A statistical model for QTL mapping in polysomic autotetraploids underlying double reduction

被引:9
作者
Xu, Fang [1 ]
Lyu, Yafei [2 ]
Tong, Chunfa [3 ]
Wu, Weimiao [4 ]
Zhu, Xuli [1 ]
Yin, Danni [1 ]
Yan, Qin [1 ]
Zhang, Jian [1 ]
Pang, Xiaoming [4 ]
Tobias, Christian M. [5 ]
Wu, Rongling [1 ,4 ]
机构
[1] Beijing Forestry Univ, Ctr Computat Biol, Beijing 100083, Peoples R China
[2] Penn State Univ, Hershey, PA 17033 USA
[3] Nanjing Forestry Univ, Nanjing, Jiangsu, Peoples R China
[4] Beijing Forestry Univ, Beijing 100083, Peoples R China
[5] USDA, Genom & Gene Discovery Res Unit, Western Reg Res Ctr, Washington, DC USA
关键词
quantitative trait loci; polysomic autotetraploid; EM algorithm; quantitative genetic model; QUANTITATIVE TRAIT LOCI; BIVALENT POLYPLOID MODEL; GENETIC-LINKAGE MAPS; TETRAPLOIDS; MICROSATELLITE; CONSTRUCTION; SEGREGATION; SACCHARUM; FRAMEWORK; SELECTION;
D O I
10.1093/bib/bbt073
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
As a group of economically important species, linkage mapping of polysomic autotetraploids, including potato, sugarcane and rose, is difficult to conduct due to their unique meiotic property of double reduction that allows sister chromatids to enter into the same gamete. We describe and assess a statistical model for mapping quantitative trait loci (QTLs) in polysomic autotetraploids. The model incorporates double reduction, built in the mixture model-based framework and implemented with the expectation-maximization algorithm. It allows the simultaneous estimation of QTL positions, QTL effects and the degree of double reduction as well as the assessment of the estimation precision of these parameters. We performed computer simulation to examine the statistical properties of the method and validate its use through analyzing real data in tetraploid switchgrass.
引用
收藏
页码:1044 / 1056
页数:13
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