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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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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. |
format | Online Article Text |
id | pubmed-5094750 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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