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An Evolutionary Perspective on Epistasis and the Missing Heritability
The relative importance between additive and non-additive genetic variance has been widely argued in quantitative genetics. By approaching this question from an evolutionary perspective we show that, while additive variance can be maintained under selection at a low level for some patterns of epista...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3585114/ https://www.ncbi.nlm.nih.gov/pubmed/23509438 http://dx.doi.org/10.1371/journal.pgen.1003295 |
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author | Hemani, Gibran Knott, Sara Haley, Chris |
author_facet | Hemani, Gibran Knott, Sara Haley, Chris |
author_sort | Hemani, Gibran |
collection | PubMed |
description | The relative importance between additive and non-additive genetic variance has been widely argued in quantitative genetics. By approaching this question from an evolutionary perspective we show that, while additive variance can be maintained under selection at a low level for some patterns of epistasis, the majority of the genetic variance that will persist is actually non-additive. We propose that one reason that the problem of the “missing heritability” arises is because the additive genetic variation that is estimated to be contributing to the variance of a trait will most likely be an artefact of the non-additive variance that can be maintained over evolutionary time. In addition, it can be shown that even a small reduction in linkage disequilibrium between causal variants and observed SNPs rapidly erodes estimates of epistatic variance, leading to an inflation in the perceived importance of additive effects. We demonstrate that the perception of independent additive effects comprising the majority of the genetic architecture of complex traits is biased upwards and that the search for causal variants in complex traits under selection is potentially underpowered by parameterising for additive effects alone. Given dense SNP panels the detection of causal variants through genome-wide association studies may be improved by searching for epistatic effects explicitly. |
format | Online Article Text |
id | pubmed-3585114 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-35851142013-03-18 An Evolutionary Perspective on Epistasis and the Missing Heritability Hemani, Gibran Knott, Sara Haley, Chris PLoS Genet Research Article The relative importance between additive and non-additive genetic variance has been widely argued in quantitative genetics. By approaching this question from an evolutionary perspective we show that, while additive variance can be maintained under selection at a low level for some patterns of epistasis, the majority of the genetic variance that will persist is actually non-additive. We propose that one reason that the problem of the “missing heritability” arises is because the additive genetic variation that is estimated to be contributing to the variance of a trait will most likely be an artefact of the non-additive variance that can be maintained over evolutionary time. In addition, it can be shown that even a small reduction in linkage disequilibrium between causal variants and observed SNPs rapidly erodes estimates of epistatic variance, leading to an inflation in the perceived importance of additive effects. We demonstrate that the perception of independent additive effects comprising the majority of the genetic architecture of complex traits is biased upwards and that the search for causal variants in complex traits under selection is potentially underpowered by parameterising for additive effects alone. Given dense SNP panels the detection of causal variants through genome-wide association studies may be improved by searching for epistatic effects explicitly. Public Library of Science 2013-02-28 /pmc/articles/PMC3585114/ /pubmed/23509438 http://dx.doi.org/10.1371/journal.pgen.1003295 Text en © 2013 Hemani et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Hemani, Gibran Knott, Sara Haley, Chris An Evolutionary Perspective on Epistasis and the Missing Heritability |
title | An Evolutionary Perspective on Epistasis and the Missing Heritability |
title_full | An Evolutionary Perspective on Epistasis and the Missing Heritability |
title_fullStr | An Evolutionary Perspective on Epistasis and the Missing Heritability |
title_full_unstemmed | An Evolutionary Perspective on Epistasis and the Missing Heritability |
title_short | An Evolutionary Perspective on Epistasis and the Missing Heritability |
title_sort | evolutionary perspective on epistasis and the missing heritability |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3585114/ https://www.ncbi.nlm.nih.gov/pubmed/23509438 http://dx.doi.org/10.1371/journal.pgen.1003295 |
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