Air Pollution Exposure, Prefrontal Connectivity, and Emotional Behavior in Early Adolescence.

M M Herting, E Burnor, H Ahmadi, S P Eckel, W Gauderman, J Schwartz, K Berhane, R McConnell, J-C Chen
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引用次数: 0

Abstract

Introduction: Emerging evidence suggests that ambient air pollution may affect the developing brain and contribute to an increased risk of mental health problems. However, most studies have focused on prenatal or early postnatal periods of exposure, with less attention given to the dynamic neurodevelopment period of early adolescence. Moving forward, it is necessary to consider additional periods of exposure, such as adolescence, and the biological mechanisms that may drive potential neurotoxicological effects. This project aimed to investigate whether 1-year exposure to ambient fine particulate matter (PM2.5) and nitrogen dioxide (NO2) at 9-10 years of age was associated with (1) concurrent prefrontal white matter connectivity at ages 9-10 years and (2) emotional health problems at ages 9-10 years as well as 1 year later. Lastly, we hypothesized that poor prefrontal white matter connectivity might be an intermediate marker (i.e., mediator) for the association between 1-year ambient exposure and mental health outcomes.

Methods: We leveraged data from the multisite, nationwide Adolescent Brain Cognitive Development Study (ABCD Study; N = 11,880), with cross-sectional data on diffusion-weighted imaging at 9-10 years (baseline visit) and longitudinal emotional health outcomes at 9-10 (baseline visit) and 10-11 years (1-year follow-up). Based on residential addresses at ages 9-10 years, novel hybrid spatiotemporal exposure models were applied to estimate 1-year average ambient exposure to PM2.5 and NO2. Diffusion tensor imaging (DTI) was used to measure white matter microstructure in tracts that innervate the prefrontal cortex. Emotional behavioral problems were measured based on caregiver reports using the Child Behavioral Checklist (CBCL). Mixed-effect two-pollutant models were fit using both PM2.5 and NO2 and adjusted for the study site, several potential sociodemographic and lifestyle characteristics, and magnetic resonance imaging (MRI) precision variables when necessary. For emotional health outcomes, longitudinal models included interaction terms for pollutant-by-time for both pollutants. Sensitivity analyses were conducted that also accounted for the number of years the child resided at the residential address, as well as adjusting for prenatal PM2.5 and NO2 exposures.

Results: The final analytic sample included 7,546 participants with DTI data and 9,334 participants with emotional behavior data. The annual exposures to PM2.5 and NO2 across 21 study sites were 7.66 μg/m3 [1.72-15.90 μg/m3] and 18.61 ppb [0.73-37.94 ppb], respectively. Annual exposure to PM2.5 was found to be significantly related to prefrontal structural connectivity, including fractional anisotropy (FA) in the right superior longitudinal fasciculus and widespread differences in mean diffusivity (MD) in the corpus callosum, bilateral uncinate fasciculus, left cingulum-hippocampal region, left anterior thalamic radiation, and left superior longitudinal fasciculus. The observed associations between PM2.5 and MD were negative and nonlinear, with greater decreases in MD seen at higher exposure levels. Annual exposure to NO2 was found to have significant, negative linear associations with FA in the right anterior thalamic radiation, left uncinate fasciculus, and corpus callosum. In terms of emotional behavior, 1-year PM2.5 annual exposure was related to slightly less internalizing, anxiety/depression, and aggression problems at the 1-year follow-up. Similarly, 1-year NO2 annual exposure was related to slightly less internalizing and total problems at the 1-year follow-up. Although some of these associations were statistically significant, small parameter estimates suggest these noted effects on emotional outcomes may not be of clinical importance. Given the later findings, the required conditions to test mediation formally were not met.

Conclusions: Our analyses indicate that white matter microstructure is uniquely associated with annual exposure to PM2.5 and NO2 at ages 9-10 years. Against our hypotheses, annual exposure was not related to more emotional problems at ages 9-10 years or after a 1-year follow-up period. These findings suggest air pollution exposure levels below US national ambient air quality standards may have important implications for child white matter development and add to the literature suggesting neurotoxicity at low exposure levels of air pollution may be critical to include in the continuing review and risk assessment for the National Ambient Air Quality Standard.

空气污染暴露、前额叶连通性与青少年早期情绪行为。
新出现的证据表明,环境空气污染可能会影响正在发育的大脑,并导致心理健康问题的风险增加。然而,大多数研究都集中在产前或产后早期的暴露期,很少关注青春期早期的动态神经发育时期。展望未来,有必要考虑额外的暴露期,如青春期,以及可能驱动潜在神经毒理学效应的生物学机制。本项目旨在探讨9-10岁儿童1年暴露于环境细颗粒物(PM2.5)和二氧化氮(NO2)是否与(1)9-10岁儿童同期前额叶白质连通性和(2)9-10岁儿童及其1年后的情绪健康问题相关。最后,我们假设前额叶白质连通性差可能是1年环境暴露与心理健康结果之间关联的中间标记(即中介)。方法:我们利用了来自全国青少年大脑认知发展研究(ABCD Study;N = 11880), 9-10年(基线随访)弥散加权成像的横断面数据以及9-10年(基线随访)和10-11年(1年随访)的纵向情绪健康结果。基于9 ~ 10岁儿童的居住地址,采用新型混合时空暴露模型估算PM2.5和NO2的年平均环境暴露量。采用弥散张量成像(Diffusion tensor imaging, DTI)测量前额皮质神经束白质微结构。使用儿童行为检查表(CBCL)根据照顾者报告测量情绪行为问题。使用PM2.5和NO2对混合效应双污染物模型进行拟合,并根据研究地点、几个潜在的社会人口统计学和生活方式特征以及必要的磁共振成像(MRI)精度变量进行调整。对于情绪健康结果,纵向模型包括两种污染物按时间污染物的相互作用项。敏感性分析也考虑了儿童在居住地址居住的年数,并调整了产前PM2.5和NO2暴露。结果:最终的分析样本包括7546名参与者的DTI数据和9334名参与者的情绪行为数据。21个研究点PM2.5和NO2的年暴露量分别为7.66 μg/m3 [1.72 ~ 15.90 μg/m3]和18.61 ppb [0.73 ~ 37.94 ppb]。研究发现,PM2.5年暴露与前额叶结构连通性显著相关,包括右侧上纵束的分数各向异性(FA)和胼胝体、双侧钩状束、左侧扣带-海马区、左侧丘脑前辐射和左侧上纵束的平均扩散率(MD)的广泛差异。所观察到的PM2.5与MD之间的关系是负的和非线性的,暴露水平越高,MD的下降幅度越大。研究发现,每年暴露于NO2与右侧丘脑前辐射、左侧钩侧束和胼胝体的FA呈显著的负线性相关。在情绪行为方面,1年PM2.5年暴露与1年随访时内化、焦虑/抑郁和攻击问题略有减少有关。同样,1年的年度二氧化氮暴露与1年随访时的内化和总问题略少有关。尽管其中一些关联具有统计学意义,但小参数估计表明,这些对情绪结果的显著影响可能不具有临床重要性。鉴于后来的调查结果,没有达到正式测试调解所需的条件。结论:我们的分析表明,9-10岁儿童的白质微观结构与PM2.5和NO2的年暴露量有独特的关系。与我们的假设相反,在9-10岁或1年后的随访期间,每年暴露与更多的情绪问题无关。这些发现表明,低于美国国家环境空气质量标准的空气污染暴露水平可能对儿童白质发育有重要影响,并补充了文献,表明低暴露水平空气污染的神经毒性可能至关重要,应纳入国家环境空气质量标准的持续审查和风险评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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