Validity of mobility-based exposure assessment of air pollution : A comparative analysis with home-based exposure assessment

Journal article

Wei, Lai, Donaire Gonzalez, David, Helbich, Marco, van Nunen, Erik, Hoek, Gerard and Vermeulen, Roel C. H.. (2024). Validity of mobility-based exposure assessment of air pollution : A comparative analysis with home-based exposure assessment. Environmental Science and Technology. 58(24), pp. 10685-10695. https://doi.org/10.1021/acs.est.3c10867
AuthorsWei, Lai, Donaire Gonzalez, David, Helbich, Marco, van Nunen, Erik, Hoek, Gerard and Vermeulen, Roel C. H.
Abstract

Air pollution exposure is typically assessed at the front door where people live in large-scale epidemiological studies, overlooking individuals’ daily mobility out-of-home. However, there is limited evidence that incorporating mobility data into personal air pollution assessment improves exposure assessment compared to home-based assessments. This study aimed to compare the agreement between mobility-based and home-based assessments with personal exposure measurements. We measured repeatedly particulate matter (PM2.5) and black carbon (BC) using a sample of 41 older adults in the Netherlands. In total, 104 valid 24 h average personal measurements were collected. Home-based exposures were estimated by combining participants’ home locations and temporal-adjusted air pollution maps. Mobility-based estimates of air pollution were computed based on smartphone-based tracking data, temporal-adjusted air pollution maps, indoor-outdoor penetration, and travel mode adjustment. Intraclass correlation coefficients (ICC) revealed that mobility-based estimates significantly improved agreement with personal measurements compared to home-based assessments. For PM2.5, agreement increased by 64% (ICC: 0.39–0.64), and for BC, it increased by 21% (ICC: 0.43–0.52). Our findings suggest that adjusting for indoor-outdoor pollutant ratios in mobility-based assessments can provide more valid estimates of air pollution than the commonly used home-based assessments, with no added value observed from travel mode adjustments.

Keywordsair pollution; GPS; personal exposure; PM2.5; black carbon; exposure assessment
Year2024
JournalEnvironmental Science and Technology
Journal citation58 (24), pp. 10685-10695
PublisherAmerican Chemical Society
ISSN0013-936X
Digital Object Identifier (DOI)https://doi.org/10.1021/acs.est.3c10867
PubMed ID38839422
Scopus EID2-s2.0-85195291006
PubMed Central IDPMC11191597
Open accessPublished as ‘gold’ (paid) open access
Page range10685-10695
FunderDutch Ministry of Education, Culture, and Science
Netherlands Organization for Scientific Research
Seventh Framework Programme, European Commission
European Union
Publisher's version
License
File Access Level
Open
Output statusPublished
Publication dates
Online05 Jun 2024
Publication process dates
Accepted28 May 2024
Deposited28 Mar 2025
Grant ID024.004.017
308610
874627
Additional information

Copyright © 2024 The Authors. Published by American Chemical Society.

This publication is licensed under CC-BY 4.0 (https://creativecommons.org/licenses/by/4.0/).

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Avila-Palencia, Ione, de Nazelle, Audrey, Cole-Hunter, Tom, Donaire-Gonzalez, D., Jerrett, Michael, Rodríguez, Daniel A. and Nieuwenhuijsen, Mark. (2017). The relationship between bicycle commuting and perceived stress: a cross-sectional study. BMJ Open. 7(6), pp. 1 - 11. https://doi.org/10.1136/bmjopen-2016-013542
Private and public modes of bicycle commuting: A perspective on attitude and perception
Curto, A., de Nazelle, Audrey, Donaire-Gonzalez, David, Cole-Hunter, Tom, Garcia-Aymerich, J., Martínez, David, Anaya, Esther, Rodríguez, Daniel A., Jerrett, Michael and Nieuwenhuijsen, Mark J.. (2016). Private and public modes of bicycle commuting: A perspective on attitude and perception. European Journal of Public Health. 26(4), pp. 717 - 723. https://doi.org/10.1093/eurpub/ckv235
Acute respiratory response to traffic-related air pollution during physical activity performance
Matt, Florian, Cole-Hunter, Tom, Donaire-Gonzalez, David, Kubesch, Nadine, Martínez, David, Carrasco-Turigas, Glòria and Nieuwenhuijsen, Mark. (2016). Acute respiratory response to traffic-related air pollution during physical activity performance. Environment International. 97, pp. 45 - 55. https://doi.org/10.1016/j.envint.2016.10.011
Spatiotemporally resolved black carbon concentration, schoolchildren's exposure and dose in Barcelona
Rivas, Ioar, Donaire-Gonzalez, David, Bouso, L., Esnaola, Mikel, Pandolfi, M., de Castro, Montserrat, Viana, M., Alvarez-Pedrerol, Mar, Nieuwenhuijsen, Mark J., Alastuey, A., Sunyer, Jordi and Querol, Xavier. (2016). Spatiotemporally resolved black carbon concentration, schoolchildren's exposure and dose in Barcelona. Indoor Air. 26(3), pp. 391 - 402. https://doi.org/10.1111/ina.12214
Short-term planning and policy interventions to promote cycling in urban centers: Findings from a commute mode choice analysis in Barcelona, Spain
Braun, Lindsay M., Rodríguez, Daniel A., Cole-Hunter, Tom, Ambros, Albert, Donaire-Gonzalez, David, Jerrett, Michael, Mendez, Michelle A., Nieuwenhuijsen, Mark J. and de Nazelle, Audrey. (2016). Short-term planning and policy interventions to promote cycling in urban centers: Findings from a commute mode choice analysis in Barcelona, Spain. Transportation Research Part A. 89, pp. 164 - 183. https://doi.org/10.1016/j.tra.2016.05.007
Inspiratory capacity-to-total lung capacity ratio and dyspnoea predict exercise capacity decline in COPD
Ramon, Maria A., Ferrer, Jaume, Gimeno-Santos, Elena, Donaire-Gonzalez, David, Rodríguez, Esther, Balcells, Eva, de Batlle, Jordi, Benet, Marta, Guerra, Stefano, Sauleda, Jaume, Ferrer, Antoni, Farrero, Eva, Gea, Joaquim, Barberà, Joan A., Agustí, Àlvar, Rodriguez-Roisin, Robert, Antó, Josep M. and Garcia-Aymerich, Judith. (2016). Inspiratory capacity-to-total lung capacity ratio and dyspnoea predict exercise capacity decline in COPD. Respirology. 21(3), pp. 476 - 482. https://doi.org/10.1111/resp.12723
Characterisation and prognosis of undiagnosed chronic obstructive pulmonary disease patients at their first hospitalisation
Balcells, Eva, Gimeno-Santos, Elena, de Batlle, Jordi, Ramon, Maria Antonia, Rodríguez, Esther, Benet, Marta, Farrero, Eva, Ferrer, Antoni, Guerra, Stefano, Ferrer, Jaume, Sauleda, Jaume, Barberà, Joan A., Agustí, Àlvar, Rodriguez-Roisin, Robert, Gea, Joaquim, Antó, Josep M., Garcia-Aymerich, Judith, the, P. A. C. Copd Study Group and Donaire Gonzalez, David. (2015). Characterisation and prognosis of undiagnosed chronic obstructive pulmonary disease patients at their first hospitalisation. BMC Pulmonary Medicine. 15(1), p. Article 4. https://doi.org/10.1186/1471-2466-15-4
The added benefit of bicycle commuting on the regular amount of physical activity performed
Donaire-Gonzalez, David, de Nazelle, Audrey, Cole-Hunter, Tom, Curto, Ariadna, Rodríguez, Daniel A., Mendez, Michelle A., Garcia-Aymerich, Judith, Basagaña, Xavier, Ambros, Albert, Jerrett, Michael and Nieuwenhuijsen, Mark J.. (2015). The added benefit of bicycle commuting on the regular amount of physical activity performed. American Journal of Preventive Medicine. 49(6), pp. 842 - 849. https://doi.org/10.1016/j.amepre.2015.03.036
Objective correlates and determinants of bicycle commuting propensity in an urban environment
Cole-Hunter, Tom, Donaire-Gonzalez, David, Curto, A., Ambros, Albert, Valentín, Antònia, Garcia-Aymerich, J., Martínez, David, Braun, Lindsay M., Mendez, Michelle, Jerrett, Michael, Rodríguez, Daniel A., de Nazelle, Audrey and Nieuwenhuijsen, Mark J.. (2015). Objective correlates and determinants of bicycle commuting propensity in an urban environment. Transportation Research Part D. 40, pp. 132 - 143. https://doi.org/10.1016/j.trd.2015.07.004
Benefits of physical activity on COPD hospitalisation depend on intensity
Donaire-Gonzalez, David, Gimeno-Santos, Elena, Balcells, Eva, De Batlle, Jordi, Ramon, Maria A., Rodriguez, Esther, Farrero, Eva, Benet, Marta, Guerra, Stefano, Sauleda, Jaume, Ferrer, Antoni, Barberà, Joan A., Rodriguez-Roisin, Robert, Gea, Joaquim, Agusti, Alvar, Antó, Josep M., Garcia-Aymerich, Judith, PAC-COPD Study Group, , Ferrer, Jaume and PAC-COPD Study Group. (2015). Benefits of physical activity on COPD hospitalisation depend on intensity. European Respiratory Journal. 46(5), pp. 1281 - 1289. https://doi.org/10.1183/13993003.01699-2014
Positive health effects of the natural outdoor environment in typical populations in different regions in Europe (PHENOTYPE): A study programme protocol
Nieuwenhuijsen, Mark J., Kruize, Hanneke, Gidlow, Christopher, Andrusaityte, Sandra, Antó, Josep M., Basagaña, Xavier, Cirach, Marta, Dadvand, Payam, Danileviciute, Asta, Donaire-Gonzalez, David, Garcia, Judith, Jerrett, Michael, Jones, Marc V., Julvez, Jordi, van Kempen, Elise, van Kamp, Irene, Maas, Jolanda, Seto, Edmund, Smith, Graham, ... Gražulevičienė, Regina. (2014). Positive health effects of the natural outdoor environment in typical populations in different regions in Europe (PHENOTYPE): A study programme protocol. BMJ Open. 4(4), pp. 1 - 11. https://doi.org/10.1136/bmjopen-2014-004951
Lifetime occupational exposure to dusts, gases and fumes is associated with bronchitis symptoms and higher diffusion capacity in COPD patients
Rodríguez, Esther, Ferrer, Jaume, Zock, Jan-Paul, Serra, Ignasi, Antó, Josep M., De Batlle, Jordi, Kromhout, Hans, Vermeulen, Roel, Donaire-Gonzalez, David, Benet, Marta, Balcells, Eva, Monso, Eduard, Gayete, Angel, Garcia-Aymerich, J., Guerra, Stefano, Gea, Joaquim, Orozco-Levi, Mauricio, Vollmer, Ivan, Barberà, Joan A., ... Belda, José. (2014). Lifetime occupational exposure to dusts, gases and fumes is associated with bronchitis symptoms and higher diffusion capacity in COPD patients. PLoS ONE. 9(2), pp. 1 - 7. https://doi.org/10.1371/journal.pone.0088426
Using personal sensors to assess the exposome and acute health effects
Nieuwenhuijsen, Mark J., Donaire-Gonzalez, David, Foraster, Maria, Martínez, David and Cisneros, Andres. (2014). Using personal sensors to assess the exposome and acute health effects. International Journal of Environmental Research and Public Health. 11(8), pp. 7805 - 7819. https://doi.org/10.3390/ijerph110807805
Physical activity in COPD patients : Patterns and bouts
Donaire-Gonzalez, David, Gimeno-Santos, Elena, Balcells, Eva, Rodríguez, Diego A., Farrero, Eva, de Batlle, Jordi, Benet, Marta, Ferrer, Antoni, Barberà, Joan A., Gea, Joaquim, Rodriguez-Roisin, Robert, Antó, Josep M. and Garcia-Aymerich, Judith. (2013). Physical activity in COPD patients : Patterns and bouts. European Respiratory Journal. 42(4), pp. 993-1002. https://doi.org/10.1183/09031936.00101512
Comparison of physical activity measures using mobile phone-based calfit and actigraph
Donaire-Gonzalez, David, de Nazelle, Audrey, Seto, Edmund, Mendez, Michelle, Nieuwenhuijsen, Mark J. and Jerrett, Michael. (2013). Comparison of physical activity measures using mobile phone-based calfit and actigraph. Journal of Medical Internet Research. 15(6), p. e111. https://doi.org/10.2196/jmir.2470
Improving estimates of air pollution exposure through ubiquitous sensing technologies
de Nazelle, Audrey, Seto, Edmund, Donaire-Gonzalez, David, Mendez, Michelle, Matamala, Jaume, Nieuwenhuijsen, Mark J. and Jerrett, Michael. (2013). Improving estimates of air pollution exposure through ubiquitous sensing technologies. Environmental Pollution. 176, pp. 92 - 99. https://doi.org/10.1016/j.envpol.2012.12.032
Effect of bronchial colonisation on airway and systemic inflammation in stable COPD
Marin, Alicia, Garcia-Aymerich, Judith, Sauleda, Jaume, Belda, Jose, Millares, Laura, García-Núñez, Marian, Serra, Ignasi, Benet, Marta, Agustí, Alvar, Antó, Josep M., Monsó, Eduard, PAC-COPD Study Group and Donaire-Gonzalez, David. (2012). Effect of bronchial colonisation on airway and systemic inflammation in stable COPD. COPD. 9(2), pp. 121-130. https://doi.org/10.3109/15412555.2011.636407
Cured meat consumption increases risk of readmission in COPD patients
Jordi de Batlle, Mendez, Michelle, Romieu, Isabelle, Balcells, Eva, Benet, Marta, Donaire-Gonzalez, David, Ferrer, Jaume J., Orozco-Levi, Mauricio, Antó, Josep M., Garcia-Aymerich, Judith and PAC-COPD Study Group. (2012). Cured meat consumption increases risk of readmission in COPD patients. European Respiratory Journal. 40(3), pp. 555-560. https://doi.org/10.1183/09031936.00116911
Specific IgA and metalloproteinase activity in bronchial secretions from stable chronic obstructive pulmonary disease patients colonized by Haemophilus influenzae
Millares, Laura, Marin, Alicia, Garcia-Aymerich, J., Sauleda, Jaume, Belda, José, Monso, Eduard, Antó, Josep M., Benet, Marta, De Batlle, Jordi, Serra, Ignasi, Donaire Gonzalez, David, Guerra, Stefano, Gea, Joaquim, Balcells, Eva, Gayete, ADavidngel, Orozco-Levi, Mauricio, Vollmer, Ivan, Barberà, Joan A., Gomez, Federico P., ... Pallissa, Esther. (2012). Specific IgA and metalloproteinase activity in bronchial secretions from stable chronic obstructive pulmonary disease patients colonized by Haemophilus influenzae. Respiratory Research. 13(1). https://doi.org/10.1186/1465-9921-13-113
Validation of the Yale Physical Activity Survey in Chronic Obstructive Pulmonary Disease Patients
Donaire-Gonzalez, David, Gimeno-Santos, Elena, Serra, Ignasi, Roca, Josep, Balcells, Eva, Rodríguez, Esther, Farrero, Eva, Antó, Josep M. and Garcia-Aymerich, Judith. (2011). Validation of the Yale Physical Activity Survey in Chronic Obstructive Pulmonary Disease Patients. Archivos de Bronconeumología. 47(11), pp. 552-560.