Cargando…

Variance Heterogeneity in Saccharomyces cerevisiae Expression Data: Trans-Regulation and Epistasis

Here, we describe the results from the first variance heterogeneity Genome Wide Association Study (VGWAS) on yeast expression data. Using this forward genetics approach, we show that the genetic regulation of gene-expression in the budding yeast, Saccharomyces cerevisiae, includes mechanisms that ca...

Descripción completa

Detalles Bibliográficos
Autores principales: Nelson, Ronald M., Pettersson, Mats E., Li, Xidan, Carlborg, Örjan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3817098/
https://www.ncbi.nlm.nih.gov/pubmed/24223957
http://dx.doi.org/10.1371/journal.pone.0079507
_version_ 1782478017046511616
author Nelson, Ronald M.
Pettersson, Mats E.
Li, Xidan
Carlborg, Örjan
author_facet Nelson, Ronald M.
Pettersson, Mats E.
Li, Xidan
Carlborg, Örjan
author_sort Nelson, Ronald M.
collection PubMed
description Here, we describe the results from the first variance heterogeneity Genome Wide Association Study (VGWAS) on yeast expression data. Using this forward genetics approach, we show that the genetic regulation of gene-expression in the budding yeast, Saccharomyces cerevisiae, includes mechanisms that can lead to variance heterogeneity in the expression between genotypes. Additionally, we performed a mean effect association study (GWAS). Comparing the mean and variance heterogeneity analyses, we find that the mean expression level is under genetic regulation from a larger absolute number of loci but that a higher proportion of the variance controlling loci were trans-regulated. Both mean and variance regulating loci cluster in regulatory hotspots that affect a large number of phenotypes; a single variance-controlling locus, mapping close to DIA2, was found to be involved in more than 10% of the significant associations. It has been suggested in the literature that variance-heterogeneity between the genotypes might be due to genetic interactions. We therefore screened the multi-locus genotype-phenotype maps for several traits where multiple associations were found, for indications of epistasis. Several examples of two and three locus genetic interactions were found to involve variance-controlling loci, with reports from the literature corroborating the functional connections between the loci. By using a new analytical approach to re-analyze a powerful existing dataset, we are thus able to both provide novel insights to the genetic mechanisms involved in the regulation of gene-expression in budding yeast and experimentally validate epistasis as an important mechanism underlying genetic variance-heterogeneity between genotypes.
format Online
Article
Text
id pubmed-3817098
institution National Center for Biotechnology Information
language English
publishDate 2013
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-38170982013-11-09 Variance Heterogeneity in Saccharomyces cerevisiae Expression Data: Trans-Regulation and Epistasis Nelson, Ronald M. Pettersson, Mats E. Li, Xidan Carlborg, Örjan PLoS One Research Article Here, we describe the results from the first variance heterogeneity Genome Wide Association Study (VGWAS) on yeast expression data. Using this forward genetics approach, we show that the genetic regulation of gene-expression in the budding yeast, Saccharomyces cerevisiae, includes mechanisms that can lead to variance heterogeneity in the expression between genotypes. Additionally, we performed a mean effect association study (GWAS). Comparing the mean and variance heterogeneity analyses, we find that the mean expression level is under genetic regulation from a larger absolute number of loci but that a higher proportion of the variance controlling loci were trans-regulated. Both mean and variance regulating loci cluster in regulatory hotspots that affect a large number of phenotypes; a single variance-controlling locus, mapping close to DIA2, was found to be involved in more than 10% of the significant associations. It has been suggested in the literature that variance-heterogeneity between the genotypes might be due to genetic interactions. We therefore screened the multi-locus genotype-phenotype maps for several traits where multiple associations were found, for indications of epistasis. Several examples of two and three locus genetic interactions were found to involve variance-controlling loci, with reports from the literature corroborating the functional connections between the loci. By using a new analytical approach to re-analyze a powerful existing dataset, we are thus able to both provide novel insights to the genetic mechanisms involved in the regulation of gene-expression in budding yeast and experimentally validate epistasis as an important mechanism underlying genetic variance-heterogeneity between genotypes. Public Library of Science 2013-11-04 /pmc/articles/PMC3817098/ /pubmed/24223957 http://dx.doi.org/10.1371/journal.pone.0079507 Text en © 2013 Nelson 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
Nelson, Ronald M.
Pettersson, Mats E.
Li, Xidan
Carlborg, Örjan
Variance Heterogeneity in Saccharomyces cerevisiae Expression Data: Trans-Regulation and Epistasis
title Variance Heterogeneity in Saccharomyces cerevisiae Expression Data: Trans-Regulation and Epistasis
title_full Variance Heterogeneity in Saccharomyces cerevisiae Expression Data: Trans-Regulation and Epistasis
title_fullStr Variance Heterogeneity in Saccharomyces cerevisiae Expression Data: Trans-Regulation and Epistasis
title_full_unstemmed Variance Heterogeneity in Saccharomyces cerevisiae Expression Data: Trans-Regulation and Epistasis
title_short Variance Heterogeneity in Saccharomyces cerevisiae Expression Data: Trans-Regulation and Epistasis
title_sort variance heterogeneity in saccharomyces cerevisiae expression data: trans-regulation and epistasis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3817098/
https://www.ncbi.nlm.nih.gov/pubmed/24223957
http://dx.doi.org/10.1371/journal.pone.0079507
work_keys_str_mv AT nelsonronaldm varianceheterogeneityinsaccharomycescerevisiaeexpressiondatatransregulationandepistasis
AT petterssonmatse varianceheterogeneityinsaccharomycescerevisiaeexpressiondatatransregulationandepistasis
AT lixidan varianceheterogeneityinsaccharomycescerevisiaeexpressiondatatransregulationandepistasis
AT carlborgorjan varianceheterogeneityinsaccharomycescerevisiaeexpressiondatatransregulationandepistasis