Air Pollution Exposure during Pregnancy and Childhood Autistic Traits in Four European Population-Based Cohort Studies: The ESCAPE Project
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Background: Prenatal exposure to air pollutants has been suggested as a possible etiologic factor for the occurrence of autism spectrum disorder. Objectives: We aimed to assess whether prenatal air pollution exposure is associated with childhood autistic traits in the general population. Methods: Ours was a collaborative study of four European population-based birth/child cohorts—CATSS (Sweden), Generation R (the Netherlands), GASPII (Italy), and INMA (Spain). Nitrogen oxides (NO2, NOx) and particulate matter (PM) with diameters of ≤ 2.5 μm (PM2.5), ≤ 10 μm (PM10), and between 2.5 and 10 μm (PMcoarse), and PM2.5 absorbance were estimated for birth addresses by land-use regression models based on monitoring campaigns performed between 2008 and 2011. Levels were extrapolated back in time to exact pregnancy periods. We quantitatively assessed autistic traits when the child was between 4 and 10 years of age. Children were classified with autistic traits within the borderline/clinical range and within the clinical range using validated cut-offs. Adjusted cohort-specific effect estimates were combined using random-effects meta-analysis. Results: A total of 8,079 children were included. Prenatal air pollution exposure was not associated with autistic traits within the borderline/clinical range (odds ratio = 0.94; 95% CI: 0.81, 1.10 per each 10-μg/m3 increase in NO2 pregnancy levels). Similar results were observed in the different cohorts, for the other pollutants, and in assessments of children with autistic traits within the clinical range or children with autistic traits as a quantitative score. Conclusions: Prenatal exposure to NO2 and PM was not associated with autistic traits in children from 4 to 10 years of age in four European population-based birth/child cohort studies. Citation: Guxens M, Ghassabian A, Gong T, Garcia-Esteban R, Porta D, Giorgis-Allemand L, Almqvist C, Aranbarri A, Beelen R, Badaloni C, Cesaroni G, de Nazelle A, Estarlich M, Forastiere F, Forns J, Gehring U, Ibarluzea J, Jaddoe VW, Korek M, Lichtenstein P, Nieuwenhuijsen MJ, Rebagliato M, Slama R, Tiemeier H, Verhulst FC, Volk HE, Pershagen G, Brunekreef B, Sunyer J. 2016. Air pollution exposure during pregnancy and childhood autistic traits in four European population-based cohort studies: the ESCAPE Project. Environ Health Perspect 124:133–140; http://dx.doi.org/10.1289/ehp.1408483
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The authors had completed their review but had not yet published their results when three new relevant studies were published.
“We had completed our review but had not yet published our results when three new relevant studies were published [69].”
From A Systematic Review and Meta-Analysis of Multiple Airborne Pollutants and Autism Spectrum Disorder (2016) · cites this paper as [69]
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Cites
Autistic Traits in the General Population: A Twin Study
Constantino, J. N., & Todd, R. D. (2003) · Archives of General Psychiatry · doi:10.1001/archpsyc.60.5.524 · Cited by 1,317 · see citing works
Eeftens, M., Beelen, R. M. J., de Hoogh, K., Bellander, T., Cesaroni, G., Cirach, M., Declercq, C., Dėdelė, A., Dons, E., de Nazelle, A. J., et al. (2012) · Environmental Science & Technology · doi:10.1021/es301948k · Cited by 1,259 · see citing works
Self-citationThe Generation R Study: design and cohort update 2010
Jaddoe, V. W. V., van Duijn, C. M., van der Heijden, A. J., Mackenbach, J. P., Moll, H. A., Steegers, E. A. P., Tiemeier, H., Uitterlinden, A. G., Verhulst, F. C., & Hofman, A. (2010) · European Journal of Epidemiology · doi:10.1007/s10654-010-9516-7 · Cited by 1,027 · see citing works
Self-citationBetancur, C. (2011) · Brain Research · doi:10.1016/j.brainres.2010.11.078 · Cited by 954 · see citing works
Prevalence of autism-spectrum conditions: UK school-based population study
Baron-Cohen, S., Scott, F. J., Allison, C., Williams, J., Bolton, P., Matthews, F. E., & Brayne, C. (2009) · British Journal of Psychiatry · doi:10.1192/bjp.bp.108.059345 · Cited by 918 · see citing works
Traffic-Related Air Pollution, Particulate Matter, and Autism
Volk, H. E., Lurmann, F., Penfold, B., Hertz-Picciotto, I., & McConnell, R. (2013) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2013.266 · Cited by 638 · see citing works
Self-citationCohort Profile: The INMA—INfancia y Medio Ambiente—(Environment and Childhood) Project
Guxens, M., Ballester, F., Espada, M., Fernández, M. F., Grimalt, J. O., Ibarluzea, J. M., Olea, N., Rebagliato, M., Tardón, A., Torrent, M., et al. (2011) · International Journal of Epidemiology · doi:10.1093/ije/dyr054 · Cited by 637 · see citing works
Self-citationAmbient air pollution and low birthweight: a European cohort study (ESCAPE)
Pedersen, M., Giorgis-Allemand, L., Bernard, C., Aguilera, I., Andersen, A. N., Ballester, F., Beelen, R. M. J., Chatzi, L., Cirach, M., Danilevičiūtė, A., et al. (2013) · The Lancet Respiratory Medicine · doi:10.1016/s2213-2600(13)70192-9 · Cited by 618 · see citing works
Self-citationThe Generation R Study: Design and cohort update 2012
Jaddoe, V. W. V., van Duijn, C. M., Franco, O. H., van der Heijden, A. J., van IIzendoorn, M. H., de Jongste, J. C., van der Lugt, A., Mackenbach, J. P., Moll, H. A., Raat, H., et al. (2012) · European Journal of Epidemiology · doi:10.1007/s10654-012-9735-1 · Cited by 546 · see citing works
The outdoor air pollution and brain health workshop
Block, M. L., Elder, A., Auten, R. L., Bilbo, S. D., Chen, H., Chen, J.-C., Cory-Slechta, D. A., Costa, D., Diaz-Sanchez, D., Dorman, D. C., et al. (2012) · NeuroToxicology · doi:10.1016/j.neuro.2012.08.014 · Cited by 539 · see citing works
Larson, T., Anckarsäter, H. S., Gillberg, C. I., Ståhlberg, O., Carlström, E. L., Kadesjö, B., Råstam, M., Lichtenstein, P., & Gillberg, C. (2010) · BMC Psychiatry · doi:10.1186/1471-244x-10-1 · Cited by 480 · see citing works
Self-citationWindham, G. C., Zhang, L., Gunier, R., Croen, L. A., & Grether, J. K. (2006) · Environmental Health Perspectives · doi:10.1289/ehp.9120 · Cited by 424 · see citing works
Raz, R., Roberts, A. L., Lyall, K., Hart, J. E., Just, A. C., Laden, F., & Weisskopf, M. G. (2014) · Environmental Health Perspectives · doi:10.1289/ehp.1408133 · Cited by 358 · see citing works
Ambient Air Pollution and Autism in Los Angeles County, California
Becerra, T. A., Wilhelm, M., Olsen, J., Cockburn, M., & Ritz, B. (2013) · Environmental Health Perspectives · doi:10.1289/ehp.1205827 · Cited by 355 · see citing works
Residential Proximity to Freeways and Autism in the CHARGE Study
Volk, H. E., Hertz-Picciotto, I., Delwiche, L., Lurmann, F., & McConnell, R. (2011) · Environmental Health Perspectives · doi:10.1289/ehp.1002835 · Cited by 347 · see citing works
Self-citationCyrys, J., Eeftens, M., Heinrich, J., Ampe, C., Armengaud, A., Beelen, R., Bellander, T., Beregszaszi, T., Birk, M., Cesaroni, G., et al. (2012) · Atmospheric Environment · doi:10.1016/j.atmosenv.2012.07.080 · Cited by 340 · see citing works
Self-citationRobinson, E. B. (2011) · Archives of General Psychiatry · doi:10.1001/archgenpsychiatry.2011.119 · Cited by 322 · see citing works
Roberts, A. L., Lyall, K., Hart, J. E., Laden, F., Just, A. C., Bobb, J. F., Koenen, K. C., Ascherio, A., & Weisskopf, M. G. (2013) · Environmental Health Perspectives · doi:10.1289/ehp.1206187 · Cited by 306 · see citing works
The Child and Adolescent Twin Study in Sweden (CATSS)
Anckarsäter, H., Lundström, S., Kollberg, L., Kerekes, N., Palm, C., Carlström, E., Långström, N., Magnusson, P. K. E., Halldner, L., Bölte, S., et al. (2011) · Twin Research and Human Genetics · doi:10.1375/twin.14.6.495 · Cited by 300 · see citing works
Self-citationRai, D., Lewis, G., Lundberg, M., Araya, R., Svensson, A., Dalman, C., Carpenter, P., & Magnusson, C. (2012) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2012.02.012 · Cited by 267 · see citing works
Association of gestational maternal hypothyroxinemia and increased autism risk
Román, G. C., Ghassabian, A., Bongers‐Schokking, J. J., Jaddoe, V. W. V., Albert Hofman, D., de Rijke, Y. B., Verhulst, F. C., & Tiemeier, H. W. (2013) · Annals of Neurology · doi:10.1002/ana.23976 · Cited by 258 · see citing works
Self-citationStability of measured and modelled spatial contrasts in NO 2 over time
Eeftens, M., Beelen, R. M. J., Fischer, P. H., Brunekreef, B., Meliefste, K., & Hoek, G. (2011) · Occupational and Environmental Medicine · doi:10.1136/oem.2010.061135 · Cited by 258 · see citing works
Self-citationCesaroni, G., Porta, D., Badaloní, C., Stafoggia, M., Eeftens, M., Meliefste, K., & Forastiere, F. (2012) · Environmental Health · doi:10.1186/1476-069x-11-48 · Cited by 223 · see citing works
Self-citationThe CAST (Childhood Asperger Syndrome Test)
Williams, J. G., Gullon-Scott, F., Stott, C., Allison, C. L., Bolton, P., Baron‐Cohen, S., & Brayne, C. (2004) · Autism · doi:10.1177/1362361305049029 · Cited by 209 · see citing works
Perinatal exposure to hazardous air pollutants and autism spectrum disorders at age 8
Kalkbrenner, A. E., Daniels, J. L., Chen, J.-C., Poole, C., Emch, M., & Morrissey, J. (2010) · Epidemiology · doi:10.1097/ede.0b013e3181e65d76 · Cited by 184 · see citing works
Jung, C., Lin, Y.-T., & Hwang, B. (2013) · PLoS ONE · doi:10.1371/journal.pone.0075510 · Cited by 164 · see citing works
Environmental risk factors for autism
Dietert, R. R., Dietert, J. M., & DeWitt, J. C. (2011) · Emerging Health Threats Journal · doi:10.3402/ehtj.v4i0.7111 · Cited by 136 · see citing works
Sikora, D. M., Hall, T. A., Hartley, S. L., Gerrard-Morris, A. E., & Cagle, S. E. (2007) · Journal of Autism and Developmental Disorders · doi:10.1007/s10803-007-0407-z · Cited by 135 · see citing works
Exposure to Air Pollution From Traffic and Neurodevelopmental Disorders in Swedish Twins
Gong, T., Almqvist, C., Bölte, S., Lichtenstein, P., Anckarsäter, H., Lind, T., Lundholm, C., & Pershagen, G. (2014) · Twin Research and Human Genetics · doi:10.1017/thg.2014.58 · Cited by 116 · see citing works
Self-citation14-Year Changes in Emotional and Behavioral Problems of Very Young Dutch Children
Tick, N. T., van der Ende, J., Koot, H. M., & Verhulst, F. C. (2007) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/chi.0b013e3181337532 · Cited by 96 · see citing works
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Suades-González, E., Gascon, M., Guxens, M., & Sunyer, J. (2015) · Endocrinology · doi:10.1210/en.2015-1403 · Cited by 293 · see citing works
Self-citationA Systematic Review and Meta-Analysis of Multiple Airborne Pollutants and Autism Spectrum Disorder
Lam, J., Sutton, P., Kalkbrenner, A., Windham, G., Halladay, A., Koustas, E., Lawler, C., Davidson, L., Daniels, N., Newschaffer, C., et al. (2016) · PLOS ONE · doi:10.1371/journal.pone.0161851 · Cited by 247 · see citing works
“We had completed our review but had not yet published our results when three new relevant studies were published [69].”
Allen, J. L., Oberdorster, G., Morris-Schaffer, K., Wong, C., Klocke, C., Sobolewski, M., Conrad, K., Mayer-Proschel, M., & Cory-Slechta, D. A. (2017) · NeuroToxicology · doi:10.1016/j.neuro.2015.12.014 · Cited by 241 · see citing works
Perera, F., Ashrafi, A., Kinney, P., & Mills, D. (2019) · Environmental Research · doi:10.1016/j.envres.2018.12.016 · Cited by 163 · see citing works
Chun, H., Leung, C., Wen, S. W., McDonald, J., & Shin, H. H. (2020) · Environmental Pollution · doi:10.1016/j.envpol.2019.113307 · Cited by 164 · see citing works
Flores-Pajot, M.-C., Ofner, M., Do, M. T., Lavigne, E., & Villeneuve, P. J. (2016) · Environmental Research · doi:10.1016/j.envres.2016.07.030 · Cited by 157 · see citing works
Association between Early Life Exposure to Air Pollution and Working Memory and Attention
Rivas, I., Basagaña, X., Cirach, M., López-Vicente, M., Suades-González, E., Garcia-Esteban, R., Álvarez-Pedrerol, M., Dadvand, P., & Sunyer, J. (2019) · Environmental Health Perspectives · doi:10.1289/ehp3169 · Cited by 140 · see citing works
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Fujiwara, T., Morisaki, N., Honda, Y., Sampei, M., & Tani, Y. (2016) · Frontiers in Neuroscience · doi:10.3389/fnins.2016.00174 · Cited by 99 · see citing works
Prenatal and early-life diesel exhaust exposure causes autism-like behavioral changes in mice
Chang, Y.-C., Cole, T. B., & Costa, L. G. (2018) · Particle and Fibre Toxicology · doi:10.1186/s12989-018-0254-4 · Cited by 65 · see citing works
Morris-Schaffer, K., Merrill, A., Jew, K., Wong, C., Conrad, K., Harvey, K., Marvin, E., Sobolewski, M., Oberdörster, G., Elder, A., et al. (2019) · Particle and Fibre Toxicology · doi:10.1186/s12989-019-0293-5 · Cited by 44 · see citing works
The association between air pollutants and autism spectrum disorders
Yang, C., Zhao, W., Deng, K., Zhou, V., Zhou, X., & Hou, Y. (2017) · Environmental Science and Pollution Research · doi:10.1007/s11356-017-8928-2 · Cited by 32 · see citing works
- Authors
- Guxens, M., Ghassabian, A., Gong, T., Garcia-Esteban, R., Porta, D., Giorgis-Allemand, L., Almqvist, C., Aranbarri, A., Beelen, R., Badaloni, C., Cesaroni, G., de Nazelle, A., Estarlich, M., Forastiere, F., Forns, J., Gehring, U., Ibarluzea, J., Jaddoe, V. W. V., Korek, M., Lichtenstein, P., Nieuwenhuijsen, M. J., Rebagliato, M., Slama, R., Tiemeier, H., Verhulst, F. C., Volk, H. E., Pershagen, G., Brunekreef, B., & Sunyer, J.
- Affiliations
- Universitat Pompeu Fabra (ES)
- Erasmus MC (NL)
- Karolinska Institutet (SE)
- Center for Research in Environmental Epidemiology (CREAL), Barcelona, Spain
- Department of Epidemiology Lazio Regional Health Service, Rome Italy
- Inserm (FR)
- University of the Basque Country (ES)
- Utrecht University (NL)
- Universitat de València (ES)
- Norwegian Institute of Public Health (NO)
- Basque Government (ES)
- Universitat Jaume I (ES)
- University of Southern California (US)
- Corresponding author
- Guxens, Mònica
- ORCID
- Guxens, Mònica
- Ghassabian, Akhgar
- Gong, Tong
- Porta, Daniela
- Giorgis-Allemand, Lise
- Almqvist, Catarina
- Aranbarri, Aritz
- Cesaroni, Giulia
- Estarlich, Marisa
- Forastiere, Francesco
- Forns, Joan
- Gehring, Ulrike
- Ibarluzea, Jesús
- Jaddoe, Vincent W.V.
- Korek, Michal
- Lichtenstein, Paul
- Nieuwenhuijsen, Mark J.
- Rebagliato, Marisa
- Slama, Rémy
- Tiemeier, Henning
- Verhulst, Frank C.
- Volk, Heather E.
- Pershagen, Göran
- Brunekreef, Bert
- Sunyer, Jordi
- Venue
- Environmental Health Perspectives
- Publisher
- American Chemical Society (ACS)
- Published
- 2015-06-12
- Volume
- 124
- Issue
- 1
- Pages
- 133-140
- ISSN
- 0091-6765 (ISSN-L)
- 1552-9924
- PMC
- PMC4710593
- OpenAlex
- W1705289040
- Cited by
- 144
- References
- 30
- Citations by year
- 2026: 12 · 2025: 14 · 2024: 10 · 2023: 6 · 2022: 12 · 2021: 17 · 2020: 7 · 2019: 17 · 2018: 14 · 2017: 12 · 2016: 16 · 2015: 7
- FWCI
- 10.22
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- public-domain
- creativecommons.org/licenses/by/4.0/ (vor, 931 d)
- Locations
- Environmental Health Perspectives (publishedVersion, public-domain)
- PubMed Central (publishedVersion, public-domain)
- PubMed (publishedVersion)
- LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas) (publishedVersion, other-oa)
- EUR Research Repository (Erasmus University Rotterdam) (publishedVersion)
- RECERCAT (Consorci de Serveis Universitaris de Catalunya) (publishedVersion)
- BIBSYS Brage (BIBSYS (Norway)) (acceptedVersion)
- Research Bank (Australian Catholic University) (submittedVersion)
- EUR Research Repository (Erasmus University Rotterdam) (submittedVersion)
- Utrecht University Repository (Utrecht University) (submittedVersion, other-oa)
- NORA - Norwegian Open Research Archives (submittedVersion, other-oa)
- Figshare (submittedVersion, cc-by)
- Open Archive (Karolinska Institutet) (submittedVersion, public-domain)
- Repositori UJI (Universitat Jaume I) (submittedVersion, public-domain)
- Repositori digital de la UPF (Universitat Pompeu Fabra) (submittedVersion)
- Spiral (Imperial College London) (submittedVersion)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- Funders
- Fundació la Marató de TV3 (090430)
- European Commission (211250, 212652)
- Deutsche Forschungsgemeinschaft
- ZonMw (907.00303, 916.10159)
- Erasmus Universiteit Rotterdam
- VINNOVA
- Svenska Forskningsrådet Formas (340-2013-5867, 282957)
- Generalitat de Catalunya (CIRIT 1999SGR 00241, 00241, 1999SGR 0024 1)
- Eusko Jaurlaritza (2005111093, 2009111069)
- Ministero della Salute
- Nederlandse Organisatie voor Wetenschappelijk Onderzoek (90700303, 916.10159)
- Generalitat Valenciana
- Karolinska Institutet
- Vetenskapsrådet (340–2013-5867)
- Forskningsrådet om Hälsa, Arbetsliv och Välfärd (340‐2013‐5867)
- Nederlandse Organisatie voor Toegepast Natuurwetenschappelijk Onderzoek
- Instituto de Salud Carlos III (05/1052, FIS‐PI041436, HEALTH.2010.2.4.5-1, FIS‐ PI081151, 06/1213, FIS‐FEDER 03/1615, Red INMA G03/176, PI14/, 282957, 11/02591, CP1100178, PI04/1436, FIS-PI06/0867, MS13/00054, PI060867, 09/02647, CB06/02/0041, PI140891, PI141687, PI/08/1151, G03/176, 04/1509, PI131944, 03/1615, FISPS09/ 00090, 07/0314, INMA G03/176, 04/1112, 04/1931, PS09/00090, 11/01007, 05/1079)
- Erasmus Universitair Medisch Centrum Rotterdam
- Topics
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Air Quality and Health Impacts
- Life Sciences › Neuroscience › Cognitive Neuroscience › Autism Spectrum Disorder Research
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Health, Environment, Cognitive Aging
- Keywords
- air pollution exposure, prenatal exposure, autism spectrum disorder, autistic traits, nitrogen dioxide, particulate matter, PM2.5, PM10, birth cohort studies, ESCAPE project, land use regression, child development, environmental risk factors, autism etiology
- MeSH terms
- Air Pollution, Autistic Disorder, Child, Child, Preschool, Female, Humans, Male, Nitrogen Oxides, Pregnancy, Particulate Matter
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