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Efficient and Accurate Construction of Genetic Linkage Maps from the Minimum Spanning Tree of a Graph

机译:从图的最小生成树高效,准确地构建遗传连锁图

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Genetic linkage maps are cornerstones of a wide spectrum of biotechnology applications, including map-assisted breeding, association genetics, and map-assisted gene cloning. During the past several years, the adoption of high-throughput genotyping technologies has been paralleled by a substantial increase in the density and diversity of genetic markers. New genetic mapping algorithms are needed in order to efficiently process these large datasets and accurately construct high-density genetic maps. In this paper, we introduce a novel algorithm to order markers on a genetic linkage map. Our method is based on a simple yet fundamental mathematical property that we prove under rather general assumptions. The validity of this property allows one to determine efficiently the correct order of markers by computing the minimum spanning tree of an associated graph. Our empirical studies obtained on genotyping data for three mapping populations of barley (Hordeum vulgare), as well as extensive simulations on synthetic data, show that our algorithm consistently outperforms the best available methods in the literature, particularly when the input data are noisy or incomplete. The software implementing our algorithm is available in the public domain as a web tool under the name MSTmap.
机译:遗传连锁图谱是广泛的生物技术应用的基石,包括图谱辅助育种,关联遗传学和图谱辅助基因克隆。在过去的几年中,采用高通量基因分型技术的同时,遗传标记的密度和多样性也大大增加。为了有效地处理这些大型数据集并准确构建高密度遗传图谱,需要新的遗传图谱算法。在本文中,我们介绍了一种新颖的算法来对遗传连锁图谱上的标记进行排序。我们的方法基于简单但基本的数学性质,我们在相当普遍的假设下证明了这一点。此属性的有效性允许人们通过计算相关图的最小生成树来有效地确定标记的正确顺序。我们对三个大麦(Hordeum vulgare)作图群体的基因分型数据进行的实证研究以及对合成数据的大量模拟表明,我们的算法始终优于文献中最佳的可用方法,特别是当输入数据有噪声或不完整时。实现我们算法的软件可在公共领域以MSTmap的名称作为网络工具获得。

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