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Land use regression models for the oxidative potential of fine particles (PM2.5) in five European areas.

Authors :
Gulliver, John
Morley, David
Dunster, Chrissi
McCrea, Adrienne
van Nunen, Erik
Tsai, Ming-Yi
Probst-Hensch, Nicoltae
Eeftens, Marloes
Imboden, Medea
Ducret-Stich, Regina
Naccarati, Alessio
Galassi, Claudia
Ranzi, Andrea
Nieuwenhuijsen, Mark
Curto, Ariadna
Donaire-Gonzalez, David
Cirach, Marta
Vermeulen, Roel
Vineis, Paolo
Hoek, Gerard
Source :
Environmental Research. Jan2018, Vol. 160, p247-255. 9p.
Publication Year :
2018

Abstract

Oxidative potential (OP) of particulate matter (PM) is proposed as a biologically-relevant exposure metric for studies of air pollution and health. We aimed to evaluate the spatial variability of the OP of measured PM 2.5 using ascorbate (AA) and (reduced) glutathione (GSH), and develop land use regression (LUR) models to explain this spatial variability. We estimated annual average values (m −3 ) of OP AA and OP GSH for five areas (Basel, CH; Catalonia, ES; London-Oxford, UK (no OP GSH ); the Netherlands; and Turin, IT) using PM 2.5 filters. OP AA and OP GSH LUR models were developed using all monitoring sites, separately for each area and combined-areas. The same variables were then used in repeated sub-sampling of monitoring sites to test sensitivity of variable selection; new variables were offered where variables were excluded (p > .1). On average, measurements of OP AA and OP GSH were moderately correlated (maximum Pearson's maximum Pearson's R = = .7) with PM 2.5 and other metrics (PM 2.5 absorbance, NO 2 , Cu, Fe). HOV (hold-out validation) R 2 for OP AA models was .21, .58, .45, .53, and .13 for Basel, Catalonia, London-Oxford, the Netherlands and Turin respectively. For OP GSH , the only model achieving at least moderate performance was for the Netherlands (R 2 = .31). Combined models for OP AA and OP GSH were largely explained by study area with weak local predictors of intra-area contrasts; we therefore do not endorse them for use in epidemiologic studies. Given the moderate correlation of OP AA with other pollutants, the three reasonably performing LUR models for OP AA could be used independently of other pollutant metrics in epidemiological studies. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00139351
Volume :
160
Database :
Academic Search Index
Journal :
Environmental Research
Publication Type :
Academic Journal
Accession number :
126365678
Full Text :
https://doi.org/10.1016/j.envres.2017.10.002