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VisANT 3.5: multi-scale network visualization, analysis and inference based on the gene ontology

机译:VisANT 3.5:基于基因本体的多尺度网络可视化,分析和推断

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摘要

Despite its wide usage in biological databases and applications, the role of the gene ontology (GO) in network analysis is usually limited to functional annotation of genes or gene sets with auxiliary information on correlations ignored. Here, we report on new capabilities of VisANT—an integrative software platform for the visualization, mining, analysis and modeling of the biological networks—which extend the application of GO in network visualization, analysis and inference. The new VisANT functions can be classified into three categories. (i) Visualization: a new tree-based browser allows visualization of GO hierarchies. GO terms can be easily dropped into the network to group genes annotated under the term, thereby integrating the hierarchical ontology with the network. This facilitates multi-scale visualization and analysis. (ii) Flexible annotation schema: in addition to conventional methods for annotating network nodes with the most specific functional descriptions available, VisANT also provides functions to annotate genes at any customized level of abstraction. (iii) Finding over-represented GO terms and expression-enriched GO modules: two new algorithms have been implemented as VisANT plugins. One detects over-represented GO annotations in any given sub-network and the other finds the GO categories that are enriched in a specified phenotype or perturbed dataset. Both algorithms take account of network topology (i.e. correlations between genes based on various sources of evidence). VisANT is freely available at http://visant.bu.edu.
机译:尽管其在生物学数据库和应用中的广泛使用,但基因本体论(GO)在网络分析中的作用通常仅限于基因或基因集的功能注释,而有关相关性的辅助信息则被忽略。在这里,我们将报告VisANT的新功能-一种用于生物网络的可视化,挖掘,分析和建模的集成软件平台-扩展了GO在网络可视化,分析和推理中的应用。新的VisANT功能可以分为三类。 (i)可视化:新的基于树的浏览器允许可视化GO层次结构。 GO术语可以轻松地放入网络中,以对在该术语下注释的基因进行分组,从而将分层本体与网络集成在一起。这有助于多尺度的可视化和分析。 (ii)灵活的注释方案:除了使用可用的最具体的功能描述为网络节点添加注释的常规方法外,VisANT还提供了在任何定制抽象级别对基因进行注释的功能。 (iii)查找过度代表的GO术语和丰富表达式的GO模块:两种新算法已实现为VisANT插件。一个在任何给定的子网中检测出过度代表的GO注释,另一个则找到在指定表型或扰动数据集中丰富的GO类别。两种算法都考虑了网络拓扑(即基于各种证据来源的基因之间的相关性)。 VisANT可以从http://visant.bu.edu免费获得。

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