Change search
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf
New Analytical Workflows for Targeted and Untargeted Studies of the Chemical Exposome in Human Blood
Stockholm University, Faculty of Science, Department of Environmental Science.ORCID iD: 0000-0001-9463-655x
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 [en]
chemical exposome, longitudinal exposomics, high-resolution mass spectrometry, multiclass targeted, untargeted analysis, blood plasma
National Category
Environmental Sciences
Research subject
Environmental Sciences
Identifiers
URN: urn:nbn:se:su:diva-234846ISBN: 978-91-8014-999-0 (print)ISBN: 978-91-8014-361-5 (electronic)OAI: oai:DiVA.org:su-234846DiVA, id: diva2:1908681
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)
Opponent
Supervisors
Available from: 2024-11-19 Created: 2024-10-28 Last updated: 2024-11-11Bibliographically approved
List of papers
1. Phospholipid Removal for Enhanced Chemical Exposomics in Human Plasma
Open this publication in new window or tab >>Phospholipid Removal for Enhanced Chemical Exposomics in Human Plasma
Show others...
2023 (English)In: Environmental Science and Technology, ISSN 0013-936X, E-ISSN 1520-5851, Vol. 57, p. 10173-10184Article in journal (Refereed) Published
Abstract [en]

Chemical exposomics in human plasma wasenhanced by an optimizedphospholipid removal step that increased targeted method sensitivitywhile also revealing >13,000 new molecular features by LC-HRMSnon-targetedacquisition. The challenge of chemical exposomics in human plasmais the 1000-foldconcentration gap between endogenous substances and environmentalpollutants. Phospholipids are the major endogenous small moleculesin plasma, thus we validated a chemical exposomics protocol with anoptimized phospholipid-removal step prior to targeted and non-targetedliquid chromatography high-resolution mass spectrometry. Increasedinjection volume with negligible matrix effect permitted sensitivemulticlass targeted analysis of 77 priority analytes; median MLOQ= 0.05 ng/mL for 200 & mu;L plasma.In non-targeted acquisition, mean total signal intensities of non-phospholipidswere enhanced 6-fold in positive (max 28-fold) and 4-fold in negativemode (max 58-fold) compared to a control method without phospholipidremoval. Moreover, 109 and 28% more non-phospholipid molecular featureswere detected by exposomics in positive and negative mode, respectively,allowing new substances to be annotated that were non-detectable withoutphospholipid removal. In individual adult plasma (100 & mu;L, n = 34), 28 analytes were detected and quantified among10 chemical classes, and quantitation of per- and polyfluoroalkylsubstances (PFAS) was externally validated by independent targetedanalysis. Retrospective discovery and semi-quantification of PFAS-precursorswas demonstrated, and widespread fenuron exposure is reported in plasmafor the first time. The new exposomics method is complementary tometabolomics protocols, relies on open science resources, and canbe scaled to support large studies of the exposome.

Keywords
chemical exposome, high-resolution mass spectrometry, liquid chromatography, multiclass targeted, non-targeted, plasma, phospholipid
National Category
Environmental Engineering Environmental Sciences
Identifiers
urn:nbn:se:su:diva-220845 (URN)10.1021/acs.est.3c00663 (DOI)001021461300001 ()37394749 (PubMedID)2-s2.0-85164670955 (Scopus ID)
Available from: 2023-09-13 Created: 2023-09-13 Last updated: 2024-10-28Bibliographically approved
2. Longitudinal Exposomics in a Multiomic Wellness Cohort Reveals Distinctive and Dynamic Environmental Chemical Mixtures in Blood
Open this publication in new window or tab >>Longitudinal Exposomics in a Multiomic Wellness Cohort Reveals Distinctive and Dynamic Environmental Chemical Mixtures in Blood
Show others...
2024 (English)In: Environmental Science and Technology, ISSN 0013-936X, E-ISSN 1520-5851, Vol. 58, no 37, p. 16302-16315Article in journal (Refereed) Published
Abstract [en]

Chemical exposomes can now be comprehensively measured in human blood, but knowledge of their variability and longitudinal stability is required for robust application in cohort studies. Here, we applied high-resolution chemical exposomics to plasma of 46 adults, each sampled 6 times over 2 years in a multiomic cohort, resulting in 276 individual exposomes. In addition to quantitative analysis of 83 priority target analytes, we discovered and semiquantified substances that have rarely or never been reported in humans, including personal care products, pesticide transformation products, and polymer additives. Hierarchical cluster analysis for 519 confidently annotated substances revealed unique and distinctive coexposures, including clustered pesticides, poly(ethylene glycols), chlorinated phenols, or natural substances from tea and coffee; interactive heatmaps were publicly deposited to support open exploration of the complex (meta)data. Intraclass correlation coefficients (ICC) for all annotated substances demonstrated the relatively low stability of the exposome compared to that of proteome, microbiome, and endogenous small molecules. Implications are that the chemical exposome must be measured more frequently than other omics in longitudinal studies and four longitudinal exposure types are defined that can be considered in study design. In this small cohort, mixed-effect models nevertheless revealed significant associations between testosterone and perfluoroalkyl substances, demonstrating great potential for longitudinal exposomics in precision health research.

Keywords
chemical exposome, longitudinal exposomics, high-resolution mass spectrometry, multiclass targeted, untargeted analysis, blood plasma
National Category
Occupational Health and Environmental Health
Identifiers
urn:nbn:se:su:diva-234544 (URN)10.1021/acs.est.4c05235 (DOI)001307767700001 ()39236221 (PubMedID)2-s2.0-85203298218 (Scopus ID)
Funder
Swedish Research Council Formas, 2018-02268Swedish Research Council, 2018-03409
Available from: 2024-10-17 Created: 2024-10-17 Last updated: 2024-10-30Bibliographically approved
3. Chemical exposomics in biobanked plasma samples and associations with breast cancer risk factors
Open this publication in new window or tab >>Chemical exposomics in biobanked plasma samples and associations with breast cancer risk factors
Show others...
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.

Keywords
Chemical exposome, Breast cancer, High-resolution mass spectrometry, Liquid chromatography, Plasma
National Category
Occupational Health and Environmental Health
Identifiers
urn:nbn:se:su:diva-234561 (URN)10.1038/s41370-024-00736-0 (DOI)001371134900001 ()39643621 (PubMedID)2-s2.0-85211505106 (Scopus ID)
Available from: 2024-10-18 Created: 2024-10-18 Last updated: 2025-09-08Bibliographically approved

Open Access in DiVA

New Analytical Workflows for Targeted and Untargeted Studies of the Chemical Exposome in Human Blood(1514 kB)232 downloads
File information
File name FULLTEXT01.pdfFile size 1514 kBChecksum SHA-512
8e7aadc053b1b5478c11020b414658f610fe6f030c5d407009df4548c4dc02a947f009d45747eef57b9693f6e50d84e277d75b3e390a4112f1c4da276986c761
Type fulltextMimetype application/pdf

Authority records

Sdougkou, Kalliroi

Search in DiVA

By author/editor
Sdougkou, Kalliroi
By organisation
Department of Environmental Science
Environmental Sciences

Search outside of DiVA

GoogleGoogle Scholar
Total: 233 downloads
The number of downloads is the sum of all downloads of full texts. It may include eg previous versions that are now no longer available

isbn
urn-nbn

Altmetric score

isbn
urn-nbn
Total: 530 hits
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf