Cargando…

A Genome-Wide Association Analysis Reveals Epistatic Cancellation of Additive Genetic Variance for Root Length in Arabidopsis thaliana

Efforts to identify loci underlying complex traits generally assume that most genetic variance is additive. Here, we examined the genetics of Arabidopsis thaliana root length and found that the genomic narrow-sense heritability for this trait in the examined population was statistically zero. The lo...

Descripción completa

Detalles Bibliográficos
Autores principales: Lachowiec, Jennifer, Shen, Xia, Queitsch, Christine, Carlborg, Örjan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4580642/
https://www.ncbi.nlm.nih.gov/pubmed/26397943
http://dx.doi.org/10.1371/journal.pgen.1005541
_version_ 1782391425671888896
author Lachowiec, Jennifer
Shen, Xia
Queitsch, Christine
Carlborg, Örjan
author_facet Lachowiec, Jennifer
Shen, Xia
Queitsch, Christine
Carlborg, Örjan
author_sort Lachowiec, Jennifer
collection PubMed
description Efforts to identify loci underlying complex traits generally assume that most genetic variance is additive. Here, we examined the genetics of Arabidopsis thaliana root length and found that the genomic narrow-sense heritability for this trait in the examined population was statistically zero. The low amount of additive genetic variance that could be captured by the genome-wide genotypes likely explains why no associations to root length could be found using standard additive-model-based genome-wide association (GWA) approaches. However, as the broad-sense heritability for root length was significantly larger, and primarily due to epistasis, we also performed an epistatic GWA analysis to map loci contributing to the epistatic genetic variance. Four interacting pairs of loci were revealed, involving seven chromosomal loci that passed a standard multiple-testing corrected significance threshold. The genotype-phenotype maps for these pairs revealed epistasis that cancelled out the additive genetic variance, explaining why these loci were not detected in the additive GWA analysis. Small population sizes, such as in our experiment, increase the risk of identifying false epistatic interactions due to testing for associations with very large numbers of multi-marker genotypes in few phenotyped individuals. Therefore, we estimated the false-positive risk using a new statistical approach that suggested half of the associated pairs to be true positive associations. Our experimental evaluation of candidate genes within the seven associated loci suggests that this estimate is conservative; we identified functional candidate genes that affected root development in four loci that were part of three of the pairs. The statistical epistatic analyses were thus indispensable for confirming known, and identifying new, candidate genes for root length in this population of wild-collected A. thaliana accessions. We also illustrate how epistatic cancellation of the additive genetic variance explains the insignificant narrow-sense and significant broad-sense heritability by using a combination of careful statistical epistatic analyses and functional genetic experiments.
format Online
Article
Text
id pubmed-4580642
institution National Center for Biotechnology Information
language English
publishDate 2015
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-45806422015-10-01 A Genome-Wide Association Analysis Reveals Epistatic Cancellation of Additive Genetic Variance for Root Length in Arabidopsis thaliana Lachowiec, Jennifer Shen, Xia Queitsch, Christine Carlborg, Örjan PLoS Genet Research Article Efforts to identify loci underlying complex traits generally assume that most genetic variance is additive. Here, we examined the genetics of Arabidopsis thaliana root length and found that the genomic narrow-sense heritability for this trait in the examined population was statistically zero. The low amount of additive genetic variance that could be captured by the genome-wide genotypes likely explains why no associations to root length could be found using standard additive-model-based genome-wide association (GWA) approaches. However, as the broad-sense heritability for root length was significantly larger, and primarily due to epistasis, we also performed an epistatic GWA analysis to map loci contributing to the epistatic genetic variance. Four interacting pairs of loci were revealed, involving seven chromosomal loci that passed a standard multiple-testing corrected significance threshold. The genotype-phenotype maps for these pairs revealed epistasis that cancelled out the additive genetic variance, explaining why these loci were not detected in the additive GWA analysis. Small population sizes, such as in our experiment, increase the risk of identifying false epistatic interactions due to testing for associations with very large numbers of multi-marker genotypes in few phenotyped individuals. Therefore, we estimated the false-positive risk using a new statistical approach that suggested half of the associated pairs to be true positive associations. Our experimental evaluation of candidate genes within the seven associated loci suggests that this estimate is conservative; we identified functional candidate genes that affected root development in four loci that were part of three of the pairs. The statistical epistatic analyses were thus indispensable for confirming known, and identifying new, candidate genes for root length in this population of wild-collected A. thaliana accessions. We also illustrate how epistatic cancellation of the additive genetic variance explains the insignificant narrow-sense and significant broad-sense heritability by using a combination of careful statistical epistatic analyses and functional genetic experiments. Public Library of Science 2015-09-23 /pmc/articles/PMC4580642/ /pubmed/26397943 http://dx.doi.org/10.1371/journal.pgen.1005541 Text en © 2015 Lachowiec 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
Lachowiec, Jennifer
Shen, Xia
Queitsch, Christine
Carlborg, Örjan
A Genome-Wide Association Analysis Reveals Epistatic Cancellation of Additive Genetic Variance for Root Length in Arabidopsis thaliana
title A Genome-Wide Association Analysis Reveals Epistatic Cancellation of Additive Genetic Variance for Root Length in Arabidopsis thaliana
title_full A Genome-Wide Association Analysis Reveals Epistatic Cancellation of Additive Genetic Variance for Root Length in Arabidopsis thaliana
title_fullStr A Genome-Wide Association Analysis Reveals Epistatic Cancellation of Additive Genetic Variance for Root Length in Arabidopsis thaliana
title_full_unstemmed A Genome-Wide Association Analysis Reveals Epistatic Cancellation of Additive Genetic Variance for Root Length in Arabidopsis thaliana
title_short A Genome-Wide Association Analysis Reveals Epistatic Cancellation of Additive Genetic Variance for Root Length in Arabidopsis thaliana
title_sort genome-wide association analysis reveals epistatic cancellation of additive genetic variance for root length in arabidopsis thaliana
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4580642/
https://www.ncbi.nlm.nih.gov/pubmed/26397943
http://dx.doi.org/10.1371/journal.pgen.1005541
work_keys_str_mv AT lachowiecjennifer agenomewideassociationanalysisrevealsepistaticcancellationofadditivegeneticvarianceforrootlengthinarabidopsisthaliana
AT shenxia agenomewideassociationanalysisrevealsepistaticcancellationofadditivegeneticvarianceforrootlengthinarabidopsisthaliana
AT queitschchristine agenomewideassociationanalysisrevealsepistaticcancellationofadditivegeneticvarianceforrootlengthinarabidopsisthaliana
AT carlborgorjan agenomewideassociationanalysisrevealsepistaticcancellationofadditivegeneticvarianceforrootlengthinarabidopsisthaliana
AT lachowiecjennifer genomewideassociationanalysisrevealsepistaticcancellationofadditivegeneticvarianceforrootlengthinarabidopsisthaliana
AT shenxia genomewideassociationanalysisrevealsepistaticcancellationofadditivegeneticvarianceforrootlengthinarabidopsisthaliana
AT queitschchristine genomewideassociationanalysisrevealsepistaticcancellationofadditivegeneticvarianceforrootlengthinarabidopsisthaliana
AT carlborgorjan genomewideassociationanalysisrevealsepistaticcancellationofadditivegeneticvarianceforrootlengthinarabidopsisthaliana