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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...

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Autores principales: Hemani, Gibran, Knott, Sara, Haley, Chris
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
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.
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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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