A dissection model for mapping complex traits

被引:7
|
作者
Sang, Mengmeng [1 ,2 ]
Shi, Hexin [1 ,2 ]
Wei, Kun [1 ,2 ]
Ye, Meixia [1 ,2 ]
Jiang, Libo [1 ,2 ]
Sun, Lidan [3 ]
Wu, Rongling [1 ,2 ,4 ,5 ,6 ]
机构
[1] Beijing Forestry Univ, Beijing Adv Innovat Ctr Tree Breeding Mol Design, Beijing 100083, Peoples R China
[2] Beijing Forestry Univ, Coll Biol Sci & Technol, Ctr Computat Biol, Beijing 100083, Peoples R China
[3] Beijing Forestry Univ, Beijing Key Lab Ornamental Plants Germplasm Innov, Natl Engn Res Ctr Floriculture, Coll Landscape Architecture, Beijing 100083, Peoples R China
[4] Chinese Acad Forestry, State Key Lab Tree Genet & Breeding, Beijing 100091, Peoples R China
[5] Penn State Univ, Ctr Stat Genet, Dept Publ Hlth Sci, Hershey, PA 17033 USA
[6] Penn State Univ, Ctr Stat Genet, Dept Stat, Hershey, PA 17033 USA
来源
PLANT JOURNAL | 2019年 / 97卷 / 06期
关键词
QTL; composite trait; growth equation; functional mapping; stemwood volume; technical advance; GENETIC ARCHITECTURE; MAXIMUM-LIKELIHOOD; HETEROSIS; LOCI; GROWTH; HETEROCHRONY; ENVIRONMENT; LINKAGE; MAP;
D O I
10.1111/tpj.14185
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Many quantitative traits are composites of other traits that contribute differentially to genetic variation. Quantitative trait locus (QTL) mapping of these composite traits can benefit by incorporating the mechanistic process of how their formation is mediated by the underlying components. We propose a dissection model by which to map these interconnected components traits under a joint likelihood setting. The model can test how a composite trait is determined by pleiotropic QTLs for its component traits or jointly by different sets of QTLs each responsible for a different component. The model can visualize the pattern of time-varying genetic effects for individual components and their impacts on composite traits. The dissection model was used to map two composite traits, stemwood volume growth decomposed into its stem height, stem diameter and stem form components for Euramerican poplar adult trees, and total lateral root length constituted by its average lateral root length and lateral root number components for Euphrates poplar seedlings. We found the pattern of how QTLs for different components contribute to phenotypic variation in composite traits. The detailed understanding of the genetic machineries of composite traits will not only help in the design of molecular breeding in plants and animals, but also shed light on the evolutionary processes of quantitative traits under natural selection.
引用
收藏
页码:1168 / 1182
页数:15
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