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Simulating a base population in honey bee for molecular genetic studies

机译:模拟蜜蜂的基本种群用于分子遗传学研究

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Background Over the past years, reports have indicated that honey bee populations are declining and that infestation by an ecto-parasitic mite (Varroa destructor) is one of the main causes. Selective breeding of resistant bees can help to prevent losses due to the parasite, but it requires that a robust breeding program and genetic evaluation are implemented. Genomic selection has emerged as an important tool in animal breeding programs and simulation studies have shown that it yields more accurate breeding value estimates, higher genetic gain and low rates of inbreeding. Since genomic selection relies on marker data, simulations conducted on a genomic dataset are a pre-requisite before selection can be implemented. Although genomic datasets have been simulated in other species undergoing genetic evaluation, simulation of a genomic dataset specific to the honey bee is required since this species has a distinct genetic and reproductive biology. Our software program was aimed at constructing a base population by simulating a random mating honey bee population. A forward-time population simulation approach was applied since it allows modeling of genetic characteristics and reproductive behavior specific to the honey bee. Results Our software program yielded a genomic dataset for a base population in linkage disequilibrium. In addition, information was obtained on (1) the position of markers on each chromosome, (2) allele frequency, (3) χ2 statistics for Hardy-Weinberg equilibrium, (4) a sorted list of markers with a minor allele frequency less than or equal to the input value, (5) average r2 values of linkage disequilibrium between all simulated marker loci pair for all generations and (6) average r2 value of linkage disequilibrium in the last generation for selected markers with the highest minor allele frequency. Conclusion We developed a software program that takes into account the genetic and reproductive biology specific to the honey bee and that can be used to constitute a genomic dataset compatible with the simulation studies necessary to optimize breeding programs. The source code together with an instruction file is freely accessible at http://msproteomics.org/Research/Misc/honeybeepopulationsimulator.html webcite
机译:背景技术在过去的几年中,有报告表明蜜蜂的数量正在下降,外寄生螨(Varroa破坏因子)的侵扰是主要原因。抗性蜜蜂的选择性育种可以帮助防止由于寄生虫造成的损失,但它要求实施强有力的育种程序和遗传评估。基因组选择已成为动物育种计划中的重要工具,而模拟研究表明,基因组选择可产生更准确的育种价值估算,更高的遗传增益和较低的近交率。由于基因组选择依赖于标记数据,因此对基因组数据集进行模拟是实现选择之前的先决条件。尽管已经在接受遗传评估的其他物种中模拟了基因组数据集,但是由于该物种具有独特的遗传和生殖生物学,因此还需要模拟蜜蜂特有的基因组数据集。我们的软件程序旨在通过模拟随机交配的蜜蜂种群来构建基本种群。由于可以对蜜蜂的遗传特征和生殖行为进行建模,因此采用了前向种群模拟方法。结果我们的软件程序生成了连锁不平衡中基本种群的基因组数据集。此外,还获得以下信息:(1)每个染色体上标记的位置,(2)等位基因频率,(3)Hardy-Weinberg平衡的χ 2 统计量,(4)次要等位基因频率小于或等于输入值的标记,(5)所有世代所有模拟标记位点对之间连锁不平衡的平均r 2 值,以及(6)平均r 对于次要等位基因频率最高的选定标记,最后一代连锁不平衡的2 值。结论我们开发了一个软件程序,该程序考虑了蜜蜂特有的遗传和生殖生物学,可用于构成与优化育种程序所需的模拟研究兼容的基因组数据集。可在http://msproteomics.org/Research/Misc/honeybeepopulationsimulator.html网站上免费访问源代码和指令文件。

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