The Multi-allelic Genetic Architecture of a Variance-Heterogeneity Locus for Molybdenum Concentration in Leaves Acts as a Source of Unexplained Additive Genetic Variance

被引:52
作者
Forsberg, Simon K. G. [1 ]
Andreatta, Matthew E. [2 ]
Huang, Xin-Yuan [2 ]
Danku, John [2 ]
Salt, David E. [2 ]
Carlborg, Orjan [1 ]
机构
[1] Swedish Univ Agr Sci, Div Computat Genet, Dept Clin Sci, Uppsala, Sweden
[2] Univ Aberdeen, Inst Biol & Environm Sci, Aberdeen, Scotland
基金
美国国家卫生研究院; 英国生物技术与生命科学研究理事会;
关键词
GENOME-WIDE ASSOCIATION; GENERALIZED LINEAR-MODELS; ARABIDOPSIS-THALIANA; NATURAL VARIATION; ACCUMULATION; MUTATIONS; TRAITS; CONTRIBUTES; DIVERSITY; EPISTASIS;
D O I
10.1371/journal.pgen.1005648
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Genome-wide association (GWA) analyses have generally been used to detect individual loci contributing to the phenotypic diversity in a population by the effects of these loci on the trait mean. More rarely, loci have also been detected based on variance differences between genotypes. Several hypotheses have been proposed to explain the possible genetic mechanisms leading to such variance signals. However, little is known about what causes these signals, or whether this genetic variance-heterogeneity reflects mechanisms of importance in natural populations. Previously, we identified a variance-heterogeneity GWA (vGWA) signal for leaf molybdenum concentrations in Arabidopsis thaliana. Here, fine-mapping of this association reveals that the vGWA emerges from the effects of three independent genetic polymorphisms that all are in strong LD with the markers displaying the genetic variance-heterogeneity. By revealing the genetic architecture underlying this vGWA signal, we uncovered the molecular source of a significant amount of hidden additive genetic variation or "missing heritability". Two of the three polymorphisms underlying the genetic variance-heterogeneity are promoter variants for Molybdate transporter 1 (MOT1), and the third a variant located similar to 25 kb downstream of this gene. A fourth independent association was also detected similar to 600 kb upstream of MOT1. Use of a T-DNA knockout allele highlights Copper Transporter 6; COPT6 (AT2G26975) as a strong candidate gene for this association. Our results show that an extended LD across a complex locus including multiple functional alleles can lead to a variance-heterogeneity between genotypes in natural populations. Further, they provide novel insights into the genetic regulation of ion homeostasis in A. thaliana, and empirically confirm that variance-heterogeneity based GWA methods are a valuable tool to detect novel associations of biological importance in natural populations.
引用
收藏
页数:24
相关论文
共 67 条
[1]  
[Anonymous], DGLM DOUBLE GEN LINE
[2]  
[Anonymous], VARIATION CENTRAL CO
[3]   Genome-wide association study of 107 phenotypes in Arabidopsis thaliana inbred lines [J].
Atwell, Susanna ;
Huang, Yu S. ;
Vilhjalmsson, Bjarni J. ;
Willems, Glenda ;
Horton, Matthew ;
Li, Yan ;
Meng, Dazhe ;
Platt, Alexander ;
Tarone, Aaron M. ;
Hu, Tina T. ;
Jiang, Rong ;
Muliyati, N. Wayan ;
Zhang, Xu ;
Amer, Muhammad Ali ;
Baxter, Ivan ;
Brachi, Benjamin ;
Chory, Joanne ;
Dean, Caroline ;
Debieu, Marilyne ;
de Meaux, Juliette ;
Ecker, Joseph R. ;
Faure, Nathalie ;
Kniskern, Joel M. ;
Jones, Jonathan D. G. ;
Michael, Todd ;
Nemri, Adnane ;
Roux, Fabrice ;
Salt, David E. ;
Tang, Chunlao ;
Todesco, Marco ;
Traw, M. Brian ;
Weigel, Detlef ;
Marjoram, Paul ;
Borevitz, Justin O. ;
Bergelson, Joy ;
Nordborg, Magnus .
NATURE, 2010, 465 (7298) :627-631
[4]  
Auguie B., 2017, GridExtra: Miscellaneous functions for grid graphics
[5]   GenABEL: an R library for genome-wide association analysis [J].
Aulchenko, Yurii S. ;
Ripke, Stephan ;
Isaacs, Aaron ;
Van Duijn, Cornelia M. .
BIOINFORMATICS, 2007, 23 (10) :1294-1296
[6]   Behavioral idiosyncrasy reveals genetic control of phenotypic variability [J].
Ayroles, Julien F. ;
Buchanan, Sean M. ;
O'Leary, Chelsea ;
Skutt-Kakaria, Kyobi ;
Grenier, Jennifer K. ;
Clark, Andrew G. ;
Hartl, Daniel L. ;
de Bivort, Benjamin L. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2015, 112 (21) :6706-6711
[7]   Arabidopsis semidwarfs evolved from independent mutations in GA20ox1, ortholog to green revolution dwarf alleles in rice and barley [J].
Barboza, Luis ;
Effgen, Sigi ;
Alonso-Blanco, Carlos ;
Kooke, Rik ;
Keurentjes, Joost J. B. ;
Koornneef, Maarten ;
Alcazar, Ruben .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2013, 110 (39) :15818-15823
[8]   Variation in molybdenum content across broadly distributed populations of Arabidopsis thaliana is controlled by a mitochondrial molybdenum transporter (MOT1) [J].
Baxter, Ivan ;
Muthukumar, Balasubramaniam ;
Park, Hyeong Cheol ;
Buchner, Peter ;
Lahner, Brett ;
Danku, John ;
Zhao, Keyan ;
Lee, Joohyun ;
Hawkesford, Malcolm J. ;
Guerinot, Mary Lou ;
Salt, David E. .
PLOS GENETICS, 2008, 4 (02)
[9]   Biodiversity of Mineral Nutrient and Trace Element Accumulation in Arabidopsis thaliana [J].
Baxter, Ivan ;
Hermans, Christian ;
Lahner, Brett ;
Yakubova, Elena ;
Tikhonova, Marina ;
Verbruggen, Nathalie ;
Chao, Dai-yin ;
Salt, David E. .
PLOS ONE, 2012, 7 (04)
[10]   A Coastal Cline in Sodium Accumulation in Arabidopsis thaliana Is Driven by Natural Variation of the Sodium Transporter AtHKT1;1 [J].
Baxter, Ivan ;
Brazelton, Jessica N. ;
Yu, Danni ;
Huang, Yu S. ;
Lahner, Brett ;
Yakubova, Elena ;
Li, Yan ;
Bergelson, Joy ;
Borevitz, Justin O. ;
Nordborg, Magnus ;
Vitek, Olga ;
Salt, David E. .
PLOS GENETICS, 2010, 6 (11)