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一种新的家蚕数量性状基因座的映射方法。

A new mapping method for quantitative trait loci of silkworm.

机构信息

Institute of Bioinformatics, College of Agriculture and Biotechnology, Zhejiang University, Hangzhou 310029, China.

出版信息

BMC Genet. 2011 Jan 28;12:19. doi: 10.1186/1471-2156-12-19.

Abstract

BACKGROUND

Silkworm is the basis of sericultural industry and the model organism in insect genetics study. Mapping quantitative trait loci (QTLs) underlying economically important traits of silkworm is of high significance for promoting the silkworm molecular breeding and advancing our knowledge on genetic architecture of the Lepidoptera. Yet, the currently used mapping methods are not well suitable for silkworm, because of ignoring the recombination difference in meiosis between two sexes.

RESULTS

A mixed linear model including QTL main effects, epistatic effects, and QTL × sex interaction effects was proposed for mapping QTLs in an F2 population of silkworm. The number and positions of QTLs were determined by F-test and model selection. The Markov chain Monte Carlo (MCMC) algorithm was employed to estimate and test genetic effects of QTLs and QTL × sex interaction effects. The effectiveness of the model and statistical method was validated by a series of simulations. The results indicate that when markers are distributed sparsely on chromosomes, our method will substantially improve estimation accuracy as compared to the normal chiasmate F2 model. We also found that a sample size of hundreds was sufficiently large to unbiasedly estimate all the four types of epistases (i.e., additive-additive, additive-dominance, dominance-additive, and dominance-dominance) when the paired QTLs reside on different chromosomes in silkworm.

CONCLUSION

The proposed method could accurately estimate not only the additive, dominance and digenic epistatic effects but also their interaction effects with sex, correcting the potential bias and precision loss in the current QTL mapping practice of silkworm and thus representing an important addition to the arsenal of QTL mapping tools.

摘要

背景

家蚕是蚕业的基础,也是昆虫遗传学研究的模式生物。在家蚕中定位与经济重要性状相关的数量性状基因座(QTL)对于促进家蚕分子育种和提高对鳞翅目遗传结构的认识具有重要意义。然而,由于忽略了两性减数分裂中的重组差异,目前使用的作图方法并不完全适用于家蚕。

结果

提出了一种包含 QTL 主效应、上位性效应和 QTL×性相互作用效应的混合线性模型,用于在家蚕 F2 群体中定位 QTL。通过 F 检验和模型选择确定 QTL 的数量和位置。马尔可夫链蒙特卡罗(MCMC)算法用于估计和检验 QTL 和 QTL×性相互作用效应的遗传效应。通过一系列模拟验证了模型和统计方法的有效性。结果表明,当标记在染色体上分布稀疏时,与正常交叉 F2 模型相比,我们的方法将显著提高估计精度。我们还发现,当配对 QTL 位于不同染色体上时,家蚕中数百个样本足以无偏地估计所有四种上位性(即加性-加性、加性显性、显性-加性和显性显性)。

结论

该方法不仅可以准确估计加性、显性和双基因上位性效应,还可以估计其与性别的相互作用效应,纠正了当前家蚕 QTL 作图实践中的潜在偏差和精度损失,因此是 QTL 作图工具的重要补充。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/82da/3042969/7de60232b1c8/1471-2156-12-19-1.jpg

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