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The Genetic Architecture of Quantitative Traits Cannot Be Inferred from Variance Component Analysis

Classical quantitative genetic analyses estimate additive and non-additive genetic and environmental components of variance from phenotypes of related individuals without knowing the identities of quantitative trait loci (QTLs). Many studies have found a large proportion of quantitative trait variat...

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Autores principales: Huang, Wen, Mackay, Trudy F. C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5094750/
https://www.ncbi.nlm.nih.gov/pubmed/27812106
http://dx.doi.org/10.1371/journal.pgen.1006421
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author Huang, Wen
Mackay, Trudy F. C.
author_facet Huang, Wen
Mackay, Trudy F. C.
author_sort Huang, Wen
collection PubMed
description Classical quantitative genetic analyses estimate additive and non-additive genetic and environmental components of variance from phenotypes of related individuals without knowing the identities of quantitative trait loci (QTLs). Many studies have found a large proportion of quantitative trait variation can be attributed to the additive genetic variance (V(A)), providing the basis for claims that non-additive gene actions are unimportant. In this study, we show that arbitrarily defined parameterizations of genetic effects seemingly consistent with non-additive gene actions can also capture the majority of genetic variation. This reveals a logical flaw in using the relative magnitudes of variance components to indicate the relative importance of additive and non-additive gene actions. We discuss the implications and propose that variance component analyses should not be used to infer the genetic architecture of quantitative traits.
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spelling pubmed-50947502016-11-18 The Genetic Architecture of Quantitative Traits Cannot Be Inferred from Variance Component Analysis Huang, Wen Mackay, Trudy F. C. PLoS Genet Research Article Classical quantitative genetic analyses estimate additive and non-additive genetic and environmental components of variance from phenotypes of related individuals without knowing the identities of quantitative trait loci (QTLs). Many studies have found a large proportion of quantitative trait variation can be attributed to the additive genetic variance (V(A)), providing the basis for claims that non-additive gene actions are unimportant. In this study, we show that arbitrarily defined parameterizations of genetic effects seemingly consistent with non-additive gene actions can also capture the majority of genetic variation. This reveals a logical flaw in using the relative magnitudes of variance components to indicate the relative importance of additive and non-additive gene actions. We discuss the implications and propose that variance component analyses should not be used to infer the genetic architecture of quantitative traits. Public Library of Science 2016-11-03 /pmc/articles/PMC5094750/ /pubmed/27812106 http://dx.doi.org/10.1371/journal.pgen.1006421 Text en © 2016 Huang, Mackay http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Huang, Wen
Mackay, Trudy F. C.
The Genetic Architecture of Quantitative Traits Cannot Be Inferred from Variance Component Analysis
title The Genetic Architecture of Quantitative Traits Cannot Be Inferred from Variance Component Analysis
title_full The Genetic Architecture of Quantitative Traits Cannot Be Inferred from Variance Component Analysis
title_fullStr The Genetic Architecture of Quantitative Traits Cannot Be Inferred from Variance Component Analysis
title_full_unstemmed The Genetic Architecture of Quantitative Traits Cannot Be Inferred from Variance Component Analysis
title_short The Genetic Architecture of Quantitative Traits Cannot Be Inferred from Variance Component Analysis
title_sort genetic architecture of quantitative traits cannot be inferred from variance component analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5094750/
https://www.ncbi.nlm.nih.gov/pubmed/27812106
http://dx.doi.org/10.1371/journal.pgen.1006421
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