New Strategies and Tools in Quantitative Genetics: How to Go from the Phenotype to the Genotype

被引:71
作者
Bazakos, Christos [1 ]
Hanemian, Mathieu [1 ]
Trontin, Charlotte [1 ]
Jimenez-Gomez, Jose M. [1 ]
Loudet, Olivier [1 ]
机构
[1] Univ Paris Saclay, Inst Jean Pierre Bourgin, AgroParisTech, INRA,CNRS, F-78026 Versailles, France
来源
ANNUAL REVIEW OF PLANT BIOLOGY, VOL 68 | 2017年 / 68卷
关键词
genetic architecture; QTL; RIL; GWAS; phenotype; GENOME-WIDE ASSOCIATION; INTER-CROSS POPULATION; ARABIDOPSIS-THALIANA; LINKAGE DISEQUILIBRIUM; TRAIT LOCI; AGRONOMIC TRAITS; COMPLEX TRAITS; ENVIRONMENTAL INTERACTIONS; NATURAL VARIATION; HAPLOTYPE MAP;
D O I
10.1146/annurev-arplant-042916-040820
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Quantitative genetics has a long history in plants: It has been used to study specific biological processes, identify the factors important for trait evolution, and breed new crop varieties. These classical approaches to quantitative trait locus mapping have naturally improved with technology. In this review, we show how quantitative genetics has evolved recently in plants and how new developments in phenotyping, population generation, sequencing, gene manipulation, and statistics are rejuvenating both the classical linkage mapping approaches (for example, through nested association mapping) as well as the more recently developed genome-wide association studies. These strategies are complementary in most instances, and indeed, one is often used to confirm the results of the other. Despite significant advances, an emerging trend is that the outcome and efficiency of the different approaches depend greatly on the genetic architecture of the trait in the genetic material under study.
引用
收藏
页码:435 / 455
页数:21
相关论文
共 143 条
[1]  
Alonso-Blanco C., 2016, CELL, V2, P481, DOI DOI 10.1016/j.cell.2016.05.063
[2]   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
[3]   Nested Association Mapping of Stem Rust Resistance in Wheat Using Genotyping by Sequencing [J].
Bajgain, Prabin ;
Rouse, Matthew N. ;
Tsilo, Toi J. ;
Macharia, Godwin K. ;
Bhavani, Sridhar ;
Jin, Yue ;
Anderson, James A. .
PLOS ONE, 2016, 11 (05)
[4]   QTL Mapping in New Arabidopsis thaliana Advanced Intercross-Recombinant Inbred Lines [J].
Balasubramanian, Sureshkumar ;
Schwartz, Christopher ;
Singh, Anandita ;
Warthmann, Norman ;
Kim, Min Chul ;
Maloof, Julin N. ;
Loudet, Olivier ;
Trainer, Gabriel T. ;
Dabi, Tsegaye ;
Borevitz, Justin O. ;
Chory, Joanne ;
Weigel, Detlef .
PLOS ONE, 2009, 4 (02)
[5]   Multi-parent advanced generation inter-cross (MAGIC) populations in rice: progress and potential for genetics research and breeding [J].
Bandillo, Nonoy ;
Raghavan, Chitra ;
Muyco, Pauline Andrea ;
Sevilla, Ma Anna Lynn ;
Lobina, Irish T. ;
Dilla-Ermita, Christine Jade ;
Tung, Chih-Wei ;
McCouch, Susan ;
Thomson, Michael ;
Mauleon, Ramil ;
Singh, Rakesh Kumar ;
Gregorio, Glenn ;
Redona, Edilberto ;
Leung, Hei .
RICE, 2013, 6
[6]   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
[7]   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)
[8]   Towards identifying genes underlying ecologically relevant traits in Arabidopsis thaliana [J].
Bergelson, Joy ;
Roux, Fabrice .
NATURE REVIEWS GENETICS, 2010, 11 (12) :867-879
[9]   A Novel Low-Cost Open-Hardware Platform for Monitoring Soil Water Content and Multiple Soil-Air-Vegetation Parameters [J].
Bitella, Giovanni ;
Rossi, Roberta ;
Bochicchio, Rocco ;
Perniola, Michele ;
Amato, Mariana .
SENSORS, 2014, 14 (10) :19639-19659
[10]   Genome-wide association studies in plants: the missing heritability is in the field [J].
Brachi, Benjamin ;
Morris, Geoffrey P. ;
Borevitz, Justin O. .
GENOME BIOLOGY, 2011, 12 (10)