Dioxin(-like)-Related Biological Effects through Integrated Chemical-wide and Metabolome-wide Analyses

Yujia Zhao, Jeroen Meijer, Douglas I. Walker, Juni Kim, Lützen Portengen, Dean P. Jones, Fatemeh Saberi Hosnijeh, Jelle Vlaanderen, Roel Vermeulen*

*Corresponding author for this work

Research output: Contribution to JournalArticleAcademicpeer-review

Abstract

Dioxin(-like) exposures are linked to adverse health effects, including cancer. However, metabolic alterations induced by these chemicals remain largely unknown. Beyond known dioxin(-like) compounds, we leveraged a chemical-wide approach to assess chlorinated co-exposures and parent compound products [termed dioxin(-like)-related compounds] among 137 occupational workers. Endogenous metabolites were profiled by untargeted metabolomics, namely, reversed-phase chromatography with negative electrospray ionization (C18-negative) and hydrophilic interaction liquid chromatography with positive electrospray ionization (HILIC-positive). We performed a metabolome-wide association study to select dioxin(-like) associated metabolic features using a 20% false discovery rate threshold. Metabolic features were then characterized by pathway enrichment analyses. There are no significant features associated with polychlorinated dibenzo-p-dioxins (PCDDs), a subgroup of known dioxin(-like) compounds. However, 3,110 C18-negative and 2,894 HILIC-positive features were associated with at least one of the PCDD-related compounds. Abundant metabolic changes were also observed for polychlorinated dibenzofuran-related and polychlorinated biphenyl-related compounds. These metabolic features were primarily enriched in pathways of amino acids, lipid and fatty acids, carbohydrates, cofactors, and nucleotides. Our study highlights the potential of chemical-wide analysis for comprehensive exposure assessment beyond targeted chemicals. Coupled with advanced endogenous metabolomics, this approach allows for an in-depth exploration of metabolic alterations induced by environmental chemicals.

Original languageEnglish
Pages (from-to)258-268
Number of pages11
JournalEnvironmental Science and Technology
Volume58
Issue number1
Early online date27 Dec 2023
DOIs
Publication statusPublished - 9 Jan 2024

Bibliographical note

Funding Information:
The authors would like to acknowledge the support provided by the China Scholarship Council (CSC) during the Ph.D. period of Yujia Zhao in Utrecht University-Institute for Risk Assessment Sciences. We thank Larry Needham, the Centers for Disease Control and Prevention (CDC), Atlanta, USA, for the measurement of targeted dioxin(-like) compounds. We are grateful for the dedications of Bas Bueno De Mesquita and Daisy Boers for the Dutch Herbicide Cohort, as well as all the participants who have been part of the project.

Funding Information:
This work was supported by Exposome NL (NWO grant no. 024.004.017) and the National Institute of Environmental Health Sciences (Award #R01 ES032831).

Publisher Copyright:
© 2023 The Authors. Published by American Chemical Society.

Funding

The authors would like to acknowledge the support provided by the China Scholarship Council (CSC) during the Ph.D. period of Yujia Zhao in Utrecht University-Institute for Risk Assessment Sciences. We thank Larry Needham, the Centers for Disease Control and Prevention (CDC), Atlanta, USA, for the measurement of targeted dioxin(-like) compounds. We are grateful for the dedications of Bas Bueno De Mesquita and Daisy Boers for the Dutch Herbicide Cohort, as well as all the participants who have been part of the project. This work was supported by Exposome NL (NWO grant no. 024.004.017) and the National Institute of Environmental Health Sciences (Award #R01 ES032831).

FundersFunder number
Exposome NL
Larry Needham
dedications of Bas Bueno De Mesquita and Daisy Boers for the Dutch Herbicide Cohort
Centers for Disease Control and Prevention
National Institute of Environmental Health Sciences01 ES032831
National Institute of Environmental Health Sciences
Nederlandse Organisatie voor Wetenschappelijk Onderzoek024.004.017
Nederlandse Organisatie voor Wetenschappelijk Onderzoek
China Scholarship Council

    Keywords

    • biological pathways
    • chemical-wide association study
    • dioxin(-like) exposures
    • exposome
    • metabolome-wide association study
    • occupational population

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