Skip to content

Particulate Matter Exposure and Default Mode Network Equilibrium During Early Adolescence

Clara G. Zundel, Samantha L Ely, Cole Brokamp, Jeffrey R. Strawn, Tanja Jovanović, Patrick Ryan, Hilary A Marusak

Brain Connectivity August 1, 2024 DOI: 10.1089/brain.2023.0072 (opens in new tab)

Study at a glance

AI-extracted from the abstract
Characteristics Longitudinal observational cohort Peer reviewed
Sample size 10,072
Population Youth aged 9-10 years at baseline (49% female) from the Adolescent Brain Cognitive Development (ABCD) study in the United States
Duration 2-year follow-up (baseline ages 9-10 to ages 11-12)
Measures resting-state functional connectivity (rsFC)
Topics Default mode network
Key findings Higher ambient PM2.5 concentrations were associated with a smaller increase in within-network resting-state functional connectivity of the default mode network over two years, and with altered between-network connectivity between the default mode network and the dorsal attention, ventral attention, and cingulo-opercular networks, with varied directionality. The authors propose these changes may influence cognitive and mental health trajectories during adolescence.

Abstract

Background: Air pollution exposure has been associated with adverse cognitive and mental health outcomes in children, adolescents, and adults, although youth may be particularly susceptible given ongoing brain development. However, the neurodevelopmental mechanisms underlying the associations among air pollution, cognition, and mental health remain unclear. We examined the impact of particulate matter (PM 2.5 ) on resting-state functional connectivity (rsFC) of the default mode network (DMN) and three key attention networks: dorsal attention, ventral attention, and cingulo-opercular.

Methods: Longitudinal changes in rsFC within/between networks were assessed from baseline (9–10 years) to the 2-year follow-up (11–12 years) in 10,072 youth ( M ± SD = 9.93 + 0.63 years; 49% female) from the Adolescent Brain Cognitive Development (ABCD ® ) study. Annual ambient PM 2.5 concentrations from the 2016 calendar year were estimated using hybrid ensemble spatiotemporal models. RsFC was estimated using functional neuroimaging. Linear mixed models were used to test associations between PM 2.5 and change in rsFC over time while adjusting for relevant covariates (e.g., age, sex, race/ethnicity, parental education, and family income) and other air pollutants (O 3 , NO 2 ).

Results: A PM 2.5 × time interaction was significant for within-network rsFC of the DMN such that higher PM 2.5 concentrations were associated with a smaller increase in rsFC over time. Further, significant PM 2.5 × time interactions were observed for between-network rsFC of the DMN and all three attention networks, with varied directionality.

Conclusion: PM 2.5 exposure was associated with alterations in the development and equilibrium of the DMN—a network implicated in self-referential processing—and anticorrelated attention networks, which may impact trajectories of cognitive and mental health symptoms across adolescence.

Comparable studies

Other observational and cohort studies on default mode network, most cited first.

Study Year Design Participants
A default mode of brain function Normal adult human brain 2001 Observational study
Resting-State Functional Connectivity Reflects Structural Connectivity in the Default Mode Network Healthy subjects 2008 Observational cohort
Meditation experience is associated with increased cortical thickness Participants with extensive Insight meditation experience and matched controls 2005 Observational cohort n = 20
Meditation experience is associated with differences in default mode network activity and connectivity Experienced meditators and matched meditation-naive controls 2011 Observational cohort
The precuneus/posterior cingulate cortex plays a pivotal role in the default mode network: Evidence from a partial correlation network analysis Healthy subjects 2008 Observational study

Explore topics