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A new computational method to split large biochemical networks into coherent subnets

机译:一种将大型生化网络划分为相干子网的新计算方法

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摘要

BackgroundCompared to more general networks, biochemical networks have some special features: while generally sparse, there are a small number of highly connected metabolite nodes; and metabolite nodes can also be divided into two classes: internal nodes with associated mass balance constraints and external ones without. Based on these features, reclassifying selected internal nodes (separators) to external ones can be used to divide a large complex metabolic network into simpler subnetworks. Selection of separators based on node connectivity is commonly used but affords little detailed control and tends to produce excessive fragmentation.The method proposed here (Netsplitter) allows the user to control separator selection. It combines local connection degree partitioning with global connectivity derived from random walks on the network, to produce a more even distribution of subnetwork sizes. Partitioning is performed progressively and the interactive visual matrix presentation used allows the user considerable control over the process, while incorporating special strategies to maintain the network integrity and minimise the information loss due to partitioning.
机译:背景与较一般的网络相比,生化网络具有一些特殊功能:虽然通常稀疏,但有少量高度连接的代谢物节点;代谢物节点也可以分为两类:具有相关质量平衡约束的内部节点和没有相关质量平衡约束的内部节点。基于这些功能,可以将选定的内部节点(分离器)重新分类为外部节点,以将大型复杂的代谢网络划分为更简单的子网络。通常使用基于节点连通性的分隔符选择,但是提供的详细控制很少,并且往往会产生过多的碎片。此处提出的方法(Netsplitter)允许用户控制分隔符的选择。它结合了本地连接度分区和从网络上的随机游走而来的全局连接,以产生更均匀的子网大小分布。分区是逐步进行的,使用的交互式可视矩阵表示允许用户对过程进行相当多的控制,同时并采用了特殊策略来维护网络的完整性,并将由于分区而导致的信息丢失降至最低。

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