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Applying the exposome concept in birth cohort research: a review of statistical approaches
The exposome represents the totality of life course environmental exposures (including lifestyle and other non-genetic factors), from the prenatal period onwards. This holistic concept of exposure provides a new framework to advance the understanding of complex and multifactorial diseases. Prospecti...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7154018/ https://www.ncbi.nlm.nih.gov/pubmed/32221742 http://dx.doi.org/10.1007/s10654-020-00625-4 |
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author | Santos, Susana Maitre, Léa Warembourg, Charline Agier, Lydiane Richiardi, Lorenzo Basagaña, Xavier Vrijheid, Martine |
author_facet | Santos, Susana Maitre, Léa Warembourg, Charline Agier, Lydiane Richiardi, Lorenzo Basagaña, Xavier Vrijheid, Martine |
author_sort | Santos, Susana |
collection | PubMed |
description | The exposome represents the totality of life course environmental exposures (including lifestyle and other non-genetic factors), from the prenatal period onwards. This holistic concept of exposure provides a new framework to advance the understanding of complex and multifactorial diseases. Prospective pregnancy and birth cohort studies provide a unique opportunity for exposome research as they are able to capture, from prenatal life onwards, both the external (including lifestyle, chemical, social and wider community-level exposures) and the internal (including inflammation, metabolism, epigenetics, and gut microbiota) domains of the exposome. In this paper, we describe the steps required for applying an exposome approach, describe the main strengths and limitations of different statistical approaches and discuss their challenges, with the aim to provide guidance for methodological choices in the analysis of exposome data in birth cohort studies. An exposome approach implies selecting, pre-processing, describing and analyzing a large set of exposures. Several statistical methods are currently available to assess exposome-health associations, which differ in terms of research question that can be answered, of balance between sensitivity and false discovery proportion, and between computational complexity and simplicity (parsimony). Assessing the association between many exposures and health still raises many exposure assessment issues and statistical challenges. The exposome favors a holistic approach of environmental influences on health, which is likely to allow a more complete understanding of disease etiology. |
format | Online Article Text |
id | pubmed-7154018 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-71540182020-04-18 Applying the exposome concept in birth cohort research: a review of statistical approaches Santos, Susana Maitre, Léa Warembourg, Charline Agier, Lydiane Richiardi, Lorenzo Basagaña, Xavier Vrijheid, Martine Eur J Epidemiol Essay The exposome represents the totality of life course environmental exposures (including lifestyle and other non-genetic factors), from the prenatal period onwards. This holistic concept of exposure provides a new framework to advance the understanding of complex and multifactorial diseases. Prospective pregnancy and birth cohort studies provide a unique opportunity for exposome research as they are able to capture, from prenatal life onwards, both the external (including lifestyle, chemical, social and wider community-level exposures) and the internal (including inflammation, metabolism, epigenetics, and gut microbiota) domains of the exposome. In this paper, we describe the steps required for applying an exposome approach, describe the main strengths and limitations of different statistical approaches and discuss their challenges, with the aim to provide guidance for methodological choices in the analysis of exposome data in birth cohort studies. An exposome approach implies selecting, pre-processing, describing and analyzing a large set of exposures. Several statistical methods are currently available to assess exposome-health associations, which differ in terms of research question that can be answered, of balance between sensitivity and false discovery proportion, and between computational complexity and simplicity (parsimony). Assessing the association between many exposures and health still raises many exposure assessment issues and statistical challenges. The exposome favors a holistic approach of environmental influences on health, which is likely to allow a more complete understanding of disease etiology. Springer Netherlands 2020-03-27 2020 /pmc/articles/PMC7154018/ /pubmed/32221742 http://dx.doi.org/10.1007/s10654-020-00625-4 Text en © The Author(s) 2020 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Essay Santos, Susana Maitre, Léa Warembourg, Charline Agier, Lydiane Richiardi, Lorenzo Basagaña, Xavier Vrijheid, Martine Applying the exposome concept in birth cohort research: a review of statistical approaches |
title |
Applying the exposome concept in birth cohort research: a review of statistical approaches |
title_full |
Applying the exposome concept in birth cohort research: a review of statistical approaches |
title_fullStr |
Applying the exposome concept in birth cohort research: a review of statistical approaches |
title_full_unstemmed |
Applying the exposome concept in birth cohort research: a review of statistical approaches |
title_short |
Applying the exposome concept in birth cohort research: a review of statistical approaches |
title_sort | applying the exposome concept in birth cohort research: a review of statistical approaches |
topic | Essay |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7154018/ https://www.ncbi.nlm.nih.gov/pubmed/32221742 http://dx.doi.org/10.1007/s10654-020-00625-4 |
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