DNase I sensitivity QTLs are a major determinant of human expression variation

被引:457
作者
Degner, Jacob F. [1 ,2 ]
Pai, Athma A. [1 ]
Pique-Regi, Roger [1 ]
Veyrieras, Jean-Baptiste [1 ,3 ]
Gaffney, Daniel J. [1 ,4 ]
Pickrell, Joseph K. [1 ]
De Leon, Sherryl [4 ]
Michelini, Katelyn [4 ]
Lewellen, Noah [4 ]
Crawford, Gregory E. [5 ,6 ]
Stephens, Matthew [1 ,7 ]
Gilad, Yoav [1 ]
Pritchard, Jonathan K. [1 ,4 ]
机构
[1] Univ Chicago, Dept Human Genet, Chicago, IL 60637 USA
[2] Univ Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
[3] BioMiningLabs, F-69001 Lyon, France
[4] Univ Chicago, Howard Hughes Med Inst, Chicago, IL 60637 USA
[5] Duke Univ, Inst Genome Sci & Policy, Durham, NC 27708 USA
[6] Duke Univ, Div Med Genet, Dept Pediat, Sch Med, Durham, NC 27708 USA
[7] Univ Chicago, Dept Stat, Chicago, IL 60637 USA
基金
美国国家卫生研究院;
关键词
HUMAN GENE-EXPRESSION; TRANSCRIPTION FACTOR-BINDING; GENOME-WIDE ASSOCIATION; OPEN CHROMATIN; MAP; YEAST;
D O I
10.1038/nature10808
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
The mapping of expression quantitative trait loci (eQTLs) has emerged as an important tool for linking genetic variation to changes in gene regulation(1-5). However, it remains difficult to identify the causal variants underlying eQTLs, and little is known about the regulatory mechanisms by which they act. Here we show that genetic variants that modify chromatin accessibility and transcription factor binding are a major mechanism through which genetic variation leads to gene expression differences among humans. We used DNase I sequencing to measure chromatin accessibility in 70 Yoruba lymphoblastoid cell lines, for which genome-wide genotypes and estimates of gene expression levels are also available(6-8). We obtained a total of 2.7 billion uniquely mapped DNase I-sequencing (DNase-seq) reads, which allowed us to produce genome-widemaps of chromatin accessibility for each individual. We identified 8,902 locations at which the DNase-seq read depth correlated significantly with genotype at a nearby single nucleotide polymorphism or insertion/deletion (false discovery rate = 10%). We call such variants 'DNase I sensitivity quantitative trait loci' (dsQTLs). We found that dsQTLs are strongly enriched within inferred transcription factor binding sites and are frequently associated with allele-specific changes in transcription factor binding. A substantial fraction (16%) of dsQTLs are also associated with variation in the expression levels of nearby genes (that is, these loci are also classified as eQTLs). Conversely, we estimate that as many as 55% of eQTL single nucleotide polymorphisms are also dsQTLs. Our observations indicate that dsQTLs are highly abundant in the human genome and are likely to be important contributors to phenotypic variation.
引用
收藏
页码:390 / 394
页数:5
相关论文
共 30 条
[1]   Hundreds of variants clustered in genomic loci and biological pathways affect human height [J].
Allen, Hana Lango ;
Estrada, Karol ;
Lettre, Guillaume ;
Berndt, Sonja I. ;
Weedon, Michael N. ;
Rivadeneira, Fernando ;
Willer, Cristen J. ;
Jackson, Anne U. ;
Vedantam, Sailaja ;
Raychaudhuri, Soumya ;
Ferreira, Teresa ;
Wood, Andrew R. ;
Weyant, Robert J. ;
Segre, Ayellet V. ;
Speliotes, Elizabeth K. ;
Wheeler, Eleanor ;
Soranzo, Nicole ;
Park, Ju-Hyun ;
Yang, Jian ;
Gudbjartsson, Daniel ;
Heard-Costa, Nancy L. ;
Randall, Joshua C. ;
Qi, Lu ;
Smith, Albert Vernon ;
Maegi, Reedik ;
Pastinen, Tomi ;
Liang, Liming ;
Heid, Iris M. ;
Luan, Jian'an ;
Thorleifsson, Gudmar ;
Winkler, Thomas W. ;
Goddard, Michael E. ;
Lo, Ken Sin ;
Palmer, Cameron ;
Workalemahu, Tsegaselassie ;
Aulchenko, Yurii S. ;
Johansson, Asa ;
Zillikens, M. Carola ;
Feitosa, Mary F. ;
Esko, Tonu ;
Johnson, Toby ;
Ketkar, Shamika ;
Kraft, Peter ;
Mangino, Massimo ;
Prokopenko, Inga ;
Absher, Devin ;
Albrecht, Eva ;
Ernst, Florian ;
Glazer, Nicole L. ;
Hayward, Caroline .
NATURE, 2010, 467 (7317) :832-838
[2]   A map of human genome variation from population-scale sequencing [J].
Altshuler, David ;
Durbin, Richard M. ;
Abecasis, Goncalo R. ;
Bentley, David R. ;
Chakravarti, Aravinda ;
Clark, Andrew G. ;
Collins, Francis S. ;
De la Vega, Francisco M. ;
Donnelly, Peter ;
Egholm, Michael ;
Flicek, Paul ;
Gabriel, Stacey B. ;
Gibbs, Richard A. ;
Knoppers, Bartha M. ;
Lander, Eric S. ;
Lehrach, Hans ;
Mardis, Elaine R. ;
McVean, Gil A. ;
Nickerson, DebbieA. ;
Peltonen, Leena ;
Schafer, Alan J. ;
Sherry, Stephen T. ;
Wang, Jun ;
Wilson, Richard K. ;
Gibbs, Richard A. ;
Deiros, David ;
Metzker, Mike ;
Muzny, Donna ;
Reid, Jeff ;
Wheeler, David ;
Wang, Jun ;
Li, Jingxiang ;
Jian, Min ;
Li, Guoqing ;
Li, Ruiqiang ;
Liang, Huiqing ;
Tian, Geng ;
Wang, Bo ;
Wang, Jian ;
Wang, Wei ;
Yang, Huanming ;
Zhang, Xiuqing ;
Zheng, Huisong ;
Lander, Eric S. ;
Altshuler, David L. ;
Ambrogio, Lauren ;
Bloom, Toby ;
Cibulskis, Kristian ;
Fennell, Tim J. ;
Gabriel, Stacey B. .
NATURE, 2010, 467 (7319) :1061-1073
[3]   DNA methylation patterns associate with genetic and gene expression variation in HapMap cell lines [J].
Bell, Jordana T. ;
Pai, Athma A. ;
Pickrell, Joseph K. ;
Gaffney, Daniel J. ;
Pique-Regi, Roger ;
Degner, Jacob F. ;
Gilad, Yoav ;
Pritchard, Jonathan K. .
GENOME BIOLOGY, 2011, 12 (01)
[4]   High-resolution mapping and characterization of open chromatin across the genome [J].
Boyle, Alan P. ;
Davis, Sean ;
Shulha, Hennady P. ;
Meltzer, Paul ;
Margulies, Elliott H. ;
Weng, Zhiping ;
Furey, Terrence S. ;
Crawford, Gregory E. .
CELL, 2008, 132 (02) :311-322
[5]   High-resolution genome-wide in vivo footprinting of diverse transcription factors in human cells [J].
Boyle, Alan P. ;
Song, Lingyun ;
Lee, Bum-Kyu ;
London, Darin ;
Keefe, Damian ;
Birney, Ewan ;
Iyer, Vishwanath R. ;
Crawford, Gregory E. ;
Furey, Terrence S. .
GENOME RESEARCH, 2011, 21 (03) :456-464
[6]   Genetic dissection of transcriptional regulation in budding yeast [J].
Brem, RB ;
Yvert, G ;
Clinton, R ;
Kruglyak, L .
SCIENCE, 2002, 296 (5568) :752-755
[7]   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
[8]   A genome-wide association study of global gene expression [J].
Dixon, Anna L. ;
Liang, Liming ;
Moffatt, Miriam F. ;
Chen, Wei ;
Heath, Simon ;
Wong, Kenny C. C. ;
Taylor, Jenny ;
Burnett, Edward ;
Gut, Ivo ;
Farrall, Martin ;
Lathrop, G. Mark ;
Abecasis, Goncalo R. ;
Cookson, William O. C. .
NATURE GENETICS, 2007, 39 (10) :1202-1207
[9]   Mapping and analysis of chromatin state dynamics in nine human cell types [J].
Ernst, Jason ;
Kheradpour, Pouya ;
Mikkelsen, Tarjei S. ;
Shoresh, Noam ;
Ward, Lucas D. ;
Epstein, Charles B. ;
Zhang, Xiaolan ;
Wang, Li ;
Issner, Robbyn ;
Coyne, Michael ;
Ku, Manching ;
Durham, Timothy ;
Kellis, Manolis ;
Bernstein, Bradley E. .
NATURE, 2011, 473 (7345) :43-U52
[10]   A second generation human haplotype map of over 3.1 million SNPs [J].
Frazer, Kelly A. ;
Ballinger, Dennis G. ;
Cox, David R. ;
Hinds, David A. ;
Stuve, Laura L. ;
Gibbs, Richard A. ;
Belmont, John W. ;
Boudreau, Andrew ;
Hardenbol, Paul ;
Leal, Suzanne M. ;
Pasternak, Shiran ;
Wheeler, David A. ;
Willis, Thomas D. ;
Yu, Fuli ;
Yang, Huanming ;
Zeng, Changqing ;
Gao, Yang ;
Hu, Haoran ;
Hu, Weitao ;
Li, Chaohua ;
Lin, Wei ;
Liu, Siqi ;
Pan, Hao ;
Tang, Xiaoli ;
Wang, Jian ;
Wang, Wei ;
Yu, Jun ;
Zhang, Bo ;
Zhang, Qingrun ;
Zhao, Hongbin ;
Zhao, Hui ;
Zhou, Jun ;
Gabriel, Stacey B. ;
Barry, Rachel ;
Blumenstiel, Brendan ;
Camargo, Amy ;
Defelice, Matthew ;
Faggart, Maura ;
Goyette, Mary ;
Gupta, Supriya ;
Moore, Jamie ;
Nguyen, Huy ;
Onofrio, Robert C. ;
Parkin, Melissa ;
Roy, Jessica ;
Stahl, Erich ;
Winchester, Ellen ;
Ziaugra, Liuda ;
Altshuler, David ;
Shen, Yan .
NATURE, 2007, 449 (7164) :851-U3