Single-cell gene expression analysis reveals genetic associations masked in whole-tissue experiments

被引:175
作者
Wills, Quin F. [1 ]
Livak, Kenneth J. [2 ]
Tipping, Alex J. [3 ]
Enver, Tariq [3 ]
Goldson, Andrew J. [4 ]
Sexton, Darren W. [5 ]
Holmes, Chris [1 ,6 ,7 ,8 ]
机构
[1] Univ Oxford, Dept Stat, Oxford OX1 3TG, England
[2] Fluidigm Corp, San Francisco, CA USA
[3] UCL, UCL Canc Inst, Stem Cell Lab, London, England
[4] Univ E Anglia, Sch Biol Sci, UEA Flow Cytometry Serv, Biomed Res Ctr, Norwich NR4 7TJ, Norfolk, England
[5] Univ E Anglia, Norwich Med Sch, BioMed Res Ctr, Norwich NR4 7TJ, Norfolk, England
[6] Univ Oxford, Wellcome Trust Ctr Human Genet, Oxford, England
[7] Univ Oxford, Nuffield Dept Med, Oxford, England
[8] Med Res Council Harwell, Harwell, Berks, England
基金
英国医学研究理事会; 英国工程与自然科学研究理事会;
关键词
RNA;
D O I
10.1038/nbt.2642
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Gene expression in multiple individual cells from a tissue or culture sample varies according to cell-cycle, genetic, epigenetic and stochastic differences between the cells. However, single-cell differences have been largely neglected in the analysis of the functional consequences of genetic variation. Here we measure the expression of 92 genes affected by Wnt signaling in 1,440 single cells from 15 individuals to associate single-nucleotide polymorphisms (SNPs) with gene-expression phenotypes, while accounting for stochastic and cell-cycle differences between cells. We provide evidence that many heritable variations in gene function-such as burst size, burst frequency, cell cycle-specific expression and expression correlation/noise between cells-are masked when expression is averaged over many cells. Our results demonstrate how single-cell analyses provide insights into the mechanistic and network effects of genetic variability, with improved statistical power to model these effects on gene expression.
引用
收藏
页码:748 / +
页数:6
相关论文
共 22 条
[1]   Integrating common and rare genetic variation in diverse human populations [J].
Altshuler, David M. ;
Gibbs, Richard A. ;
Peltonen, Leena ;
Dermitzakis, Emmanouil ;
Schaffner, Stephen F. ;
Yu, Fuli ;
Bonnen, Penelope E. ;
de Bakker, Paul I. W. ;
Deloukas, Panos ;
Gabriel, Stacey B. ;
Gwilliam, Rhian ;
Hunt, Sarah ;
Inouye, Michael ;
Jia, Xiaoming ;
Palotie, Aarno ;
Parkin, Melissa ;
Whittaker, Pamela ;
Chang, Kyle ;
Hawes, Alicia ;
Lewis, Lora R. ;
Ren, Yanru ;
Wheeler, David ;
Muzny, Donna Marie ;
Barnes, Chris ;
Darvishi, Katayoon ;
Hurles, Matthew ;
Korn, Joshua M. ;
Kristiansson, Kati ;
Lee, Charles ;
McCarroll, Steven A. ;
Nemesh, James ;
Keinan, Alon ;
Montgomery, Stephen B. ;
Pollack, Samuela ;
Price, Alkes L. ;
Soranzo, Nicole ;
Gonzaga-Jauregui, Claudia ;
Anttila, Verneri ;
Brodeur, Wendy ;
Daly, Mark J. ;
Leslie, Stephen ;
McVean, Gil ;
Moutsianas, Loukas ;
Nguyen, Huy ;
Zhang, Qingrun ;
Ghori, Mohammed J. R. ;
McGinnis, Ralph ;
McLaren, William ;
Takeuchi, Fumihiko ;
Grossman, Sharon R. .
NATURE, 2010, 467 (7311) :52-58
[2]   SELF-ORGANIZED CRITICALITY - AN EXPLANATION OF 1/F NOISE [J].
BAK, P ;
TANG, C ;
WIESENFELD, K .
PHYSICAL REVIEW LETTERS, 1987, 59 (04) :381-384
[3]   Gene expression profiling in single cells from the pancreatic islets of Langerhans reveals lognormal distribution of mRNA levels [J].
Bengtsson, M ;
Ståhlberg, A ;
Rorsman, P ;
Kubista, M .
GENOME RESEARCH, 2005, 15 (10) :1388-1392
[4]   Human GTSE-1 Regulates p21CIP1/WAF1 Stability Conferring Resistance to Paclitaxel Treatment [J].
Bublik, Debora Rosa ;
Scolz, Massimiliano ;
Triolo, Gianluca ;
Monte, Martin ;
Schneider, Claudio .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2010, 285 (08) :5274-5281
[5]   Genetic Analysis of Human Traits In Vitro: Drug Response and Gene Expression in Lymphoblastoid Cell Lines [J].
Choy, Edwin ;
Yelensky, Roman ;
Bonakdar, Sasha ;
Plenge, Robert M. ;
Saxena, Richa ;
De Jager, Philip L. ;
Shaw, Stanley Y. ;
Wolfish, Cara S. ;
Slavik, Jacqueline M. ;
Cotsapas, Chris ;
Rivas, Manuel ;
Dermitzakis, Emmanouil T. ;
Cahir-McFarland, Ellen ;
Kieff, Elliott ;
Hafler, David ;
Daly, Mark J. ;
Altshuler, David .
PLOS GENETICS, 2008, 4 (11)
[6]   Selective small molecule inhibitors of glycogen synthase kinase-3 modulate glycogen metabolism and gene transcription [J].
Coghlan, MP ;
Culbert, AA ;
Cross, DAE ;
Corcoran, SL ;
Yates, JW ;
Pearce, NJ ;
Rausch, OL ;
Murphy, GJ ;
Carter, PS ;
Cox, LR ;
Mills, D ;
Brown, MJ ;
Haigh, D ;
Ward, RW ;
Smith, DG ;
Murray, KJ ;
Reith, AD ;
Holder, JC .
CHEMISTRY & BIOLOGY, 2000, 7 (10) :793-803
[7]   Global analysis of the insulator binding protein CTCF in chromatin barrier regions reveals demarcation of active and repressive domains [J].
Cuddapah, Suresh ;
Jothi, Raja ;
Schones, Dustin E. ;
Roh, Tae-Young ;
Cui, Kairong ;
Zhao, Keji .
GENOME RESEARCH, 2009, 19 (01) :24-32
[8]   Transcriptional burst frequency and burst size are equally modulated across the human genome [J].
Dar, Roy D. ;
Razooky, Brandon S. ;
Singh, Abhyudai ;
Trimeloni, Thomas V. ;
McCollum, James M. ;
Cox, Chris D. ;
Simpson, Michael L. ;
Weinberger, Leor S. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2012, 109 (43) :17454-17459
[9]   B cell development pathways [J].
Hardy, RR ;
Hayakawa, K .
ANNUAL REVIEW OF IMMUNOLOGY, 2001, 19 :595-621
[10]   Mixed Effects Modeling of Proliferation Rates in Cell-Based Models: Consequence for Pharmacogenomics and Cancer [J].
Im, Hae Kyung ;
Gamazon, Eric R. ;
Stark, Amy L. ;
Huang, R. Stephanie ;
Cox, Nancy J. ;
Dolan, M. Eileen .
PLOS GENETICS, 2012, 8 (02)