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Incorporation of Biological Knowledge Into the Study of Gene-Environment Interactions

A growing knowledge base of genetic and environmental information has greatly enabled the study of disease risk factors. However, the computational complexity and statistical burden of testing all variants by all environments has required novel study designs and hypothesis-driven approaches. We disc...

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Autores principales: Ritchie, Marylyn D., Davis, Joe R., Aschard, Hugues, Battle, Alexis, Conti, David, Du, Mengmeng, Eskin, Eleazar, Fallin, M. Daniele, Hsu, Li, Kraft, Peter, Moore, Jason H., Pierce, Brandon L., Bien, Stephanie A., Thomas, Duncan C., Wei, Peng, Montgomery, Stephen B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5860556/
https://www.ncbi.nlm.nih.gov/pubmed/28978191
http://dx.doi.org/10.1093/aje/kwx229
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author Ritchie, Marylyn D.
Davis, Joe R.
Aschard, Hugues
Battle, Alexis
Conti, David
Du, Mengmeng
Eskin, Eleazar
Fallin, M. Daniele
Hsu, Li
Kraft, Peter
Moore, Jason H.
Pierce, Brandon L.
Bien, Stephanie A.
Thomas, Duncan C.
Wei, Peng
Montgomery, Stephen B.
author_facet Ritchie, Marylyn D.
Davis, Joe R.
Aschard, Hugues
Battle, Alexis
Conti, David
Du, Mengmeng
Eskin, Eleazar
Fallin, M. Daniele
Hsu, Li
Kraft, Peter
Moore, Jason H.
Pierce, Brandon L.
Bien, Stephanie A.
Thomas, Duncan C.
Wei, Peng
Montgomery, Stephen B.
author_sort Ritchie, Marylyn D.
collection PubMed
description A growing knowledge base of genetic and environmental information has greatly enabled the study of disease risk factors. However, the computational complexity and statistical burden of testing all variants by all environments has required novel study designs and hypothesis-driven approaches. We discuss how incorporating biological knowledge from model organisms, functional genomics, and integrative approaches can empower the discovery of novel gene-environment interactions and discuss specific methodological considerations with each approach. We consider specific examples where the application of these approaches has uncovered effects of gene-environment interactions relevant to drug response and immunity, and we highlight how such improvements enable a greater understanding of the pathogenesis of disease and the realization of precision medicine.
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spelling pubmed-58605562018-03-28 Incorporation of Biological Knowledge Into the Study of Gene-Environment Interactions Ritchie, Marylyn D. Davis, Joe R. Aschard, Hugues Battle, Alexis Conti, David Du, Mengmeng Eskin, Eleazar Fallin, M. Daniele Hsu, Li Kraft, Peter Moore, Jason H. Pierce, Brandon L. Bien, Stephanie A. Thomas, Duncan C. Wei, Peng Montgomery, Stephen B. Am J Epidemiol Special Article A growing knowledge base of genetic and environmental information has greatly enabled the study of disease risk factors. However, the computational complexity and statistical burden of testing all variants by all environments has required novel study designs and hypothesis-driven approaches. We discuss how incorporating biological knowledge from model organisms, functional genomics, and integrative approaches can empower the discovery of novel gene-environment interactions and discuss specific methodological considerations with each approach. We consider specific examples where the application of these approaches has uncovered effects of gene-environment interactions relevant to drug response and immunity, and we highlight how such improvements enable a greater understanding of the pathogenesis of disease and the realization of precision medicine. Oxford University Press 2017-10-01 2017-07-15 /pmc/articles/PMC5860556/ /pubmed/28978191 http://dx.doi.org/10.1093/aje/kwx229 Text en © The Author(s) 2017. Published by Oxford University Press on behalf of the Johns Hopkins Bloomberg School of Public Health. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journalpermissions@oup.com.
spellingShingle Special Article
Ritchie, Marylyn D.
Davis, Joe R.
Aschard, Hugues
Battle, Alexis
Conti, David
Du, Mengmeng
Eskin, Eleazar
Fallin, M. Daniele
Hsu, Li
Kraft, Peter
Moore, Jason H.
Pierce, Brandon L.
Bien, Stephanie A.
Thomas, Duncan C.
Wei, Peng
Montgomery, Stephen B.
Incorporation of Biological Knowledge Into the Study of Gene-Environment Interactions
title Incorporation of Biological Knowledge Into the Study of Gene-Environment Interactions
title_full Incorporation of Biological Knowledge Into the Study of Gene-Environment Interactions
title_fullStr Incorporation of Biological Knowledge Into the Study of Gene-Environment Interactions
title_full_unstemmed Incorporation of Biological Knowledge Into the Study of Gene-Environment Interactions
title_short Incorporation of Biological Knowledge Into the Study of Gene-Environment Interactions
title_sort incorporation of biological knowledge into the study of gene-environment interactions
topic Special Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5860556/
https://www.ncbi.nlm.nih.gov/pubmed/28978191
http://dx.doi.org/10.1093/aje/kwx229
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