Literature DB >> 33643986

Network Analysis to Identify Communities Among Multiple Exposure Biomarkers Measured at Birth in Three Flemish General Population Samples.

Ilse Ottenbros1,2, Eva Govarts3, Erik Lebret1,2, Roel Vermeulen2, Greet Schoeters3,4, Jelle Vlaanderen2.   

Abstract

Introduction: Humans are exposed to multiple environmental chemicals via different sources resulting in complex real-life exposure patterns. Insight into these patterns is important for applications such as linkage to health effects and (mixture) risk assessment. By providing internal exposure levels of (metabolites of) chemicals, biomonitoring studies can provide snapshots of exposure patterns and factors that drive them. Presentation of biomonitoring data in networks facilitates the detection of such exposure patterns and allows for the systematic comparison of observed exposure patterns between datasets and strata within datasets.
Methods: We demonstrate the use of network techniques in human biomonitoring data from cord blood samples collected in three campaigns of the Flemish Environment and Health Studies (FLEHS) (sampling years resp. 2002-2004, 2008-2009, and 2013-2014). Measured biomarkers were multiple organochlorine compounds, PFAS and metals. Comparative network analysis (CNA) was conducted to systematically compare networks between sampling campaigns, smoking status during pregnancy, and maternal pre-pregnancy BMI.
Results: Network techniques offered an intuitive approach to visualize complex correlation structures within human biomonitoring data. The identification of groups of highly connected biomarkers, "communities," within these networks highlighted which biomarkers should be considered collectively in the analysis and interpretation of epidemiological studies or in the design of toxicological mixture studies. Network analyses demonstrated in our example to which extent biomarker networks and its communities changed across the sampling campaigns, smoking status during pregnancy, and maternal pre-pregnancy BMI.
Conclusion: Network analysis is a data-driven and intuitive screening method when dealing with multiple exposure biomarkers, which can easily be upscaled to high dimensional HBM datasets, and can inform mixture risk assessment approaches.
Copyright © 2021 Ottenbros, Govarts, Lebret, Vermeulen, Schoeters and Vlaanderen.

Entities:  

Keywords:  community detection; human biomonitoring; mixtures; multiple exposure biomarkers; network analysis; risk assessment

Year:  2021        PMID: 33643986      PMCID: PMC7902692          DOI: 10.3389/fpubh.2021.590038

Source DB:  PubMed          Journal:  Front Public Health        ISSN: 2296-2565


  32 in total

Review 1.  Cumulative effects of antiandrogenic chemical mixtures and their relevance to human health risk assessment.

Authors:  Kembra L Howdeshell; Andrew K Hotchkiss; L Earl Gray
Journal:  Int J Hyg Environ Health       Date:  2016-11-19       Impact factor: 5.840

2.  Human biomonitoring as a tool to support chemicals regulation in the European Union.

Authors:  Catherine Ganzleben; Jean-Philippe Antignac; Robert Barouki; Argelia Castaño; Ulrike Fiddicke; Jana Klánová; Erik Lebret; Nicolas Olea; Dimosthenis Sarigiannis; Greet R Schoeters; Ovnair Sepai; Hanna Tolonen; Marike Kolossa-Gehring
Journal:  Int J Hyg Environ Health       Date:  2017-02-22       Impact factor: 5.840

3.  Suspect and non-targeted screening of chemicals of emerging concern for human biomonitoring, environmental health studies and support to risk assessment: From promises to challenges and harmonisation issues.

Authors:  Mariane Pourchet; Laurent Debrauwer; Jana Klanova; Elliott J Price; Adrian Covaci; Noelia Caballero-Casero; Herbert Oberacher; Marja Lamoree; Annelaure Damont; François Fenaille; Jelle Vlaanderen; Jeroen Meijer; Martin Krauss; Denis Sarigiannis; Robert Barouki; Bruno Le Bizec; Jean-Philippe Antignac
Journal:  Environ Int       Date:  2020-04-29       Impact factor: 9.621

Review 4.  Regulatory assessment of chemical mixtures: Requirements, current approaches and future perspectives.

Authors:  Aude Kienzler; Stephanie K Bopp; Sander van der Linden; Elisabet Berggren; Andrew Worth
Journal:  Regul Toxicol Pharmacol       Date:  2016-05-20       Impact factor: 3.271

5.  The Pregnancy Exposome: Multiple Environmental Exposures in the INMA-Sabadell Birth Cohort.

Authors:  Oliver Robinson; Xavier Basagaña; Lydiane Agier; Montserrat de Castro; Carles Hernandez-Ferrer; Juan R Gonzalez; Joan O Grimalt; Mark Nieuwenhuijsen; Jordi Sunyer; Rémy Slama; Martine Vrijheid
Journal:  Environ Sci Technol       Date:  2015-08-21       Impact factor: 9.028

6.  Concept of the Flemish human biomonitoring programme.

Authors:  Greet Schoeters; Elly Den Hond; Ann Colles; Ilse Loots; Bert Morrens; Hans Keune; Liesbeth Bruckers; Tim Nawrot; Isabelle Sioen; Sam De Coster; Nicolas Van Larebeke; Vera Nelen; Els Van de Mieroop; Jan Vrijens; Kim Croes; Karen Goeyens; Willy Baeyens
Journal:  Int J Hyg Environ Health       Date:  2011-12-16       Impact factor: 5.840

Review 7.  Integrative approaches for finding modular structure in biological networks.

Authors:  Koyel Mitra; Anne-Ruxandra Carvunis; Sanath Kumar Ramesh; Trey Ideker
Journal:  Nat Rev Genet       Date:  2013-10       Impact factor: 53.242

Review 8.  The exposome and health: Where chemistry meets biology.

Authors:  Roel Vermeulen; Emma L Schymanski; Albert-László Barabási; Gary W Miller
Journal:  Science       Date:  2020-01-24       Impact factor: 47.728

9.  First steps toward harmonized human biomonitoring in Europe: demonstration project to perform human biomonitoring on a European scale.

Authors:  Elly Den Hond; Eva Govarts; Hanny Willems; Roel Smolders; Ludwine Casteleyn; Marike Kolossa-Gehring; Gerda Schwedler; Margarete Seiwert; Ulrike Fiddicke; Argelia Castaño; Marta Esteban; Jürgen Angerer; Holger M Koch; Birgit K Schindler; Ovnair Sepai; Karen Exley; Louis Bloemen; Milena Horvat; Lisbeth E Knudsen; Anke Joas; Reinhard Joas; Pierre Biot; Dominique Aerts; Gudrun Koppen; Andromachi Katsonouri; Adamos Hadjipanayis; Andrea Krskova; Marek Maly; Thit A Mørck; Peter Rudnai; Szilvia Kozepesy; Maurice Mulcahy; Rory Mannion; Arno C Gutleb; Marc E Fischer; Danuta Ligocka; Marek Jakubowski; M Fátima Reis; Sónia Namorado; Anca Elena Gurzau; Ioana-Rodica Lupsa; Katarina Halzlova; Michal Jajcaj; Darja Mazej; Janja Snoj Tratnik; Ana López; Estrella Lopez; Marika Berglund; Kristin Larsson; Andrea Lehmann; Pierre Crettaz; Greet Schoeters
Journal:  Environ Health Perspect       Date:  2014-12-11       Impact factor: 9.031

10.  Combined Effects of Prenatal Exposures to Environmental Chemicals on Birth Weight.

Authors:  Eva Govarts; Sylvie Remy; Liesbeth Bruckers; Elly Den Hond; Isabelle Sioen; Vera Nelen; Willy Baeyens; Tim S Nawrot; Ilse Loots; Nick Van Larebeke; Greet Schoeters
Journal:  Int J Environ Res Public Health       Date:  2016-05-12       Impact factor: 3.390

View more
  2 in total

Review 1.  Associations between Exposures to Perfluoroalkyl Substances and Diabetes, Hyperglycemia, or Insulin Resistance: A Scoping Review.

Authors:  Rachel Margolis; Karilyn E Sant
Journal:  J Xenobiot       Date:  2021-09-14

2.  Guidance Document on Scientific criteria for grouping chemicals into assessment groups for human risk assessment of combined exposure to multiple chemicals.

Authors:  Simon John More; Vasileios Bampidis; Diane Benford; Claude Bragard; Antonio Hernandez-Jerez; Susanne Hougaard Bennekou; Thorhallur Ingi Halldorsson; Konstantinos Panagiotis Koutsoumanis; Claude Lambré; Kyriaki Machera; Hanspeter Naegeli; Søren Saxmose Nielsen; Josef Rudolf Schlatter; Dieter Schrenk; Vittorio Silano; Dominique Turck; Maged Younes; Emilio Benfenati; Amélie Crépet; Jan Dirk Te Biesebeek; Emanuela Testai; Bruno Dujardin; Jean Lou Cm Dorne; Christer Hogstrand
Journal:  EFSA J       Date:  2021-12-17
  2 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.