Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • Original Article
  • Published:

Estimating particle exposure in the Mexico City metropolitan area

Abstract

Study question: We examined whether methods for measuring exposure to airborne particles less than 10 μm in aerodynamic diameter (PM10) in the Mexico City metropolitan area give different estimates of PM10 levels, and the nature of these differences, and developed a model for estimating missing PM10 data for one measurement method. Methods: Government PM10 measurements using two different technologies at five sites (the Sierra–Anderson PM10 High-Volume Air Sampler System, Hi-Vol) (every sixth day) and the Rupprecht and Patashnik Tapered Element Oscillating Microbalance (TEOM) monitor (daily), as well as Harvard Impactor (HI) data collected for research purposes from one monitoring station were matched by day and monitoring site, then compared visually and with basic descriptive statistics. We fit linear regression models with airport visual range measurements, meteorological data, and information on other air pollutants to predict the Hi-Vol measured PM10 levels for those days when direct measurements were not available. Results: We found relatively low correlations (r ranging from 0.46 to 0.63) between PM10 measured with the TEOM and Hi-Vol methods, and highly variable differences (0–70 μg/m3) between the means of these measurements, depending on monitoring site. The HI measurements had a relatively high correlation with the Hi-Vol measurements (r=0.90). The models developed for the missing Hi-Vol measurements provided a series of estimated values similar to the actual Hi-Vol measurements, although the estimated series did not have high values in the range observed in the measured data. Conclusions: The differences we observed in the PM10 measurements across methods in Mexico City may be important when studying health effects associated with particle exposure, evaluating method performance under conditions and operating protocols similar to those in Mexico City, and determining compliance with air quality standards. The estimated series of PM10 measures may be a useful index of exposure for use in studies of the effects of air pollution on health.

This is a preview of subscription content, access via your institution

Access options

Buy this article

Prices may be subject to local taxes which are calculated during checkout

Figure 1
Figure 2
Figure 3
Figure 4
Figure 5

Similar content being viewed by others

Abbreviations

μg/m3:

micrograms per cubic meter

B ext :

extinction coefficient (total amount of light attenuated through absorption and scattering by particles and gases)

GDF:

Gobierno del Distrito Federal (Government of the Federal District)

HI:

Harvard Impactor low-flow size-fractionated particle sampler

Hi-Vol:

Graseby–Anderson GMW Model 1200 High-Volume Air Sampler System

IMP:

Instituto Mexicano del Petróleo (Mexican Petroleum Institute)

NO2:

nitrogen dioxide

O3:

ozone

PM10:

airborne particles less than 10 μm in aerodynamic diameter

PM2.5:

airborne particles less than 2.5 μm in aerodynamic diameter

ppb:

parts per billion

TEOM:

Rupprecht and Patashnik Tapered Element Oscillating Microbalance

TSP:

total suspended particle

References

  • Abbey DE Ostro BE Fraser G Vancuren T Burchette RJ Estimating fine particulates less than 2.5 microns in aerodynamic diameter (PM2.5) from airport visibility data in California, J Expos Anal Environ Epidemiol (1995) 5: 161–180

    CAS  Google Scholar 

  • Aguilar AG Ezcurra E García T Hiriart MM Pisanty I The basin of Mexico In: Kasperson J.X., Kasperson R.E., and Turner B.L.I. (Eds.) Regions at Risk: Comparisons of Threatened Environments. United Nations University Press, Tokyo 1995

    Google Scholar 

  • Allen G Sioutas C Koutrakis P Reiss R Lurmann FW Roberts PT Evaluation of the TEOM method for measurement of ambient particulate mass in urban areas, J Air Waste Manage Assoc (1997) 47: 682–689

    Article  CAS  Google Scholar 

  • Anderson HR Ponce De Leon A Bland JM Bower JS Strachan DP Air pollution and daily mortality in London: 1987–92, Br Med J (1996) 312: 665–669

    Article  CAS  Google Scholar 

  • AP. Mexican state governments reject daylight-saving time, News Obs (April 3, 1998) http://www.newsobserver.com/newsroom/ntn/world/040398/world2_17483_noframes.html

  • Bobak M Leon DA Air pollution and infant mortality in the Czech Republic, 1986–88, Lancet (1992) 340: 1010–1014

    Article  CAS  Google Scholar 

  • Bravo H Torres R Saavedra M Aguilar S Correlation between TSP, FSP and visibility in a high altitude city (Mexico City), Sci Total Environ (1982) 24: 177–182

    Article  CAS  Google Scholar 

  • Bravo H Saavedra M Torres R Lomas G Nava D Tirado D Particulate carbon, a significant contributor to the visibility reduction of Mexico City, Geofís Int: Rev Unión Geofís Mex (1988) 27: 241–261

    Google Scholar 

  • Chow JC Measurement methods to determine compliance with ambient air quality standards for suspended particles, J Air Waste Manage Assoc (1995) 45: 320–382

    Article  CAS  Google Scholar 

  • Cyrys J Poster: PM2.5 measurements in ambient aerosol: TEOM vs. Harvard Impactor. Presented at International Society for Environmental Epidemiology conference, Buffalo, NY (2000

  • DDF Programa para mejorar la calidad del aire en el Valle de México (Program to Improve Air Quality in the Valley of Mexico). Departamento del Distrito Federal (DDF), Gobierno del Estado de México, Secretaría de Medio Ambiente, Recursos Naturales y Pesca, Secretaría de Salud, Mexico City 1996

  • Delfino RJ Becklake MR Hanley JA Singh B Estimation of unmeasured particulate air pollution data for an epidemiological study of daily respiratory morbidity, Environ Res (1994) 67: 20–38

    Article  CAS  Google Scholar 

  • Dockery DW Pope CA 3rd Acute respiratory effects of particulate air pollution, Annu Rev Public Health (1994) 15: 107–132

    Article  CAS  Google Scholar 

  • Edgerton S Bian X Doran J Fast J Hubbe J Malone E Shaw W Whiteman C Zhong S Arriaga J Ortiz E Ruiz M Sosa G Vega E Limon T Guzman F Archuleta J Bossert J Elliot S Lee J Mcnair L Chow J Watson J Coulter R Doskey P Gaffney J Marley N Neff W Petty R Particulate air pollution in Mexico City: a collaborative research project, J Air Waste Manage Assoc (1999) 49: 1221–1229

    Article  CAS  Google Scholar 

  • Hinds W Aerosol Technology: Properties, Behavior and Measurement of Airborne Particles. Wiley, NY 1982

  • Hoek G Schwartz JD Groot B Eilers P Effects of ambient particulate matter and ozone on daily mortality in Rotterdam, The Netherlands, Arch Environ Health (1997) 52: 455–463

    Article  CAS  Google Scholar 

  • Ito K Thurston GD Characterization and reconstruction of historical London, England, acidic aerosol concentrations, Environ Health Perspect (1989) 79: 35–42

    Article  CAS  Google Scholar 

  • Janssen NA Hoek G Harssema H Brunekreef B Personal exposure to fine particles in children correlates closely with ambient fine particles, Arch Environ Health (1999) 54: 95–101

    Article  CAS  Google Scholar 

  • Kinney PL Ozkaynak H Associations of daily mortality and air pollution in Los Angeles County, Environ Res (1991) 54: 99–120

    Article  CAS  Google Scholar 

  • Kleinbaum DG Kupper LL Muller KE Applied Regression Analysis and Other Multi-Variable Methods. Duxbury Press, Belmont CA 1988 p 718

  • Knobel HH Chen CJ Liang KY Sudden infant death syndrome in relation to weather and optimetrically measured air pollution in Taiwan, Pediatrics (1995) 96: 1106–1110

    CAS  PubMed  Google Scholar 

  • Levy JI Hammitt JK Spengler JD Estimating mortality impacts of particulate matter: what can be learned from between-study variability?, Environ Health Perspect (2000) 108: 109–117

    Article  CAS  Google Scholar 

  • Loomis D Castillejos M Gold DR Mcdonnell W Borja-Aburto VH Air pollution and infant mortality in Mexico City, Epidemiology (1999) 10: 118–123

    Article  CAS  Google Scholar 

  • McMichael AJ Anderson HR Brunekreef B Cohen AJ Inappropriate use of daily mortality analyses to estimate longer-term mortality effects of air pollution, Int J Epidemiol (1998) 27: 450–453

    Article  CAS  Google Scholar 

  • México CAM La contaminación atmosférica en el Valle de México: Acciones para su control, 1988–1994. Comisión Metropolitana Para la Prevención y Control de la Contaminación Ambiental en el Valle de México, Mexico City 1995 pp 34–39

  • Michaels RA Kleinman MT Incidence and apparent health significance of brief airborne particle excursions, Aerosol Sci Technol (2000) 32: 93–105

    Article  CAS  Google Scholar 

  • Moolgavkar SH Luebeck EG A critical review of the evidence on particulate air pollution and mortality, Epidemiology (1996) 7: 420–428

    Article  CAS  Google Scholar 

  • Mora Perdomo VR Melgar Paniagua EM Pascual Gómez C San Miguel Castillo JJ Yañez Rodríguez G Quintanar Isaias A Castillo González H Análisis histórico de la visibilidad en el Aeropuerto Internacional Benito Juárez y Tacubaya de la Ciudad de México e impacto de la contaminación atmosférica en el deterioro de la visibilidad. Instituto Mexicano del Petroleo, Mexico City 1999

    Google Scholar 

  • NOAA Federal Meteorological Handbook No. 1: Surface Weather Observations and Reports (FMH-1). National Oceanic and Atmospheric Administration, Washington, DC 1995

  • Ostro B The association of air pollution and mortality: examining the case for inference, Arch Environ Health (1993) 48: 336–342

    Article  CAS  Google Scholar 

  • Ostro B Fine particulate air pollution and mortality in two Southern California counties, Environ Res (1995) 70: 98–104

    Article  CAS  Google Scholar 

  • Ozkaynak H Schatz AD Thurston GD Relationships between aerosol extinction coefficients derived from airport visual range observations and alternative measures of airborne particle mass, J Air Pollut Control Assoc (1985) 35: 1176–1185

    Article  CAS  Google Scholar 

  • Patashnick H Rupprecht EG Continuous PM-10 measurements using the Tapered Element Oscillating Microbalance, J Air Waste Manage Assoc (1991) 41: 1079–1083

    Article  CAS  Google Scholar 

  • Pope CA Schwartz J Ransom MR Daily mortality and PM10 pollution in Utah Valley, Arch Environ Health (1992) 47: 211–217

    Article  Google Scholar 

  • Richards LW Dye TS Arthur M Byars MS Analysis of ASOS Data for Visibility Purposes. Sonoma Technology, Santa Rosa, CA 1996

    Google Scholar 

  • Saldiva PHN Lichtenfels AJ.FC Paiva PSO Barone IA Martins MA Massad E Pereira JCR Xavier VP Singer JM Bohm GM Association between air pollution and mortality due to respiratory diseases in children in Sao Paulo, Brazil: a preliminary report, Environ Res (1994) 65: 218–225

    Article  CAS  Google Scholar 

  • Schwartz J Particulate air pollution and daily mortality in Detroit, Environ Res (1991) 56: 204–213

    Article  CAS  Google Scholar 

  • Shaddick G Wakefield J Elliott P Modelling levels of pollution for use in time series studies examining the relationship between air pollution and health, Epidemiology (2000) 11: S103

    Google Scholar 

  • Simpson RW Williams G Petroeschevsky A Morgan G Rutherford S Associations between outdoor air pollution and daily mortality in Brisbane, Australia, Arch Environ Health (1997) 52: 442–454

    Article  CAS  Google Scholar 

  • Thurston GD A critical review of PM10-mortality time-series studies, J Expos Anal Environ Epidemiol (1996) 6: 3–21

    CAS  Google Scholar 

  • Vajanapoom N Particulate air pollution and daily mortality in Bangkok Doctoral dissertationUniversity of North Carolina at Chapel Hill 1999

    Google Scholar 

Download references

Acknowledgements

We thank Enrique Camarillo Cruz, Margarita Castillejos Salazar, Jorge Martínez Castillejos, Roberto Muñoz Cruz, and Victor Borja Aburto for data access; the staff of the Centro Nacional de Salud Ambiental, Jean Keller, and Lawrence Park for help with programming and data management; and Evan Hammer and Pablo Cicero Fernández for assistance with the map. We thank Irva Hertz Picciotto, Carl Shy, and Steve Wing for comments on the manuscript. Marie O'Neill received financial support for this research from the Mellon Foundation, the Institute of Latin American Studies at the University of North Carolina-Chapel Hill, a Fulbright-Garcia Robles grant, and the William R. Kenan, Jr. Fellowship. Institutional support in Mexico was provided by the Centro Nacional de Salud Ambiental (Victor Borja Aburto, sponsor) and the Colegio de México (José Luis Lezama, sponsor). Part of this work was completed while Marie O'Neill was employed at the Instituto Nacional de Salud Pública, Cuernavaca, México.

This study was supported, in part, by Cooperative Agreements CR816071 and CR821762 from the US EPA National Health and Ecological Effects Research Laboratory and by the Universidad Autonoma Metropolitana-Xochimilco (UAM-X). Although the research described in this article was funded by the US EPA and UAM-X, it has not been subjected to Agency review and therefore does not necessarily reflect the views of the Agency; no official endorsement should be inferred. Mention of trade names or commercial products does not constitute endorsement or recommendation for use.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to MARIE S O'NEILL.

Rights and permissions

Reprints and permissions

About this article

Cite this article

O'NEILL, M., LOOMIS, D., TORRES MEZA, V. et al. Estimating particle exposure in the Mexico City metropolitan area. J Expo Sci Environ Epidemiol 12, 145–156 (2002). https://doi.org/10.1038/sj.jea.7500212

Download citation

  • Received:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1038/sj.jea.7500212

Keywords

This article is cited by

Search

Quick links