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在MARBLES研究中孕期暴露于多种化学类别混合物与自闭症谱系障碍的关系

Gestational exposures to mixtures of multiple chemical classes and autism spectrum disorder in the MARBLES study.

作者信息

Choi Jeong Weon, Jang Hyuna, Kuiper Jordan R, Bennett Deborah H, Schmidt Rebecca J, Shin Hyeong-Moo

机构信息

Department of Environmental Science, Baylor University, Waco, TX, USA.

Department of Environmental Science, Baylor University, Waco, TX, USA.

出版信息

Environ Res. 2025 Aug 1;278:121646. doi: 10.1016/j.envres.2025.121646. Epub 2025 Apr 16.

Abstract

BACKGROUND

Previous epidemiologic studies on gestational chemical exposures and autism spectrum disorder (ASD) often lack analysis of chemical mixtures or are limited to investigating certain chemical classes.

OBJECTIVE

We examined the impact of multi-class chemical mixtures on ASD risk, using data from the MARBLES (Markers of Autism Risks in Babies-Learning Early Signs) cohort.

METHODS

Children were clinically assessed at age 3 and classified as ASD, typical development (TD), or non-TD with other neurodevelopmental concerns. In blood or urine from 105 pregnant mothers, we quantified 42 biomarkers across 5 chemical classes: per- and polyfluoroalkyl substances (PFAS), parabens, phenols, phthalates, and organophosphate esters (OPEs). We only analyzed 30 biomarkers detected in >50 % of the sample. After identifying clusters with similar chemical profiles via hierarchical clustering, we applied linear discriminant analysis (LDA) to compute LDA exposure summary scores. In covariate-adjusted models, we used LDA scores to assess co-adjusted, multipollutant associations (relative risk [RR]) with ASD or non-TD, via quasi-Poisson regression. We further examined overall mixture effect and chemical interactions with Bayesian kernel machine regression.

RESULTS

We identified four distinct clusters: PFAS (Cluster 1), OPEs (Cluster 2), parabens and triclosan (Cluster 3), and phthalates and bisphenol A (Cluster 4). Relative to TD, LDA scores for each cluster were associated with increased risk of ASD (RR [95 % CI]: 1.14 [1.03, 1.25], 1.12 [1.01, 1.24], 1.17 [1.07, 1.29], 1.17 [1.07, 1.28] for Cluster 1-4, respectively), whereas clusters 2 and 4 were associated with non-TD (1.07 [1.01, 1.14] and 1.12 [1.05, 1.19], respectively). Cumulative exposure across the four clusters was linked to increased risk of both ASD and non-TD. Potential interactions within and between clusters were observed.

CONCLUSION

This study shows that considering multiple chemical classes resulted in stronger associations with ASD and non-TD risk, compared to when investigated separately in our previous studies.

摘要

背景

以往关于孕期化学物质暴露与自闭症谱系障碍(ASD)的流行病学研究往往缺乏对化学混合物的分析,或者仅限于调查某些化学类别。

目的

我们利用来自MARBLES(婴儿自闭症风险标志物——早期学习迹象)队列的数据,研究多类别化学混合物对ASD风险的影响。

方法

对儿童在3岁时进行临床评估,并将其分类为患有ASD、典型发育(TD)或有其他神经发育问题的非TD。在105名孕妇的血液或尿液中,我们对5类化学物质中的42种生物标志物进行了定量:全氟和多氟烷基物质(PFAS)、对羟基苯甲酸酯、酚类、邻苯二甲酸盐和有机磷酸酯(OPEs)。我们仅分析了在超过50%的样本中检测到的30种生物标志物。通过层次聚类识别出具有相似化学特征的聚类后,我们应用线性判别分析(LDA)来计算LDA暴露综合得分。在协变量调整模型中,我们使用LDA得分通过准泊松回归评估与ASD或非TD的共同调整、多污染物关联(相对风险[RR])。我们进一步通过贝叶斯核机器回归研究了总体混合物效应和化学物质间的相互作用。

结果

我们识别出四个不同的聚类:PFAS(聚类1)、OPEs(聚类2)、对羟基苯甲酸酯和三氯生(聚类3)以及邻苯二甲酸盐和双酚A(聚类4)。相对于TD,每个聚类的LDA得分与ASD风险增加相关(聚类1 - 4的RR[95%CI]分别为:1.14[1.03, 1.25]、1.12[1.01, 1.24]、1.17[1.07, 1.29]、1.17[1.07, 1.28]),而聚类2和4与非TD相关(分别为1.07[1.01, 1.14]和1.12[1.05, 1.19])。四个聚类的累积暴露与ASD和非TD风险增加均有关联。观察到聚类内部和聚类之间存在潜在的相互作用。

结论

本研究表明,与我们之前研究中分别调查时相比,考虑多种化学类别会导致与ASD和非TD风险的关联更强。

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