Development of land use regression models for elemental, organic carbon, PAH, and hopanes/steranes in 10 ESCAPE/TRANSPHORM European study areas

Environmental Science and Technology

Volumn 48, Issue 24, 2014, Pages 14435-14444

  Jedynska, Aleksandra ^a   Hoek, Gerard ^b   Wang, Meng ^b,s   Eeftens, Marloes ^b,q,r   Cyrys, Josef ^c,d   Keuken, Menno ^a   Ampe, Christophe ^e   Beelen, Rob ^b   Cesaroni, Giulia ^f   Forastiere, Francesco ^f   Cirach, Marta ^g,h,i   De Hoogh, Kees ^j,q   De Nazelle, Audrey ^g,j   Nystad, Wenche ^k   Declercq, Christophe ^l   Eriksen, Kirsten T ^m   Dimakopoulou, Konstantina ⁿ   Lanki, Timo ^o   Meliefste, Kees ^b   Nieuwenhuijsen, Mark J ^g,h,i   Yli Tuomi, Tarja ^o   Raaschou Nielsen, Ole ^m   Brunekreef, Bert ^b,p   Kooter, Ingeborg M ^a   more..

^a TNO   (Netherlands)

^b UTRECHT UNIVERSITY   (Netherlands)

^c INSTITUTE OF EPIDEMIOLOGY   (Germany)

^d UNIVERSITY OF AUGSBURG   (Germany)

^e AIRPARIF   (France)

^f DEPARTMENT OF EPIDEMIOLOGY   (Italy)

^g CENTRE FOR RESEARCH IN ENVIRONMENTAL EPIDEMIOLOGY CREAL   (Spain)

^h HOSPITAL DEL MAR   (Spain)

ⁱ CIBER EPIDEMIOLOGÍA Y SALUD PÚBLICA CIBERESP   (Spain)

^j IMPERIAL COLLEGE LONDON   (United Kingdom)

^k NORWEGIAN INSTITUTE OF PUBLIC HEALTH   (Norway)

^l Department of Chronic Diseases and Injuries   (France)

^m DANISH CANCER SOCIETY RESEARCH CENTER   (Denmark)

ⁿ UNIVERSITY OF ATHENS MEDICAL SCHOOL   (Greece)

^o NATIONAL PUBLIC HEALTH INSTITUTE   (Finland)

^p UNIVERSITY MEDICAL CENTER UTRECHT   (Netherlands)

^q SWISS TROPICAL AND PUBLIC HEALTH INSTITUTE   (Switzerland)

^r UNIVERSITY OF BASEL   (Switzerland)

^s UNIVERSITY OF WASHINGTON   (United States)

more..

Author keywords

[No Author keywords available]

Indexed keywords

LAND USE; NITROGEN OXIDES; ORGANIC CARBON; REGRESSION ANALYSIS;

ANNUAL AVERAGE CONCENTRATION; ELEMENTAL AND ORGANIC CARBONS; EPIDEMIOLOGICAL STUDIES; LAND USE REGRESSION; LAND-USE REGRESSION MODELS; PARTICLE COMPOSITION; POLYCYCLIC AROMATIC HYDROCARBON (PAH); PREDICTOR VARIABLES;

POLYCYCLIC AROMATIC HYDROCARBONS;

BENZO[A]PYRENE; CARBON; CHRYSENE; ELEMENTAL CARBON; HOPANOID; ORGANIC CARBON; POLYCYCLIC AROMATIC HYDROCARBON; PREDNISOLONE; UNCLASSIFIED DRUG; AIR POLLUTANT; HOPANE; TRITERPENE;

ATMOSPHERIC POLLUTION; CARBON; GIS; HEALTH IMPACT; LAND USE CHANGE; PAH; PARTICULATE MATTER; PUBLIC HEALTH; REGRESSION ANALYSIS; TERPENE; TRAFFIC EMISSION;

ARTICLE; EUROPEAN; GEOGRAPHIC INFORMATION SYSTEM; LAND USE; LAND USE REGRESSION; PARTICULATE MATTER; POLLUTANT; AIR POLLUTANT; ANALYSIS; EUROPE; HUMAN; INDUSTRY; MOTOR VEHICLE; POPULATION DENSITY; REGRESSION ANALYSIS; THEORETICAL MODEL;

EUROPE;

AIR POLLUTANTS; CARBON; EUROPE; GEOGRAPHIC INFORMATION SYSTEMS; HUMANS; INDUSTRY; MODELS, THEORETICAL; MOTOR VEHICLES; POLYCYCLIC HYDROCARBONS, AROMATIC; POPULATION DENSITY; REGRESSION ANALYSIS; TRITERPENES;

EID: 84918591214     PISSN: 0013936X     EISSN: 15205851     Source Type: Journal    
DOI: 10.1021/es502568z     Document Type: Article

References (41)

1. Brunekreef, B.; Holgate, S. T. Air pollution and health Lancet 2002, 360, 1233-1242
2. Pope, C. A., III; Dockery, D. W. Health effects of fine particulate air pollution: lines that connect J. Air Waste Manag. Assoc. 2006, 56, 709-742
3. WHO Regional Office for Europe Review of evidence on health aspects of air pollution-REVIHAAP Project; Word Health Organization, Copenhagen, Denmark, 2013
4. Stanek, L. W.; Sacks, J. D.; Dutton, S. J.; Dubois, J. B. Attributing health effects to apportioned components and sources of particulate matter: An evaluation of collective results Atmos. Environ. 2011, 45, 5655-5663
5. Kelly, F. J.; Fussell, J. C. Size, source and chemical composition as determinants of toxicity attributable to ambient particulate matter Atmos. Environ. 2012, 60, 504-526
6. Vedal, S.; Campen, M. J.; McDonald, J. D.; Larson, T. V.; Sampson, P. D.; Sheppard, L.; Simpson, C. D.; Szpiro, A. A. National Particle Component Toxicity (NPACT) initiative report on cardiovascular effects Res. Rep. Health Eff. Inst. 2013, 178, 5-8
7. Lippmann, M.; Chen, L. C.; Gordon, T.; Ito, K.; Thurston, G. D. National Particle Component Toxicity (NPACT) Initiative: integrated epidemiologic and toxicologic studies of the health effects of particulate matter components Res. Rep. Health Eff. Inst. 2013, 177, 5-13
8. Penner, J. E.; Novakov, T. Carbonaceous particles in the atmosphere: A historical perspective to the Fifth International Conference on Carbonaceous Particles in the Atmosphere J. Geophys. Res.: Atmos. 1996, 101, 19373-19378
9. Cyrys, J.; Heinrich, J.; Hoek, G.; Meliefste, K.; Lewne, M.; Gehring, U.; Bellander, T.; Fischer, P.; van Vliet, P.; Brauer, M.; Wichmann, H. E.; Brunekreef, B. Comparison between different traffic-related particle indicators: elemental carbon (EC), PM2.5 mass, and absorbance J. Expo. Anal. Environ. Epidemiol. 2003, 13, 134-143
10. Heal, M. R.; Quincey, P. The relationship between black carbon concentration and black smoke: A more general approach Atmos. Environ. 2012, 54, 538-544
11. Schaap, M.; Denier van der Gon, H. A. C. On the variability of Black Smoke and carbonaceous aerosols in the Netherlands Atmos. Environ. 2007, 41, 5908-5920
12. Keuken, M.; Jonkers, S.; Zandveld, P.; Voogt, M. Elemental carbon as an indicator for evaluating the impact of traffic measures on air quality and health Atmos. Environ. 2012, 61, 1-8
13. Janssen, N. A.; Hoek, G.; Simic-Lawson, M.; Fischer, P.; van Bree, L.; ten Brink, H.; Keuken, M.; Atkinson, R. W.; Anderson, H. R.; Brunekreef, B.; Cassee, F. R. Black carbon as an additional indicator of the adverse health effects of airborne particles compared with PM10 and PM2.5 Environ. Health Perspect. 2011, 119, 1691-1699
14. Kim, S. Y.; Peel, J. L.; Hannigan, M. P.; Dutton, S. J.; Sheppard, L.; Clark, M. L.; Vedal, S. The temporal lag structure of short-term associations of fine particulate matter chemical constituents and cardiovascular and respiratory hospitalizations Environ. Health Perspect. 2012, 120, 1094-1099
15. Son, J. Y.; Lee, J. T.; Kim, K. H.; Jung, K.; Bell, M. L. Characterization of fine particulate matter and associations between particulate chemical constituents and mortality in Seoul, Korea Environ. Health Perspect. 2012, 120, 872-878
16. Ostro, B.; Reynolds, P.; Goldberg, D.; Hertz, A.; Burnett, R. T.; Shin, H.; Hughes, E.; Garcia, C.; Henderson, K. D.; Bernstein, L. Assessing Long-Term Exposure in the California Teachers Study Environ. Health Perspect. 2011, 119, A242
17. Ravindra, K.; Sokhi, R.; Van Grieken, R. Atmospheric polycyclic aromatic hydrocarbons: Source attribution, emission factors and regulation Atmos. Environ. 2008, 42, 2895-2921
18. Nielsen, T.; Jørgensen, H. E.; Larsen, J. C.; Poulsen, M. City air pollution of polycyclic aromatic hydrocarbons and other mutagens: occurrence, sources and health effects Sci. Total Environ. 1996, 189-190, 41-49
19. Delfino, R. J.; Staimer, N.; Tjoa, T.; Arhami, M.; Polidori, A.; Gillen, D. L.; George, S. C.; Shafer, M. M.; Schauer, J. J.; Sioutas, C. Associations of primary and secondary organic aerosols with airway and systemic inflammation in an elderly panel cohort Epidemiology 2010, 21, 892-902
20. EUD (European Union Directive) Directive 2004/107/EC of the European Parliament and of the Council of 15 December 2004 relating to arsenic, cadmium, mercury, nickel and polycyclic aromatic hydrocarbons in ambient air Off. J. Eur. Communities: Legis. 2005, 23, 3-16
21. Cass, G. R. Organic molecular tracers for particulate air pollution sources TrAC, Trends Anal. Chem. 1998, 17, 356-366
22. McDonald, J. D.; Eide, I.; Seagrave, J.; Zielinska, B.; Whitney, K.; Lawson, D. R.; Mauderly, J. L. Relationship between composition and toxicity of motor vehicle emission samples Environ. Health Perspect. 2004, 112, 1527-1538
23. Hoek, G.; Beelen, R.; de Hoogh, K.; Vienneau, D.; Gulliver, J.; Fischer, P.; Briggs, D. A review of land-use regression models to assess spatial variation of outdoor air pollution Atmos. Environ. 2008, 42, 7561-7578
24. Beelen, R.; Hoek, G.; Vienneau, D.; Eeftens, M.; Dimakopoulou, K.; Pedeli, X.; Tsai, M.; Künzli, N.; Schikowski, T.; Marcon, A. Development of NO2 and NOx land use regression models for estimating air pollution exposure in 36 study areas in Europe-The ESCAPE project Atmos. Environ. 2013, 72, 10-23
25. Eeftens, M.; Beelen, R.; de Hoogh, K.; Bellander, T.; Cesaroni, G.; Cirach, M.; Declercq, C.; Dedele, A.; Dons, E.; de Nazelle, A. Development of Land Use Regression models for PM(2.5), PM(2.5) absorbance, PM(10) and PM(coarse) in 20 European study areas; results of the ESCAPE project Environ. Sci. Technol. 2012, 46, 11195-11205
26. de Hoogh, K.; Wang, M.; Adam, M.; Badaloni, C.; Beelen, R.; Birk, M.; Cesaroni, G.; Cirach, M.; Declercq, C.; Dedele, A. Development of Land Use Regression Models for Particle Composition in Twenty Study Areas in Europe Environ. Sci. Technol. 2013, 47, 5778-5786
27. Larson, T.; Su, J.; Baribeau, A.; Buzzelli, M.; Setton, E.; Brauer, M. A spatial model of urban winter woodsmoke concentrations Environ. Sci. Technol. 2007, 41, 2429-2436
28. Su, J. G.; Buzzelli, M.; Brauer, M.; Gould, T.; Larson, T. V. Modeling spatial variability of airborne levoglucosan in Seattle, Washington Atmos. Environ. 2008, 42, 5519-5525
29. Smargiassi, A.; Brand, A.; Fournier, M.; Tessier, F.; Goudreau, S.; Rousseau, J.; Benjamin, M. A spatiotemporal land-use regression model of winter fine particulate levels in residential neighbourhoods J. Exposure Sci. Environ. Epidemiol. 2012, 22, 331-338
30. Noth, E. M.; Hammond, S. K.; Biging, G. S.; Tager, I. B. A spatial-temporal regression model to predict daily outdoor residential PAH concentrations in an epidemiologic study in Fresno, CA Atmos. Environ. 2011, 45, 2394-2403
31. Eeftens, M.; Tsai, M.; Ampe, C.; Anwander, B.; Beelen, R.; Bellander, T.; Cesaroni, G.; Cirach, M.; Cyrys, J.; de Hoogh, K. Spatial variation of PM2.5, PM10, PM2.5 absorbance and PMcoarse concentrations between and within 20 European study areas and the relationship with NO2-Results of the ESCAPE project Atmos. Environ. 2012, 62, 303-317
32. Beelen, R.; Raaschou-Nielsen, O.; Stafoggia, M.; Andersen, Z. J.; Weinmayr, G.; Hoffmann, B.; Wolf, K.; Samoli, E.; Fischer, P.; Nieuwenhuijsen, M. Effects of long-term exposure to air pollution on natural-cause mortality: an analysis of 22 European cohorts within the multicentre ESCAPE project Lancet 2014, 383, 785-795
33. Jedynska, A.; Hoek, G.; Eeftens, M.; Cyrys, J.; Keuken, M.; Ampe, C.; Beelen, R.; Cesaroni, G.; Forastiere, F.; Cirach, M. Spatial variations of PAH, hopanes/steranes and EC/OC concentrations within and between European study areas Atmos. Environ. 2014, 87, 239-248
34. Cyrys, J.; Eeftens, M.; Heinrich, J.; Ampe, C.; Armengaud, A.; Beelen, R.; Bellander, T.; Beregszaszi, T.; Birk, M.; Cesaroni, G. Variation of NO2 and NOx concentrations between and within 36 European study areas: Results from the ESCAPE study Atmos. Environ. 2012, 62, 374-390
35. Cavalli, F.; Viana, M.; Yttri, K. E.; Genberg, J.; Putaud, J. Toward a standardised thermal-optical protocol for measuring atmospheric organic and elemental carbon: the EUSAAR protocol Atmos. Meas. Technol. Discuss. 2009, 2, 2321-2345
36. Hoek, G.; Beelen, R.; Kos, G.; Dijkema, M.; van der Zee, S. C.; Fischer, P. H.; Brunekreef, B. Land use regression model for ultrafine particles in Amsterdam Environ. Sci. Technol. 2010, 45, 622-628
37. Saarikoski, S.; Timonen, H.; Saarnio, K.; Aurela, M.; Järvi, L.; Keronen, P.; Kerminen, V.; Hillamo, R. Sources of organic carbon in fine particulate matter in northern European urban air Atmos.Chem.Phys. 2008, 8, 6281-6295
38. Larson, T.; Henderson, S. B.; Brauer, M. Mobile monitoring of particle light absorption coefficient in an urban area as a basis for land use regression Environ. Sci. Technol. 2009, 43, 4672-4678
39. Basagaña, X.; Rivera, M.; Aguilera, I.; Agis, D.; Bouso, L.; Elosua, R.; Foraster, M.; de Nazelle, A.; Nieuwenhuijsen, M.; Vila, J.; Künzli, N. Effect of the number of measurement sites on land use regression models in estimating local air pollution Atmos. Environ. 2012, 54, 634-642
40. Wang, M.; Beelen, R.; Basagana, X.; Becker, T.; Cesaroni, G.; de Hoogh, K.; Dedele, A.; Declercq, C.; Dimakopoulou, K.; Eeftens, M. Evaluation of land use regression models for NO2 and particulate matter in 20 European study areas: the ESCAPE project Environ. Sci. Technol. 2013, 47, 4357-4364
41. Wang, M.; Beelen, R.; Stafoggia, M.; Raaschou-Nielsen, O.; Andersen, Z. J.; Hoffmann, B.; Fischer, P.; Houthuijs, D.; Nieuwenhuijsen, M.; Weinmayr, G. Long-term exposure to elemental constituents of particulate matter and cardiovascular mortality in 19 European cohorts: Results from the ESCAPE and TRANSPHORM projects Environ. Int. 2014, 66, 97-106