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Construction of phylogenetic trees by kernel-based comparative analysis of metabolic networks

机译:基于内核的代谢网络比较分析构建系统树

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摘要

BackgroundTo infer the tree of life requires knowledge of the common characteristics of each species descended from a common ancestor as the measuring criteria and a method to calculate the distance between the resulting values of each measure. Conventional phylogenetic analysis based on genomic sequences provides information about the genetic relationships between different organisms. In contrast, comparative analysis of metabolic pathways in different organisms can yield insights into their functional relationships under different physiological conditions. However, evaluating the similarities or differences between metabolic networks is a computationally challenging problem, and systematic methods of doing this are desirable. Here we introduce a graph-kernel method for computing the similarity between metabolic networks in polynomial time, and use it to profile metabolic pathways and to construct phylogenetic trees.
机译:背景技术要推断生命之树,需要了解作为共同的祖先而来的每个物种的共同特征,并将其作为测量标准,并需要一种计算每个测量结果值之间距离的方法。基于基因组序列的常规系统发育分析提供了有关不同生物之间遗传关系的信息。相反,对不同生物体内代谢途径的比较分析可以深入了解它们在不同生理条件下的功能关系。然而,评估代谢网络之间的相似性或差异是计算上的难题,因此,希望有系统的方法来实现这一点。在这里,我们介绍了一种用于计算多项式时间内代谢网络之间相似性的图核方法,并将其用于分析代谢途径并构建系统树。

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