Defining the consequences of genetic variation on a proteome-wide scale

被引:266
作者
Chick, Joel M. [1 ]
Munger, Steven C. [2 ]
Simecek, Petr [2 ]
Huttlin, Edward L. [1 ]
Choi, Kwangbom [2 ]
Gatti, Daniel M. [2 ]
Raghupathy, Narayanan [2 ]
Svenson, Karen L. [2 ]
Churchill, Gary A. [2 ]
Gygi, Steven P. [1 ]
机构
[1] Harvard Univ, Sch Med, Boston, MA 02115 USA
[2] Jackson Lab, 600 Main St, Bar Harbor, ME 04609 USA
基金
美国国家卫生研究院;
关键词
NICOTINAMIDE NUCLEOTIDE TRANSHYDROGENASE; COLLABORATIVE CROSS; ABUNDANCE; MOUSE; EXPRESSION; DIVERSITY; RESOURCE; QUANTIFICATION; DISSECTION;
D O I
10.1038/nature18270
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
Genetic variation modulates protein expression through both transcriptional and post-transcriptional mechanisms. To characterize the consequences of natural genetic diversity on the proteome, here we combine a multiplexed, mass spectrometry-based method for protein quantification with an emerging outbred mouse model containing extensive genetic variation from eight inbred founder strains. By measuring genome-wide transcript and protein expression in livers from 192 Diversity outbred mice, we identify 2,866 protein quantitative trait loci (pQTL) with twice as many local as distant genetic variants. These data support distinct transcriptional and post-transcriptional models underlying the observed pQTL effects. Using a sensitive approach to mediation analysis, we often identified a second protein or transcript as the causal mediator of distant pQTL. Our analysis reveals an extensive network of direct protein-protein interactions. Finally, we show that local genotype can provide accurate predictions of protein abundance in an independent cohort of collaborative cross mice.
引用
收藏
页码:500 / +
页数:20
相关论文
共 58 条
[1]   Genetics of single-cell protein abundance variation in large yeast populations [J].
Albert, Frank W. ;
Treusch, Sebastian ;
Shockley, Arthur H. ;
Bloom, Joshua S. ;
Kruglyak, Leonid .
NATURE, 2014, 506 (7489) :494-+
[2]   Gene Ontology: tool for the unification of biology [J].
Ashburner, M ;
Ball, CA ;
Blake, JA ;
Botstein, D ;
Butler, H ;
Cherry, JM ;
Davis, AP ;
Dolinski, K ;
Dwight, SS ;
Eppig, JT ;
Harris, MA ;
Hill, DP ;
Issel-Tarver, L ;
Kasarskis, A ;
Lewis, S ;
Matese, JC ;
Richardson, JE ;
Ringwald, M ;
Rubin, GM ;
Sherlock, G .
NATURE GENETICS, 2000, 25 (01) :25-29
[3]   THE MODERATOR MEDIATOR VARIABLE DISTINCTION IN SOCIAL PSYCHOLOGICAL-RESEARCH - CONCEPTUAL, STRATEGIC, AND STATISTICAL CONSIDERATIONS [J].
BARON, RM ;
KENNY, DA .
JOURNAL OF PERSONALITY AND SOCIAL PSYCHOLOGY, 1986, 51 (06) :1173-1182
[4]   Impact of regulatory variation from RNA to protein [J].
Battle, Alexis ;
Khan, Zia ;
Wang, Sidney H. ;
Mitrano, Amy ;
Ford, Michael J. ;
Pritchard, Jonathan K. ;
Gilad, Yoav .
SCIENCE, 2015, 347 (6222) :664-667
[5]   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
[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]   Haplotype Probabilities in Advanced Intercross Populations [J].
Broman, Karl W. .
G3-GENES GENOMES GENETICS, 2012, 2 (02) :199-202
[8]   QTLRel: an R Package for Genome-wide Association Studies in which Relatedness is a Concern [J].
Cheng, Riyan ;
Abney, Mark ;
Palmer, Abraham A. ;
Skol, Andrew D. .
BMC GENETICS, 2011, 12
[9]   Complex trait analysis of gene expression uncovers polygenic and pleiotropic networks that modulate nervous system function [J].
Chesler, EJ ;
Lu, L ;
Shou, SM ;
Qu, YH ;
Gu, J ;
Wang, JT ;
Hsu, HC ;
Mountz, JD ;
Baldwin, NE ;
Langston, MA ;
Threadgill, DW ;
Manly, KF ;
Williams, RW .
NATURE GENETICS, 2005, 37 (03) :233-242
[10]   The Collaborative Cross at Oak Ridge National Laboratory: developing a powerful resource for systems genetics [J].
Chesler, Elissa J. ;
Miller, Darla R. ;
Branstetter, Lisa R. ;
Galloway, Leslie D. ;
Jackson, Barbara L. ;
Philip, Vivek M. ;
Voy, Brynn H. ;
Culiat, Cymbeline T. ;
Threadgill, David W. ;
Williams, Robert W. ;
Churchill, Gary A. ;
Johnson, Dabney K. ;
Manly, Kenneth F. .
MAMMALIAN GENOME, 2008, 19 (06) :382-389