Temporal association between hospital admissions for asthma in Birmingham and ambient levels of sulphur dioxide and smoke. Thorax. 1994 Feb;49(2):133–140. doi: 10.1136/thx.49.2.133. [DOI] [PMC free article] [PubMed] [Google Scholar]