Genetics of single-cell protein abundance variation in large yeast populations

被引:91
作者
Albert, Frank W. [1 ,2 ]
Treusch, Sebastian [2 ]
Shockley, Arthur H. [3 ]
Bloom, Joshua S. [1 ,4 ]
Kruglyak, Leonid [1 ,4 ,5 ]
机构
[1] Univ Calif Los Angeles, Dept Human Genet, Los Angeles, CA 90095 USA
[2] Princeton Univ, Lewis Sigler Inst Integrat Genom, Princeton, NJ 08544 USA
[3] Synthet Genom, La Jolla, CA 92037 USA
[4] Univ Calif Los Angeles, Howard Hughes Med Inst, Los Angeles, CA 90095 USA
[5] Univ Calif Los Angeles, Dept Biol Chem, Los Angeles, CA 90095 USA
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
SACCHAROMYCES-CEREVISIAE; BUDDING YEAST; EXPRESSION; REVEALS; TRANSCRIPTION; CONSTRUCTION; ARCHITECTURE; DISSECTION; EVOLUTION; STRAINS;
D O I
10.1038/nature12904
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
Variation among individuals arises in part from differences in DNA sequences, but the genetic basis for variation in most traits, including common diseases, remains only partly understood. Many DNA variants influence phenotypes by altering the expression level of one or several genes. The effects of such variants can be detected as expression quantitative trait loci (eQTL)(1). Traditional eQTL mapping requires large-scale genotype and gene expression data for each individual in the study sample, which limits sample sizes to hundreds of individuals in both humans and model organisms and reduces statistical power(2-6). Consequently, many eQTL are probably missed, especially those with smaller effects(7). Furthermore, most studies use messenger RNA rather than protein abundance as the measure of gene expression. Studies that have used mass-spectrometry proteomics(8-13) reported unexpected differences between eQTL and protein QTL (pQTL) for the same genes(9,10), but these studies have been even more limited in scope. Here we introduce a powerful method for identifying genetic loci that influence protein expression in the yeast Saccharomyces cerevisiae. We measure single-cell protein abundance through the use of green fluorescent protein tags in very large populations of genetically variable cells, and use pooled sequencing to compare allele frequencies across the genome in thousands of individuals with high versus low protein abundance. We applied this method to 160 genes and detected many more loci per gene than previous studies. We also observed closer correspondence between loci that influence protein abundance and loci that influence mRNA abundance of a given gene. Most loci that we detected were clustered in 'hotspots' that influence multiple proteins, and some hotspots were found to influence more than half of the proteins that we examined. The variants that underlie these hotspots have profound effects on the gene regulatory network and provide insights into genetic variation in cell physiology between yeast strains.
引用
收藏
页码:494 / +
页数:19
相关论文
共 41 条
[1]   Rapid, low-input, low-bias construction of shotgun fragment libraries by high-density in vitro transposition [J].
Adey, Andrew ;
Morrison, Hilary G. ;
Asan ;
Xun, Xu ;
Kitzman, Jacob O. ;
Turner, Emily H. ;
Stackhouse, Bethany ;
MacKenzie, Alexandra P. ;
Caruccio, Nicholas C. ;
Zhang, Xiuqing ;
Shendure, Jay .
GENOME BIOLOGY, 2010, 11 (12)
[2]  
[Anonymous], COLD SPRING HARBOR P
[3]   Finding the sources of missing heritability in a yeast cross [J].
Bloom, Joshua S. ;
Ehrenreich, Ian M. ;
Loo, Wesley T. ;
Thuy-Lan Vo Lite ;
Kruglyak, Leonid .
NATURE, 2013, 494 (7436) :234-237
[4]   The landscape of genetic complexity across 5,700 gene expression traits in yeast [J].
Brem, RB ;
Kruglyak, L .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2005, 102 (05) :1572-1577
[5]   Genetic dissection of transcriptional regulation in budding yeast [J].
Brem, RB ;
Yvert, G ;
Clinton, R ;
Kruglyak, L .
SCIENCE, 2002, 296 (5568) :752-755
[6]   R/qtl: QTL mapping in experimental crosses [J].
Broman, KW ;
Wu, H ;
Sen, S ;
Churchill, GA .
BIOINFORMATICS, 2003, 19 (07) :889-890
[7]   Hypoxia and Gene Expression in Eukaryotic Microbes [J].
Butler, Geraldine .
ANNUAL REVIEW OF MICROBIOLOGY, VOL 67, 2013, 67 :291-312
[8]   High-resolution genetic mapping with pooled sequencing [J].
Edwards, Matthew D. ;
Gifford, David K. .
BMC BIOINFORMATICS, 2012, 13
[9]   Dissection of genetically complex traits with extremely large pools of yeast segregants [J].
Ehrenreich, Ian M. ;
Torabi, Noorossadat ;
Jia, Yue ;
Kent, Jonathan ;
Martis, Stephen ;
Shapiro, Joshua A. ;
Gresham, David ;
Caudy, Amy A. ;
Kruglyak, Leonid .
NATURE, 2010, 464 (7291) :1039-U101
[10]   Genetic basis of proteome variation in yeast [J].
Foss, Eric J. ;
Radulovic, Dragan ;
Shaffer, Scott A. ;
Ruderfer, Douglas M. ;
Bedalov, Antonio ;
Goodlett, David R. ;
Kruglyak, Leonid .
NATURE GENETICS, 2007, 39 (11) :1369-1375