Comparison of Remote Sensing and Fixed-Site Monitoring Approaches for Examining Air Pollution and Health in a National Study Population

Satellite remote sensing (RS) has emerged as a cutting edge approach for estimating ground level ambient air pollution. Previous studies have reported a high correlation between ground level PM2.5 and NO2 estimated by RS and measurements collected at regulatory monitoring sites. The current study examined associations between air pollution and adverse respiratory and allergic health outcomes using multi-year averages of NO2 and PM2.5 from RS and from regulatory monitoring. RS estimates were derived using satellite measurements from OMI, MODIS, and MISR instruments. Regulatory monitoring data were obtained from Canada's National Air Pollution Surveillance Network. Self-reported prevalence of doctor-diagnosed asthma, current asthma, allergies, and chronic bronchitis were obtained from the Canadian Community Health Survey (a national sample of individuals 12 years of age and older). Multi-year ambient pollutant averages were assigned to each study participant based on their six digit postal code at the time of health survey, and were used as a marker for long-term exposure to air pollution. RS derived estimates of NO2 and PM2.5 were associated with 6e10% increases in respiratory and allergic health outcomes per interquartile range (3.97 m gm � 3 for PM2.5 and 1.03 ppb for NO2) among adults (aged 20e64) in the national study population. Risk estimates for air pollution and respiratory/ allergic health outcomes based on RS were similar to risk estimates based on regulatory monitoring for areas where regulatory monitoring data were available (within 40 km of a regulatory monitoring sta- tion). RS derived estimates of air pollution were also associated with adverse health outcomes among participants residing outside the catchment area of the regulatory monitoring network (p < 0.05).

[1]  D. Jacob,et al.  Estimating ground-level PM2.5 in the eastern United States using satellite remote sensing. , 2005, Environmental science & technology.

[2]  C. Rand,et al.  Indoor exposures to air pollutants and allergens in the homes of asthmatic children in inner-city Baltimore. , 2005, Environmental research.

[3]  Relating Air Quality And EnvironmentalPublic Health Tracking Data , 2005 .

[4]  Altaf Arain,et al.  A review and evaluation of intraurban air pollution exposure models , 2005, Journal of Exposure Analysis and Environmental Epidemiology.

[5]  Jeremy A Sarnat,et al.  Asthma and air quality , 2007, Current opinion in pulmonary medicine.

[6]  S. Kennedy,et al.  Insights into the 'healthy immigrant effect': health status and health service use of immigrants to Canada. , 2004, Social science & medicine.

[7]  R Letz,et al.  Nitrogen dioxide inside and outside 137 homes and implications for ambient air quality standards and health effects research. , 1983, Environmental science & technology.

[8]  S. Fuss,et al.  The Adverse Effects of Air Pollution on the Nervous System , 2012, Journal of toxicology.

[9]  W James Gauderman,et al.  Childhood Asthma and Exposure to Traffic and Nitrogen Dioxide , 2005, Epidemiology.

[10]  Xiaohui Xu,et al.  Predicting regional space–time variation of PM2.5 with land-use regression model and MODIS data , 2011, Environmental Science and Pollution Research.

[11]  Chao Luo,et al.  Indirect validation of tropospheric nitrogen dioxide retrieved from the OMI satellite instrument: Insight into the seasonal variation of nitrogen oxides at northern midlatitudes , 2010 .

[12]  Windsor, Ontario exposure assessment study: design and methods validation of personal, indoor, and outdoor air pollution monitoring. , 2011, Journal of the Air & Waste Management Association.

[13]  Yang Liu,et al.  Estimating Regional Spatial and Temporal Variability of PM2.5 Concentrations Using Satellite Data, Meteorology, and Land Use Information , 2009, Environmental health perspectives.

[14]  Richard T Burnett,et al.  Associations between cigarette smoking, obesity, sociodemographic characteristics and remote-sensing-derived estimates of ambient PM2.5: results from a Canadian population-based survey , 2011, Occupational and Environmental Medicine.

[15]  S. Christopher,et al.  Remote Sensing of Particulate Pollution from Space: Have We Reached the Promised Land? , 2009, Journal of the Air & Waste Management Association.

[16]  Windsor, Ontario Exposure Assessment Study: Design and Methods Validation of Personal, Indoor, and Outdoor Air Pollution Monitoring , 2011, Journal of the Air & Waste Management Association.

[17]  B. Brunekreef,et al.  Epidemiological evidence of effects of coarse airborne particles on health , 2005, European Respiratory Journal.

[18]  M. Brauer,et al.  Global Estimates of Ambient Fine Particulate Matter Concentrations from Satellite-Based Aerosol Optical Depth: Development and Application , 2010, Environmental health perspectives.

[19]  B. Holben,et al.  Global monitoring of air pollution over land from the Earth Observing System-Terra Moderate Resolution Imaging Spectroradiometer (MODIS) , 2003 .

[20]  Kuriyama,et al.  [Nitrogen dioxide] , 2020, Cadernos de saude publica.

[21]  D. Jacob,et al.  Global modeling of tropospheric chemistry with assimilated meteorology : Model description and evaluation , 2001 .

[22]  M. Brauer,et al.  Risk of Nonaccidental and Cardiovascular Mortality in Relation to Long-term Exposure to Low Concentrations of Fine Particulate Matter: A Canadian National-Level Cohort Study , 2012, Environmental health perspectives.

[23]  Lorraine Remer,et al.  MISR Aerosol Product Attributes and Statistical Comparisons With MODIS , 2009, IEEE Transactions on Geoscience and Remote Sensing.

[24]  E. Landulfo,et al.  Assessment of biomass burnings activity with the synergy of sunphotometric and LIDAR measurements in São Paulo, Brazil , 2010 .

[25]  Martin Bobak,et al.  Ambient Air Pollution and Pregnancy Outcomes: A Review of the Literature , 2005, Environmental health perspectives.

[26]  J. Schwartz,et al.  Assessing temporally and spatially resolved PM2.5 exposures for epidemiological studies using satellite aerosol optical depth measurements , 2011 .

[27]  R. Byrd,et al.  Urban asthma. , 2006, Current opinion in pulmonary medicine.

[28]  L. Sheppard,et al.  Long-term exposure to air pollution and incidence of cardiovascular events in women. , 2007, The New England journal of medicine.

[29]  Robert C. Levy,et al.  Optimal estimation for global ground‐level fine particulate matter concentrations , 2013 .

[30]  Andrew Saxon,et al.  Air pollution and allergy: you are what you breathe , 2005, Nature Immunology.

[31]  P. Langer The impacts of organochlorines and other persistent pollutants on thyroid and metabolic health , 2010, Frontiers in Neuroendocrinology.

[32]  K Sexton,et al.  Formaldehyde concentrations inside private residences: a mail-out approach to indoor air monitoring. , 1986, Journal of the Air Pollution Control Association.

[33]  Kiros Berhane,et al.  Traffic, Susceptibility, and Childhood Asthma , 2006, Environmental health perspectives.

[34]  Jennifer Ali,et al.  Recent Research on Immigrant Health from Statistics Canada’s Population Surveys , 2004, Canadian Journal of Public Health.

[35]  Daniel Krewski,et al.  Random effects Cox models: A Poisson modelling approach , 2003 .

[36]  J. Pearce,et al.  A review of intraurban variations in particulate air pollution: Implications for epidemiological research , 2005 .

[37]  J. Gulliver,et al.  A review of land-use regression models to assess spatial variation of outdoor air pollution , 2008 .

[38]  W. Rea,et al.  Adverse health effects of outdoor air pollutants. , 2006, Environment international.

[39]  M. Brauer,et al.  Exposure Assessment in Cohort Studies of Childhood Asthma , 2010, Environmental health perspectives.

[40]  M. Brauer,et al.  Three Measures of Forest Fire Smoke Exposure and Their Associations with Respiratory and Cardiovascular Health Outcomes in a Population-Based Cohort , 2011, Environmental health perspectives.

[41]  M. Clyde,et al.  Health Effects of Air Pollution: A Statistical Review , 2003 .

[42]  J. Schwartz,et al.  Incorporating local land use regression and satellite aerosol optical depth in a hybrid model of spatiotemporal PM2.5 exposures in the Mid-Atlantic states. , 2012, Environmental science & technology.

[43]  Jun Wang,et al.  Satellite remote sensing of particulate matter and air quality assessment over global cities , 2006 .

[44]  Halûk Özkaynak,et al.  A participant-based approach to indoor/outdoor air monitoring in community health studies , 2009, Journal of Exposure Science and Environmental Epidemiology.

[45]  David D. Nelson,et al.  Evaluation of nitrogen dioxide chemiluminescence monitors in a polluted urban environment , 2007 .

[46]  M. Steinbacher,et al.  Nitrogen oxide measurements at rural sites in Switzerland : Bias of conventional measurement techniques , 2007 .

[47]  Shilu Tong,et al.  Health effects of ambient air pollution – recent research development and contemporary methodological challenges , 2008, Environmental health : a global access science source.

[48]  J. Balmes,et al.  Outdoor air pollution and asthma , 2014, The Lancet.

[49]  M. Riedl The effect of air pollution on asthma and allergy , 2008, Current allergy and asthma reports.

[50]  Frank D Gilliland,et al.  Recent evidence for adverse effects of residential proximity to traffic sources on asthma , 2008, Current opinion in pulmonary medicine.

[51]  Joseph P. Pinto,et al.  Ground-level nitrogen dioxide concentrations inferred from the satellite-borne Ozone Monitoring Instrument , 2008 .

[52]  S. Freitas,et al.  Estimating trace gas and aerosol emissions over South America: Relationship between fire radiative energy released and aerosol optical depth observations , 2009 .

[53]  Daniel Krewski,et al.  Mortality and Long-Term Exposure to Ambient Air Pollution: Ongoing Analyses Based on the American Cancer Society Cohort , 2005, Journal of toxicology and environmental health. Part A.

[54]  M. Razinger,et al.  Biomass burning emissions estimated with a global fire assimilation system based on observed fire radiative power , 2011 .

[55]  Xiangao Xia,et al.  Variation of column‐integrated aerosol properties in a Chinese urban region , 2006 .

[56]  Massimo Franchini,et al.  Air pollution and cardiovascular disease. , 2012, Thrombosis research.

[57]  Julian D Marshall,et al.  National satellite-based land-use regression: NO2 in the United States. , 2011, Environmental science & technology.

[58]  J. Samet Traffic, Air Pollution, and Health , 2007, Inhalation toxicology.

[59]  Julian D. Marshall,et al.  National Satellite-based Land Use Regression: NO2 in the United States , 2011 .

[60]  Kerrie Mengersen,et al.  Methodology for assessing exposure and impacts of air pollutants in school children: Data collection, analysis and health effects – A literature review , 2011 .

[61]  J. W. Drummond,et al.  Intercomparison of NO sub 2 measurement techniques , 1990 .

[62]  A. Peters,et al.  Comparison of different methods in analyzing short-term air pollution effects in a cohort study of susceptible individuals , 2006, Epidemiologic perspectives & innovations : EP+I.

[63]  L. Folinsbee Human health effects of air pollution. , 1993, Environmental health perspectives.

[64]  M. Goldberg,et al.  A Systematic Review of the Relation Between Long-term Exposure to Ambient Air Pollution and Chronic Diseases , 2008, Reviews on environmental health.

[65]  A. Peters,et al.  Particulate Matter Air Pollution and Cardiovascular Disease: An Update to the Scientific Statement From the American Heart Association , 2010, Circulation.

[66]  Michael Jerrett,et al.  Spatial Modeling in Environmental and Public Health Research , 2010, International journal of environmental research and public health.

[67]  Multiyear MODIS observation of global aerosols from EOS Terra/Aqua satellites: validation, variability, and application , 2003, IGARSS 2003. 2003 IEEE International Geoscience and Remote Sensing Symposium. Proceedings (IEEE Cat. No.03CH37477).

[68]  Vlad Isakov,et al.  A Modeling Methodology to Support Evaluation of Public Health Impacts on Air Pollution Reduction Programs , 2008 .

[69]  Vlad Isakov,et al.  Evaluation of land-use regression models used to predict air quality concentrations in an urban area , 2010 .

[70]  Joellen Lewtas,et al.  Air pollution combustion emissions: characterization of causative agents and mechanisms associated with cancer, reproductive, and cardiovascular effects. , 2007, Mutation research.

[71]  Rupsha Mitra,et al.  Ambient Air Pollution , 2014, Pediatric Clinical Practice Guidelines & Policies.

[72]  M. Brauer,et al.  Creating National Air Pollution Models for Population Exposure Assessment in Canada , 2011, Environmental health perspectives.

[73]  Francesco Forastiere,et al.  Short-Term Effects of PM10 and NO2 on Respiratory Health among Children with Asthma or Asthma-like Symptoms: A Systematic Review and Meta-Analysis , 2009, Environmental health perspectives.

[74]  P. Lioy,et al.  Sampling design, response rates, and analysis weights for the National Human Exposure Assessment Survey (NHEXAS) in EPA Region 5 , 1999, Journal of Exposure Analysis and Environmental Epidemiology.

[75]  L. Sheldon,et al.  The design and field implementation of the Detroit Exposure and Aerosol Research Study , 2009, Journal of Exposure Science and Environmental Epidemiology.

[76]  F. Kelly,et al.  Monitoring air pollution: Use of early warning systems for public health , 2012, Respirology.

[77]  David Diaz-Sanchez,et al.  Diesel fumes and the rising prevalence of atopy: An urban legend? , 2003, Current allergy and asthma reports.

[78]  G. Diette,et al.  Home indoor pollutant exposures among inner-city children with and without asthma. , 2006, Environmental health perspectives.

[79]  M. Green Air pollution and health , 1995 .

[80]  R. Burnett,et al.  Overview of the Reanalysis of the Harvard Six Cities Study and American Cancer Society Study of Particulate Air Pollution and Mortality , 2003, Journal of toxicology and environmental health. Part A.

[81]  E. Vermote,et al.  Second‐generation operational algorithm: Retrieval of aerosol properties over land from inversion of Moderate Resolution Imaging Spectroradiometer spectral reflectance , 2007 .

[82]  George M Hidy,et al.  Remote Sensing of Particulate Pollution from Space: Have We Reached the Promised Land? , 2009, Journal of the Air & Waste Management Association.

[83]  Marc L. Serre,et al.  Comparison of Geostatistical Interpolation and Remote Sensing Techniques for Estimating Long-Term Exposure to Ambient PM2.5 Concentrations across the Continental United States , 2012, Environmental health perspectives.