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Chemical exposomics in biobanked plasma samples and associations with breast cancer risk factors
Stockholm University, Faculty of Science, Department of Environmental Science. Stockholm University, Science for Life Laboratory (SciLifeLab).ORCID iD: 0000-0001-9463-655x
Stockholm University, Science for Life Laboratory (SciLifeLab). Stockholm University, Faculty of Science, Department of Environmental Science.ORCID iD: 0000-0003-2538-8702
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2025 (English)In: Journal of Exposure Science and Environmental Epidemiology, ISSN 1559-0631, E-ISSN 1559-064X, Vol. 35, no 4, p. 567-577Article in journal (Refereed) Published
Abstract [en]

Background: The chemical exposome includes exposure to numerous environmental and endogenous molecules, many of which have been linked to reproductive outcomes due to their endocrine-disrupting properties. As several breast cancer risk factors, including age and parity, are related to reproduction, it is imperative to investigate the interplay between such factors and the chemical exposome prior to conducting large scale exposome-based breast cancer studies.

Objective: This pilot study aimed to provide an overview of the chemical exposome in plasma samples from healthy women and identify associations between environmental exposures and three risk factors for breast cancer: age, parity, and age at menarche.

Material and methods: Plasma samples (n = 161), were selected based on reproductive history from 100 women participating in the Northern Sweden Health and Disease Study, between 1987 and 2006. Samples were analyzed by liquid chromatography high-resolution mass spectrometry (LC-HRMS) for 77 priority target analytes including contaminants and hormones, with simultaneous untargeted profiling of the chemical exposome and metabolome. Linear mixed effects models were applied to test associations between risk factors and chemical levels.

Results: Fifty-five target analytes were detected in at least one individual and over 94,000 untargeted features were detected across all samples. Among untargeted features, 430 could be annotated and were broadly classified as environmental (246), endogenous (167) or ambiguous (17). Applying mixed effect models to features detected in at least 70% of the samples (16,778), we found seven targeted analytes (including caffeine and various per- and poly-fluoroalkyl substances) and 38 untargeted features, positively associated with age. The directionality of these associations reversed for parity, decreasing with increasing births. Seven separate targeted analytes were associated with age at menarche.

Significance: This study demonstrates how a comprehensive chemical exposome approach can be used to inform future research prioritization regarding associations between known and unknown substances, reproduction, and breast cancer risk.

Place, publisher, year, edition, pages
2025. Vol. 35, no 4, p. 567-577
Keywords [en]
Chemical exposome, Breast cancer, High-resolution mass spectrometry, Liquid chromatography, Plasma
National Category
Occupational Health and Environmental Health
Identifiers
URN: urn:nbn:se:su:diva-234561DOI: 10.1038/s41370-024-00736-0ISI: 001371134900001PubMedID: 39643621Scopus ID: 2-s2.0-85211505106OAI: oai:DiVA.org:su-234561DiVA, id: diva2:1906620
Available from: 2024-10-18 Created: 2024-10-18 Last updated: 2025-09-08Bibliographically approved
In thesis
1. New Analytical Workflows for Targeted and Untargeted Studies of the Chemical Exposome in Human Blood
Open this publication in new window or tab >>New Analytical Workflows for Targeted and Untargeted Studies of the Chemical Exposome in Human Blood
2024 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

The chemical exposome is the cumulative sum of environmental chemical exposures over an individual’s lifespan, including pollution, dietary substances, and the metabolic products of gut microbiota. Specific environmental chemicals are known to influence health and disease risk, but overall knowledge has advanced too slowly due to a previous focus on a limited number of targeted chemicals and the large volumes of blood required for sensitive analyses. Measurement of the chemical exposome in blood is strategic due to the simultaneous presence of dietary substances, drugs and environmental contaminants, as well as endogenous molecules whose profiles may be impacted by such exposures. To facilitate routine chemical exposomics in health studies, trace analytical methods for small volumes of blood are needed that can quantify a wide range of multiclass target analytes, while also discovering unexpected chemicals in a complex matrix dominated by endogenous molecules. Recognizing that our environment is dynamic, and that human susceptibility to disease changes over the life course, the exposome has always been envisaged as a parameter requiring repeated measures over time. However, fundamental questions remain on the longitudinal stability of the chemical exposome, including its relative stability compared to other omic profiles routinely measured in health studies today. 

The foundation of this doctoral thesis is a chemical exposomics analytical workflow, involving: a sample preparation method for ≤ 200 µL of human blood plasma that minimizes endogenous interferences, a combined targeted/untargeted liquid chromatography-high resolution mass spectrometry (LC-HRMS) acquisition, and a data processing workflow with open science tools to discover and annotate hundreds of small molecules in large datasets. Workflow applications in Swedish cohorts are also demonstrated, including the first cohort-scale application of longitudinal exposomics in blood. 

In Paper I, the selective removal of high abundance phospholipids from plasma enabled the sensitive and quantitative multiclass targeted analysis of 83 priority analytes. In untargeted acquisition, 109 and 28% more non-phospholipid molecular features in positive and negative mode, respectively, were detected with the new method compared to a control method without phospholipid removal. In Paper II, the same method was applied to a longitudinal multiomic wellness cohort, resulting in 519 confident molecular annotations, including novel exposures and correlated co-exposures (i.e. mixtures). A data resource containing the longitudinal stabilities for hundreds of environmental molecules in blood over 2 years revealed that the chemical exposome has low stability compared to other omic profiles in the same individuals, thereby urging repeated exposome measurement in future studies. In Paper III the workflow was applied to plasma from 100 healthy women in a pilot study for exposome and breast cancer, revealing associations between known and unknown chemicals and breast cancer risk factors. Overall, this thesis provides a powerful workflow for plasma chemical exposomics that can be applied at cohort-scale, and the combined products of this thesis will contribute to the design and execution of future exposome studies.

Place, publisher, year, edition, pages
Stockholm: Department of Environmental Science, Stockholm University, 2024. p. 51
Keywords
chemical exposome, longitudinal exposomics, high-resolution mass spectrometry, multiclass targeted, untargeted analysis, blood plasma
National Category
Environmental Sciences
Research subject
Environmental Sciences
Identifiers
urn:nbn:se:su:diva-234846 (URN)978-91-8014-999-0 (ISBN)978-91-8014-361-5 (ISBN)
Public defence
2024-12-12, De Geersalen, Geovetenskapens hus, Svante Arrhenius Väg 14 and online via Zoom, public link is available at the department website, Stockholm, 13:00 (English)
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Supervisors
Available from: 2024-11-19 Created: 2024-10-28 Last updated: 2024-11-11Bibliographically approved

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Sdougkou, KalliroiPapazian, StefanoMartin, Jonathan W.

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