Estimation of alternative splicing variability in human populations

被引:43
作者
Gonzalez-Porta, Mar [1 ,2 ]
Calvo, Miquel [3 ]
Sammeth, Michael [1 ,2 ,4 ]
Guigo, Roderic [1 ,2 ,5 ]
机构
[1] Ctr Genom Regulat CRG, Barcelona 08003, Catalonia, Spain
[2] UPF, Barcelona 08003, Catalonia, Spain
[3] Univ Barcelona UB, Fac Biol, Dept Estadist, Barcelona 08028, Catalonia, Spain
[4] Ctr Nacl Anal Genom, Barcelona 08028, Catalonia, Spain
[5] Univ Pompeu Fabra, Dept Ciencies Expt & Salut, Barcelona 08003, Catalonia, Spain
基金
美国国家卫生研究院;
关键词
GENE-EXPRESSION VARIATION; RNA-SEQ; COMMON;
D O I
10.1101/gr.121947.111
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
DNA arrays have been widely used to perform transcriptome-wide analysis of gene expression, and many methods have been developed to measure gene expression variability and to compare gene expression between conditions. Because RNA-seq is also becoming increasingly popular for transcriptome characterization, the possibility exists for further quantification of individual alternative transcript isoforms, and therefore for estimating the relative ratios of alternative splice forms within a given gene. Changes in splicing ratios, even without changes in overall gene expression, may have important phenotypic effects. Here we have developed statistical methodology to measure variability in splicing ratios within conditions, to compare it between conditions, and to identify genes with condition-specific splicing ratios. Furthermore, we have developed methodology to deconvolute the relative contribution of variability in gene expression versus variability in splicing ratios to the overall variability of transcript abundances. As a proof of concept, we have applied this methodology to estimates of transcript abundances obtained from RNA-seq experiments in lymphoblastoid cells from Caucasian and Yoruban individuals. We have found that protein-coding genes exhibit low splicing variability within populations, with many genes exhibiting constant ratios across individuals. When comparing these two populations, we have found that up to 10% of the studied protein-coding genes exhibit population-specific splicing ratios. We estimate that similar to 60% of the total variability observed in the abundance of transcript isoforms can be explained by variability in transcription. A large fraction of the remaining variability can likely result from variability in splicing. Finally, we also detected that variability in splicing is uncommon without variability in transcription.
引用
收藏
页码:528 / 538
页数:11
相关论文
共 38 条
[1]   A haplotype map of the human genome [J].
Altshuler, D ;
Brooks, LD ;
Chakravarti, A ;
Collins, FS ;
Daly, MJ ;
Donnelly, P ;
Gibbs, RA ;
Belmont, JW ;
Boudreau, A ;
Leal, SM ;
Hardenbol, P ;
Pasternak, S ;
Wheeler, DA ;
Willis, TD ;
Yu, FL ;
Yang, HM ;
Zeng, CQ ;
Gao, Y ;
Hu, HR ;
Hu, WT ;
Li, CH ;
Lin, W ;
Liu, SQ ;
Pan, H ;
Tang, XL ;
Wang, J ;
Wang, W ;
Yu, J ;
Zhang, B ;
Zhang, QR ;
Zhao, HB ;
Zhao, H ;
Zhou, J ;
Gabriel, SB ;
Barry, R ;
Blumenstiel, B ;
Camargo, A ;
Defelice, M ;
Faggart, M ;
Goyette, M ;
Gupta, S ;
Moore, J ;
Nguyen, H ;
Onofrio, RC ;
Parkin, M ;
Roy, J ;
Stahl, E ;
Winchester, E ;
Ziaugra, L ;
Shen, Y .
NATURE, 2005, 437 (7063) :1299-1320
[2]   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
[3]   Distance-based tests for homogeneity of multivariate dispersions [J].
Anderson, MJ .
BIOMETRICS, 2006, 62 (01) :245-253
[4]  
Anderson MJ, 2001, AUSTRAL ECOL, V26, P32, DOI 10.1111/j.1442-9993.2001.01070.pp.x
[5]  
[Anonymous], 1984, Multivariate Observations, DOI DOI 10.1002/9780470316641
[6]   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
[7]   Rules of engagement: co-transcriptional recruitment of pre-mRNA processing factors [J].
Bentley, DL .
CURRENT OPINION IN CELL BIOLOGY, 2005, 17 (03) :251-256
[8]   AmiGO: online access to ontology and annotation data [J].
Carbon, Seth ;
Ireland, Amelia ;
Mungall, Christopher J. ;
Shu, ShengQiang ;
Marshall, Brad ;
Lewis, Suzanna .
BIOINFORMATICS, 2009, 25 (02) :288-289
[9]   Stem cell transcriptome profiling via massive-scale mRNA sequencing [J].
Cloonan, Nicole ;
Forrest, Alistair R. R. ;
Kolle, Gabriel ;
Gardiner, Brooke B. A. ;
Faulkner, Geoffrey J. ;
Brown, Mellissa K. ;
Taylor, Darrin F. ;
Steptoe, Anita L. ;
Wani, Shivangi ;
Bethel, Graeme ;
Robertson, Alan J. ;
Perkins, Andrew C. ;
Bruce, Stephen J. ;
Lee, Clarence C. ;
Ranade, Swati S. ;
Peckham, Heather E. ;
Manning, Jonathan M. ;
McKernan, Kevin J. ;
Grimmond, Sean M. .
NATURE METHODS, 2008, 5 (07) :613-619
[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