Powerful Identification of Cis-regulatory SNPs in Human Primary Monocytes Using Allele-Specific Gene Expression

被引:28
作者
Almlof, Jonas Carlsson [1 ]
Lundmark, Per [1 ]
Lundmark, Anders [1 ]
Ge, Bing [2 ]
Maouche, Seraya [3 ,4 ]
Goering, Harald H. H. [5 ]
Liljedahl, Ulrika [1 ]
Enstrom, Camilla [1 ]
Brocheton, Jessy [3 ,4 ]
Proust, Carole [3 ,4 ]
Godefroy, Tiphaine [3 ,4 ]
Sambrook, Jennifer G. [6 ,7 ]
Jolley, Jennifer [7 ]
Crisp-Hihn, Abigail [7 ]
Foad, Nicola [7 ]
Lloyd-Jones, Heather [6 ,7 ]
Stephens, Jonathan [6 ,7 ]
Gwilliam, Rhian [8 ]
Rice, Catherine M. [8 ]
Hengstenberg, Christian [9 ]
Samani, Nilesh J. [10 ,11 ]
Erdmann, Jeanette [12 ]
Schunkert, Heribert [12 ]
Pastinen, Tomi [2 ]
Deloukas, Panos [8 ]
Goodall, Alison H. [10 ,11 ]
Ouwehand, Willem H. [6 ,7 ]
Cambien, Francois [3 ,4 ]
Syvanen, Ann-Christine [1 ]
机构
[1] Uppsala Univ, Dept Med Sci, Mol Med & Sci Life Lab, Uppsala, Sweden
[2] McGill Univ, Dept Human Genet, Montreal, PQ, Canada
[3] Univ Paris 06, INSERM, UMRS 937, Paris, France
[4] Sch Med, Paris, France
[5] Texas Biomed Res Inst, Dept Genet, San Antonio, TX USA
[6] Univ Cambridge, Dept Haematol, Cambridge, England
[7] Cambridge Ctr, Natl Hlth Serv Blood & Transplant, Cambridge, England
[8] Wellcome Trust Sanger Inst, Cambridge, England
[9] Univ Regensburg, Klin & Poliklin Innere Med 2, D-93053 Regensburg, Germany
[10] Univ Leicester, Dept Cardiovasc Sci, Leicester, Leics, England
[11] Glenfield Gen Hosp, Leicester NIHR Biomed Res Unit Cardiovasc Dis, Leicester LE3 9QP, Leics, England
[12] Med Univ Lubeck, Med Klin 2, D-23538 Lubeck, Germany
来源
PLOS ONE | 2012年 / 7卷 / 12期
基金
加拿大健康研究院; 瑞典研究理事会;
关键词
GENOME-WIDE ASSOCIATION; DISCOVERY;
D O I
10.1371/journal.pone.0052260
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
引用
收藏
页数:7
相关论文
共 18 条
[1]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[2]   Mapping determinants of human gene expression by regional and genome-wide association [J].
Cheung, VG ;
Spielman, RS ;
Ewens, KG ;
Weber, TM ;
Morley, M ;
Burdick, JT .
NATURE, 2005, 437 (7063) :1365-1369
[3]   Global patterns of cis variation in human cells revealed by high-density allelic expression analysis [J].
Ge, Bing ;
Pokholok, Dmitry K. ;
Kwan, Tony ;
Grundberg, Elin ;
Morcos, Lisanne ;
Verlaan, Dominique J. ;
Le, Jennie ;
Koka, Vonda ;
Lam, Kevin C. L. ;
Gagne, Vincent ;
Dias, Joana ;
Hoberman, Rose ;
Montpetit, Alexandre ;
Joly, Marie-Michele ;
Harvey, Edward J. ;
Sinnett, Daniel ;
Beaulieu, Patrick ;
Hamon, Robert ;
Graziani, Alexandru ;
Dewar, Ken ;
Harmsen, Eef ;
Majewski, Jacek ;
Goering, Harald H. H. ;
Naumova, Anna K. ;
Blanchette, Mathieu ;
Gunderson, Kevin L. ;
Pastinen, Tomi .
NATURE GENETICS, 2009, 41 (11) :1216-U78
[4]  
Hindorff L.A., 2011, A catalog of published genome-wide association studies
[5]   Potential etiologic and functional implications of genome-wide association loci for human diseases and traits [J].
Hindorff, Lucia A. ;
Sethupathy, Praveen ;
Junkins, Heather A. ;
Ramos, Erin M. ;
Mehta, Jayashri P. ;
Collins, Francis S. ;
Manolio, Teri A. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2009, 106 (23) :9362-9367
[6]   MORE POWERFUL PROCEDURES FOR MULTIPLE SIGNIFICANCE TESTING [J].
HOCHBERG, Y ;
BENJAMINI, Y .
STATISTICS IN MEDICINE, 1990, 9 (07) :811-818
[7]   Spectrum of Mutations in MMACHC, Allelic Expression, and Evidence for Genotype-Phenotype Correlations [J].
Lerner-Ellis, Jordan P. ;
Anastasio, Natascia ;
Liu, Junhui ;
Coelho, David ;
Suormala, Terttu ;
Stucki, Martin ;
Loewy, Amanda D. ;
Gurd, Scott ;
Grundberg, Elin ;
Morel, Chantal F. ;
Watkins, David ;
Baumgartner, Matthias R. ;
Pastinen, Tomi ;
Rosenblatt, David S. ;
Fowler, Brian .
HUMAN MUTATION, 2009, 30 (07) :1072-1081
[8]   Allele-specific gene expression patterns in primary leukemic cells reveal regulation of gene expression by CpG site methylation [J].
Milani, Lili ;
Lundmark, Anders ;
Nordlund, Jessica ;
Kiialainen, Anna ;
Flaegstad, Trond ;
Jonmundsson, Gudmundur ;
Kanerva, Jukka ;
Schmiegelow, Kjeld ;
Gunderson, Kevin L. ;
Lonnerholm, Gudmar ;
Syvanen, Ann-Christine .
GENOME RESEARCH, 2009, 19 (01) :1-11
[9]   Mapping of numerous disease-associated expression polymorphisms in primary peripheral blood CD4+lymphocytes [J].
Murphy, Amy ;
Chu, Jen-Hwa ;
Xu, Mousheng ;
Carey, Vincent J. ;
Lazarus, Ross ;
Liu, Andy ;
Szefler, Stanley J. ;
Strunk, Robert ;
DeMuth, Karen ;
Castro, Mario ;
Hansel, Nadia N. ;
Diette, Gregory B. ;
Vonakis, Becky M. ;
Adkinson, N. Franklin, Jr. ;
Klanderman, Barbara J. ;
Senter-Sylvia, Jody ;
Ziniti, John ;
Lange, Christoph ;
Pastinen, Tomi ;
Raby, Benjamin A. .
HUMAN MOLECULAR GENETICS, 2010, 19 (23) :4745-4757
[10]   Genome-wide allele-specific analysis: insights into regulatory variation [J].
Pastinen, Tomi .
NATURE REVIEWS GENETICS, 2010, 11 (08) :533-538