The Complex Genetic Architecture of the Metabolome

被引:116
作者
Chan, Eva K. F. [1 ]
Rowe, Heather C. [1 ]
Hansen, Bjarne G. [2 ]
Kliebenstein, Daniel J. [1 ]
机构
[1] Univ Calif Davis, Dept Plant Sci, Davis, CA 95616 USA
[2] Univ Copenhagen, Dept Plant Biol & Biotechnol, Copenhagen, Denmark
来源
PLOS GENETICS | 2010年 / 6卷 / 11期
基金
美国国家科学基金会;
关键词
QUANTITATIVE TRAIT LOCI; GENOME-WIDE ASSOCIATION; ARABIDOPSIS-THALIANA; ACCUMULATION; DISCOVERY; COMMON; MAYSIN; LIGHT; IDENTIFICATION; ENVIRONMENT;
D O I
10.1371/journal.pgen.1001198
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Discovering links between the genotype of an organism and its metabolite levels can increase our understanding of metabolism, its controls, and the indirect effects of metabolism on other quantitative traits. Recent technological advances in both DNA sequencing and metabolite profiling allow the use of broad-spectrum, untargeted metabolite profiling to generate phenotypic data for genome-wide association studies that investigate quantitative genetic control of metabolism within species. We conducted a genome-wide association study of natural variation in plant metabolism using the results of untargeted metabolite analyses performed on a collection of wild Arabidopsis thaliana accessions. Testing 327 metabolites against >200,000 single nucleotide polymorphisms identified numerous genotype-metabolite associations distributed non-randomly within the genome. These clusters of genotype-metabolite associations (hotspots) included regions of the A. thaliana genome previously identified as subject to recent strong positive selection (selective sweeps) and regions showing trans-linkage to these putative sweeps, suggesting that these selective forces have impacted genome-wide control of A. thaliana metabolism. Comparing the metabolic variation detected within this collection of wild accessions to a laboratory-derived population of recombinant inbred lines (derived from two of the accessions used in this study) showed that the higher level of genetic variation present within the wild accessions did not correspond to higher variance in metabolic phenotypes, suggesting that evolutionary constraints limit metabolic variation. While a major goal of genome-wide association studies is to develop catalogues of intraspecific variation, the results of multiple independent experiments performed for this study showed that the genotype-metabolite associations identified are sensitive to environmental fluctuations. Thus, studies of intraspecific variation conducted via genome-wide association will require analyses of genotype by environment interaction. Interestingly, the network structure of metabolite linkages was also sensitive to environmental differences, suggesting that key aspects of network architecture are malleable.
引用
收藏
页数:15
相关论文
共 80 条
[1]  
Atwell S, 2010, NATURE IN PRESS
[2]   Inter-relationships between light and respiration in the control of ascorbic acid synthesis and accumulation in Arabidopsis thaliana leaves [J].
Bartoli, Carlos G. ;
Yu, Jianping ;
Gomez, Facundo ;
Fernandez, Laura ;
McIntosh, Lee ;
Foyer, Christine H. .
JOURNAL OF EXPERIMENTAL BOTANY, 2006, 57 (08) :1621-1631
[3]  
Beavis W.D., 1994, Proceedings of the Forty-Ninth Annual Corn Sorghum Industry Research Conference, P250
[4]  
Beavis William D., 1998, P145
[5]   Whole genome scan detects an allelic variant of fad2 associated with increased oleic acid levels in maize [J].
Belo, Andre ;
Zheng, Peizhong ;
Luck, Stanley ;
Shen, Bo ;
Meyer, David J. ;
Li, Bailin ;
Tingey, Scott ;
Rafalski, Antoni .
MOLECULAR GENETICS AND GENOMICS, 2008, 279 (01) :1-10
[6]   Genome-wide patterns of single-feature polymorphism in Arabidopsis thaliana [J].
Borevitz, Justin O. ;
Hazen, Samuel P. ;
Michael, Todd P. ;
Morris, Geoffrey P. ;
Baxter, Ivan R. ;
Hu, Tina T. ;
Chen, Huaming ;
Werner, Jonathan D. ;
Nordborg, Magnus ;
Salf, David E. ;
Kay, Steve A. ;
Chory, Joanne ;
Weigel, Detlef ;
Jones, Jonathan D. G. ;
Ecker, Joseph R. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2007, 104 (29) :12057-12062
[7]   The Genetic Architecture of Maize Flowering Time [J].
Buckler, Edward S. ;
Holland, James B. ;
Bradbury, Peter J. ;
Acharya, Charlotte B. ;
Brown, Patrick J. ;
Browne, Chris ;
Ersoz, Elhan ;
Flint-Garcia, Sherry ;
Garcia, Arturo ;
Glaubitz, Jeffrey C. ;
Goodman, Major M. ;
Harjes, Carlos ;
Guill, Kate ;
Kroon, Dallas E. ;
Larsson, Sara ;
Lepak, Nicholas K. ;
Li, Huihui ;
Mitchell, Sharon E. ;
Pressoir, Gael ;
Peiffer, Jason A. ;
Rosas, Marco Oropeza ;
Rocheford, Torbert R. ;
Cinta Romay, M. ;
Romero, Susan ;
Salvo, Stella ;
Sanchez Villeda, Hector ;
da Silva, H. Sofia ;
Sun, Qi ;
Tian, Feng ;
Upadyayula, Narasimham ;
Ware, Doreen ;
Yates, Heather ;
Yu, Jianming ;
Zhang, Zhiwu ;
Kresovich, Stephen ;
McMullen, Michael D. .
SCIENCE, 2009, 325 (5941) :714-718
[8]   Maize silk maysin concentration and corn earworm antibiosis: QTLs and genetic mechanisms [J].
Byrne, PF ;
McMullen, MD ;
Wiseman, BR ;
Snook, ME ;
Musket, TA ;
Theuri, JM ;
Widstrom, NW ;
Coe, EH .
CROP SCIENCE, 1998, 38 (02) :461-471
[9]   Quantitative trait loci and metabolic pathways: Genetic control of the concentration of maysin, a corn earworm resistance factor, in maize silks [J].
Byrne, PF ;
McMullen, MD ;
Snook, ME ;
Musket, TA ;
Theuri, JM ;
Widstrom, NW ;
Wiseman, BR ;
Coe, EH .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1996, 93 (17) :8820-8825
[10]  
CHAN EKF, 2009, GENETICS, V109