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Application of an analytical framework for multivariate mediation analysis of environmental data.


ABSTRACT: Diverse toxicological mechanisms may mediate the impact of environmental toxicants (phthalates, phenols, polycyclic aromatic hydrocarbons, and metals) on pregnancy outcomes. In this study, we introduce an analytical framework for multivariate mediation analysis to identify mediation pathways (q?=?61 mediators) in the relationship between environmental toxicants (p?=?38 analytes) and gestational age at delivery. Our analytical framework includes: (1) conducting pairwise mediation for unique exposure-mediator combinations, (2) exposure dimension reduction by estimating environmental risk scores, and (3) multivariate mediator analysis using either Bayesian shrinkage mediation analysis, population value decomposition, or mediation pathway penalization. Dimension reduction demonstrates that a one-unit increase in phthalate risk score is associated with a total effect of 1.07 lower gestational age (in weeks) at delivery (95% confidence interval: 0.48-1.67) and eicosanoids from the cytochrome p450 pathway mediated 26% of this effect (95% confidence interval: 4-63%). Eicosanoid products derived from the cytochrome p450 pathway may be important mediators of phthalate toxicity.

SUBMITTER: Aung MT 

PROVIDER: S-EPMC7648785 | biostudies-literature | 2020 Nov

REPOSITORIES: biostudies-literature

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Application of an analytical framework for multivariate mediation analysis of environmental data.

Aung Max T MT   Song Yanyi Y   Ferguson Kelly K KK   Cantonwine David E DE   Zeng Lixia L   McElrath Thomas F TF   Pennathur Subramaniam S   Meeker John D JD   Mukherjee Bhramar B  

Nature communications 20201106 1


Diverse toxicological mechanisms may mediate the impact of environmental toxicants (phthalates, phenols, polycyclic aromatic hydrocarbons, and metals) on pregnancy outcomes. In this study, we introduce an analytical framework for multivariate mediation analysis to identify mediation pathways (q = 61 mediators) in the relationship between environmental toxicants (p = 38 analytes) and gestational age at delivery. Our analytical framework includes: (1) conducting pairwise mediation for unique expos  ...[more]

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