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Peer-reviewedCC BY 4.0Frontiers in Public Health

Neurobehavioral assessments and biomarkers in school children who are highly exposed to air pollution

5 affiliations
  1. 1Stephanie Holm Consulting
  2. 2Division of Environmental Health Sciences, School of Public Health, University of California, Berkeley
  3. 3Division of Occupational, Environmental and Climate Medicine, Department of Medicine, University of California, San Francisco
  4. 4Central California Asthma Collaborative
  5. 5Division of Epidemiology and Biostatistics, School of Public Health, University of California, Berkeley

Abstract

Background: Children are uniquely vulnerable to ambient air pollution. Yet, data remain limited relating standardized academic metrics with neurobehavioral outcomes measured by more in-depth testing, and how neurobehavioral outcomes are associated with non-criteria pollutants—such as polycyclic aromatic hydrocarbons (PAHs) and elemental carbon (EC).

Methods: Utilizing data from the Children’s Health and Air Pollution Study (CHAPS) in Fresno, California, we evaluated neurobehavioral outcomes in a cohort of highly exposed children ( n = 193, ages 7–18). Prenatal and year of life one exposures to PM 2.5 , PM ₁₀ , O ₃ , NO ₂ , NO x , PAH ₄₅₆ and elemental carbon (EC) were estimated daily. Outcome measures included the NIH Toolbox Cognition Battery, the Child Behavior Checklist (CBCL), standardized test scores, and serum brain-derived neurotrophic factor (BDNF) and urinary 8-hydroxy-2-deoxyguanosine (8-OHdG) biomarkers. Correlations between the various outcomes were assessed, and linear and distributed lag models (DLM) associated outcomes with pollutant exposures.

Results: Third-grade test scores demonstrated robust correlations with the NIH Toolbox total and crystallized cognition composites ( r ~ 0.55–0.60) and moderate correlation with BDNF ( r = 0.35). Linear models revealed that first-trimester exposure to traffic-related air pollutants was associated with elevated aggressive and rule-breaking behavior. First-year of life exposure across all pollutants was associated with depressed BDNF levels with a susceptibility window around 5 to 6 months of life.

Conclusion: Early-life exposure to ambient air pollution is associated with persistent differences in neurocognitive and behavioral outcomes measured into adolescence. The strong concordance between school-administered standardized test scores and resource-intensive neurobehavioral tools indicates that academic datasets might provide proxy endpoints for assessing environmental neurotoxicity.

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BibTeX
@article{holm2026neurobehavioral,
  title = {{Neurobehavioral assessments and biomarkers in school children who are highly exposed to air pollution}},
  author = {Stephanie M. Holm and Nina Holland and John R. Balmes and Tim Tyner and Weihong Guo and Anabelle Garza and Debra Manzo Garcia and Briseida Vasquez-Vasquez and Sierra Loomis and Elizabeth M. Noth},
  journal = {Frontiers in Public Health},
  year = {2026},
  month = oct,
  doi = {10.3389/fpubh.2026.1970714},
  url = {https://www.frontiersin.org/articles/10.3389/fpubh.2026.1970714/full},
  note = {CC BY 4.0},
}
RIS
TY  - JOUR
TI  - Neurobehavioral assessments and biomarkers in school children who are highly exposed to air pollution
AU  - Stephanie M. Holm
AU  - Nina Holland
AU  - John R. Balmes
AU  - Tim Tyner
AU  - Weihong Guo
AU  - Anabelle Garza
AU  - Debra Manzo Garcia
AU  - Briseida Vasquez-Vasquez
AU  - Sierra Loomis
AU  - Elizabeth M. Noth
PY  - 2026
DA  - 2026/10/14
JO  - Frontiers in Public Health
DO  - 10.3389/fpubh.2026.1970714
UR  - https://www.frontiersin.org/articles/10.3389/fpubh.2026.1970714/full
AB  - Background: Children are uniquely vulnerable to ambient air pollution. Yet, data remain limited relating standardized academic metrics with neurobehavioral outcomes measured by more in-depth testing, and how neurobehavioral outcomes are associated with non-criteria pollutants—such as polycyclic aromatic hydrocarbons (PAHs) and elemental carbon (EC).  Methods: Utilizing data from the Children’s Health and Air Pollution Study (CHAPS) in Fresno, California, we evaluated neurobehavioral outcomes in a cohort of highly exposed children ( n = 193, ages 7–18). Prenatal and year of life one exposures to PM 2.5 , PM ₁₀ , O ₃ , NO ₂ , NO x , PAH ₄₅₆ and elemental carbon (EC) were estimated daily. Outcome measures included the NIH Toolbox Cognition Battery, the Child Behavior Checklist (CBCL), standardized test scores, and serum brain-derived neurotrophic factor (BDNF) and urinary 8-hydroxy-2-deoxyguanosine (8-OHdG) biomarkers. Correlations between the various outcomes were assessed, and linear and distributed lag models (DLM) associated outcomes with pollutant exposures.  Results: Third-grade test scores demonstrated robust correlations with the NIH Toolbox total and crystallized cognition composites ( r ~ 0.55–0.60) and moderate correlation with BDNF ( r = 0.35). Linear models revealed that first-trimester exposure to traffic-related air pollutants was associated with elevated aggressive and rule-breaking behavior. First-year of life exposure across all pollutants was associated with depressed BDNF levels with a susceptibility window around 5 to 6 months of life.  Conclusion: Early-life exposure to ambient air pollution is associated with persistent differences in neurocognitive and behavioral outcomes measured into adolescence. The strong concordance between school-administered standardized test scores and resource-intensive neurobehavioral tools indicates that academic datasets might provide proxy endpoints for assessing environmental neurotoxicity.
SN  - 2296-2565
ER  -