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MOLECULAR PHENOTYPE CLASSIFICATION

机译:分子表型分类

摘要

Methods, systems, apparatuses and computer readable media are provided for characterising a molecular phenotype of a biological sample using a biological interaction network. A biological interaction network may comprise a plurality of nodes, each node associated with a corresponding gene or protein, and a plurality of edges, each edge connecting a pair of nodes and indicative of an interaction between the genes or proteins to which each node of that associated pair of nodes corresponds. A method may comprise associating, with each node of the biological interaction network, a corresponding differential abundance value for the gene or protein to which that node corresponds, the differential abundance value derived from a comparison of a representative abundance value for the gene or protein in a biological sample exhibiting the molecular phenotype and a reference abundance value for the gene or protein. The method may comprise, using the differential abundance values of the nodes of the biological interaction network, performing a hill-climbing algorithm to partition the biological interaction network into clusters. The method may comprise determining, from the topology of the clusters, a signature of the molecular phenotype.
机译:提供了使用生物相互作用网络表征生物样品的分子表型的方法,系统,装置和计算机可读介质。生物相互作用网络可以包括多个节点,每个节点与相应的基因或蛋白质相关联,以及多个边缘,每个边缘连接一对节点并指示基因或蛋白质之间的相互作用相关对节点对应。方法可以包括与生物相互作用网络的每个节点的关联,该节点对应于该节点的基因或蛋白质的相应差异丰度值,差异丰度值导出的基因或蛋白质的代表性丰富值的比较生物样本表现出分子表型和基因或蛋白质的参考丰度值。该方法可以包括使用生物相互作用网络的节点的差分丰度值,执行爬山算法以将生物相互作用网络分配成簇。该方法可以包括从簇的拓扑中确定分子表型的特征。

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