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...

Full description

Bibliographic Details
Main Authors: Wen Huang, Trudy F C Mackay
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2016-11-01
Series:PLoS Genetics
Online Access:http://europepmc.org/articles/PMC5094750?pdf=render
id doaj-3e13880f6b78460dbca02849293114aa
record_format Article
spelling doaj-3e13880f6b78460dbca02849293114aa2020-11-25T00:07:26ZengPublic Library of Science (PLoS)PLoS Genetics1553-73901553-74042016-11-011211e100642110.1371/journal.pgen.1006421The Genetic Architecture of Quantitative Traits Cannot Be Inferred from Variance Component Analysis.Wen HuangTrudy F C MackayClassical 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 (VA), 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.http://europepmc.org/articles/PMC5094750?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Wen Huang
Trudy F C Mackay
spellingShingle Wen Huang
Trudy F C Mackay
The Genetic Architecture of Quantitative Traits Cannot Be Inferred from Variance Component Analysis.
PLoS Genetics
author_facet Wen Huang
Trudy F C Mackay
author_sort Wen Huang
title 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_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_sort genetic architecture of quantitative traits cannot be inferred from variance component analysis.
publisher Public Library of Science (PLoS)
series PLoS Genetics
issn 1553-7390
1553-7404
publishDate 2016-11-01
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 (VA), 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.
url http://europepmc.org/articles/PMC5094750?pdf=render
work_keys_str_mv AT wenhuang thegeneticarchitectureofquantitativetraitscannotbeinferredfromvariancecomponentanalysis
AT trudyfcmackay thegeneticarchitectureofquantitativetraitscannotbeinferredfromvariancecomponentanalysis
AT wenhuang geneticarchitectureofquantitativetraitscannotbeinferredfromvariancecomponentanalysis
AT trudyfcmackay geneticarchitectureofquantitativetraitscannotbeinferredfromvariancecomponentanalysis
_version_ 1725418218801070080