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Powerful Identification of Cis-regulatory SNPs in Human Primary Monocytes Using Allele-Specific Gene Expression
A large number of genome-wide association studies have been performed during the past five years to identify associations between SNPs and human complex diseases and traits. The assignment of a functional role for the identified disease-associated SNP is not straight-forward. Genome-wide expression...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3530574/ https://www.ncbi.nlm.nih.gov/pubmed/23300628 http://dx.doi.org/10.1371/journal.pone.0052260 |
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author | Almlöf, Jonas Carlsson Lundmark, Per Lundmark, Anders Ge, Bing Maouche, Seraya Göring, Harald H. H. Liljedahl, Ulrika Enström, Camilla Brocheton, Jessy Proust, Carole Godefroy, Tiphaine Sambrook, Jennifer G. Jolley, Jennifer Crisp-Hihn, Abigail Foad, Nicola Lloyd-Jones, Heather Stephens, Jonathan Gwilliam, Rhian Rice, Catherine M. Hengstenberg, Christian Samani, Nilesh J. Erdmann, Jeanette Schunkert, Heribert Pastinen, Tomi Deloukas, Panos Goodall, Alison H. Ouwehand, Willem H. Cambien, François Syvänen, Ann-Christine |
author_facet | Almlöf, Jonas Carlsson Lundmark, Per Lundmark, Anders Ge, Bing Maouche, Seraya Göring, Harald H. H. Liljedahl, Ulrika Enström, Camilla Brocheton, Jessy Proust, Carole Godefroy, Tiphaine Sambrook, Jennifer G. Jolley, Jennifer Crisp-Hihn, Abigail Foad, Nicola Lloyd-Jones, Heather Stephens, Jonathan Gwilliam, Rhian Rice, Catherine M. Hengstenberg, Christian Samani, Nilesh J. Erdmann, Jeanette Schunkert, Heribert Pastinen, Tomi Deloukas, Panos Goodall, Alison H. Ouwehand, Willem H. Cambien, François Syvänen, Ann-Christine |
author_sort | Almlöf, Jonas Carlsson |
collection | PubMed |
description | A large number of genome-wide association studies have been performed during the past five years to identify associations between SNPs and human complex diseases and traits. The assignment of a functional role for the identified disease-associated SNP is not straight-forward. Genome-wide expression quantitative trait locus (eQTL) analysis is frequently used as the initial step to define a function while allele-specific gene expression (ASE) analysis has not yet gained a wide-spread use in disease mapping studies. We compared the power to identify cis-acting regulatory SNPs (cis-rSNPs) by genome-wide allele-specific gene expression (ASE) analysis with that of traditional expression quantitative trait locus (eQTL) mapping. Our study included 395 healthy blood donors for whom global gene expression profiles in circulating monocytes were determined by Illumina BeadArrays. ASE was assessed in a subset of these monocytes from 188 donors by quantitative genotyping of mRNA using a genome-wide panel of SNP markers. The performance of the two methods for detecting cis-rSNPs was evaluated by comparing associations between SNP genotypes and gene expression levels in sample sets of varying size. We found that up to 8-fold more samples are required for eQTL mapping to reach the same statistical power as that obtained by ASE analysis for the same rSNPs. The performance of ASE is insensitive to SNPs with low minor allele frequencies and detects a larger number of significantly associated rSNPs using the same sample size as eQTL mapping. An unequivocal conclusion from our comparison is that ASE analysis is more sensitive for detecting cis-rSNPs than standard eQTL mapping. Our study shows the potential of ASE mapping in tissue samples and primary cells which are difficult to obtain in large numbers. |
format | Online Article Text |
id | pubmed-3530574 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-35305742013-01-08 Powerful Identification of Cis-regulatory SNPs in Human Primary Monocytes Using Allele-Specific Gene Expression Almlöf, Jonas Carlsson Lundmark, Per Lundmark, Anders Ge, Bing Maouche, Seraya Göring, Harald H. H. Liljedahl, Ulrika Enström, Camilla Brocheton, Jessy Proust, Carole Godefroy, Tiphaine Sambrook, Jennifer G. Jolley, Jennifer Crisp-Hihn, Abigail Foad, Nicola Lloyd-Jones, Heather Stephens, Jonathan Gwilliam, Rhian Rice, Catherine M. Hengstenberg, Christian Samani, Nilesh J. Erdmann, Jeanette Schunkert, Heribert Pastinen, Tomi Deloukas, Panos Goodall, Alison H. Ouwehand, Willem H. Cambien, François Syvänen, Ann-Christine PLoS One Research Article A large number of genome-wide association studies have been performed during the past five years to identify associations between SNPs and human complex diseases and traits. The assignment of a functional role for the identified disease-associated SNP is not straight-forward. Genome-wide expression quantitative trait locus (eQTL) analysis is frequently used as the initial step to define a function while allele-specific gene expression (ASE) analysis has not yet gained a wide-spread use in disease mapping studies. We compared the power to identify cis-acting regulatory SNPs (cis-rSNPs) by genome-wide allele-specific gene expression (ASE) analysis with that of traditional expression quantitative trait locus (eQTL) mapping. Our study included 395 healthy blood donors for whom global gene expression profiles in circulating monocytes were determined by Illumina BeadArrays. ASE was assessed in a subset of these monocytes from 188 donors by quantitative genotyping of mRNA using a genome-wide panel of SNP markers. The performance of the two methods for detecting cis-rSNPs was evaluated by comparing associations between SNP genotypes and gene expression levels in sample sets of varying size. We found that up to 8-fold more samples are required for eQTL mapping to reach the same statistical power as that obtained by ASE analysis for the same rSNPs. The performance of ASE is insensitive to SNPs with low minor allele frequencies and detects a larger number of significantly associated rSNPs using the same sample size as eQTL mapping. An unequivocal conclusion from our comparison is that ASE analysis is more sensitive for detecting cis-rSNPs than standard eQTL mapping. Our study shows the potential of ASE mapping in tissue samples and primary cells which are difficult to obtain in large numbers. Public Library of Science 2012-12-26 /pmc/articles/PMC3530574/ /pubmed/23300628 http://dx.doi.org/10.1371/journal.pone.0052260 Text en © 2012 Almlöf 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 Almlöf, Jonas Carlsson Lundmark, Per Lundmark, Anders Ge, Bing Maouche, Seraya Göring, Harald H. H. Liljedahl, Ulrika Enström, Camilla Brocheton, Jessy Proust, Carole Godefroy, Tiphaine Sambrook, Jennifer G. Jolley, Jennifer Crisp-Hihn, Abigail Foad, Nicola Lloyd-Jones, Heather Stephens, Jonathan Gwilliam, Rhian Rice, Catherine M. Hengstenberg, Christian Samani, Nilesh J. Erdmann, Jeanette Schunkert, Heribert Pastinen, Tomi Deloukas, Panos Goodall, Alison H. Ouwehand, Willem H. Cambien, François Syvänen, Ann-Christine Powerful Identification of Cis-regulatory SNPs in Human Primary Monocytes Using Allele-Specific Gene Expression |
title | Powerful Identification of Cis-regulatory SNPs in Human Primary Monocytes Using Allele-Specific Gene Expression |
title_full | Powerful Identification of Cis-regulatory SNPs in Human Primary Monocytes Using Allele-Specific Gene Expression |
title_fullStr | Powerful Identification of Cis-regulatory SNPs in Human Primary Monocytes Using Allele-Specific Gene Expression |
title_full_unstemmed | Powerful Identification of Cis-regulatory SNPs in Human Primary Monocytes Using Allele-Specific Gene Expression |
title_short | Powerful Identification of Cis-regulatory SNPs in Human Primary Monocytes Using Allele-Specific Gene Expression |
title_sort | powerful identification of cis-regulatory snps in human primary monocytes using allele-specific gene expression |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3530574/ https://www.ncbi.nlm.nih.gov/pubmed/23300628 http://dx.doi.org/10.1371/journal.pone.0052260 |
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