Statistical model for characterizing epistatic control of triploid endosperm triggered by maternal and offspring QTLs.

Yuehua Cui, Rongling Wu
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引用次数: 14

Abstract

To study the effects of maternal and endosperm quantitative trait locus (QTL) interaction on endosperm development, we derive a two-stage hierarchical statistical model within the maximum-likelihood context, implemented with an expectation-maximization algorithm. A model incorporating both maternal and offspring marker information can improve the accuracy and precision of genetic mapping. Extensive simulations under different sampling strategies, heritability levels and gene action modes were performed to investigate the statistical properties of the model. The QTL location and parameters are better estimated when two QTLs are located at different intervals than when they are located at the same interval. Also, the additive effect of the offspring QTLs is better estimated than the additive effect of the maternal QTLs. The implications of our model for agricultural and evolutionary genetic research are discussed.

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由母系和子代qtl触发的三倍体胚乳上位性控制的统计模型。
为了研究母体和胚乳数量性状位点(QTL)互作对胚乳发育的影响,我们在最大似然背景下推导了一个两阶段分层统计模型,并采用期望最大化算法实现。结合母代和子代标记信息的模型可以提高遗传作图的准确性和精密度。在不同的采样策略、遗传水平和基因作用模式下进行了广泛的模拟,以研究该模型的统计特性。当两个QTL位于不同的区间时,QTL的位置和参数的估计值比两个QTL位于相同的区间时更好。同时,子代qtl的加性效应优于母代qtl的加性效应。讨论了我们的模型对农业和进化遗传研究的意义。
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