Hu Zhiqiu, Wang Xuefeng, Xu Chenwu
Jiangsu Provincial Key Laboratory of Crop Genetics and Physiology, Yangzhou University, Yangzhou 225009, China.
J Hered. 2006 Sep-Oct;97(5):473-82. doi: 10.1093/jhered/esl028. Epub 2006 Sep 18.
Embryos of crop seeds are one of the major sources of the plant protein and lipid for human nutrition. The genetic expression for embryo-specific characters in crop seeds can be controlled exclusively by the embryo or the maternal genotypes and sometimes by both simultaneously. However, current methods for mapping quantitative trait loci (QTLs) underlying characters of maternal plants have not been effective in dealing with the QTL analysis of embryo characters. On the basis of the expression feature of embryo, a statistical method was proposed for the identification of expression mode and mapping of QTL controlling embryo traits. The maximum likelihood method implemented via the expectation maximization algorithm was used to estimate parameters of a putative embryo-specific QTL. The QTL expression mode was identified by the likelihood ratio test statistic. Statistical power and other properties of the proposed method were investigated under a variety of scenarios through simulation studies. The results showed that the mapping method neglecting the effects of embryo genotype or maternal effects could neither identify the expression mode of QTL nor estimate its genetic effects accurately, whereas the proposed method could effectively map the embryo-specific QTL of various expression modes.
农作物种子的胚是人类营养中植物蛋白和脂质的主要来源之一。作物种子中胚特异性性状的基因表达可以完全由胚或母体基因型控制,有时也可由两者同时控制。然而,目前用于定位母体植物性状潜在数量性状基因座(QTL)的方法在处理胚性状的QTL分析时并不有效。基于胚的表达特征,提出了一种统计方法用于鉴定表达模式和定位控制胚性状的QTL。通过期望最大化算法实现的最大似然法用于估计假定的胚特异性QTL的参数。通过似然比检验统计量鉴定QTL表达模式。通过模拟研究在各种情况下研究了所提出方法的统计功效和其他特性。结果表明,忽略胚基因型效应或母体效应的定位方法既不能鉴定QTL的表达模式,也不能准确估计其遗传效应,而所提出的方法可以有效地定位各种表达模式的胚特异性QTL。