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Genexpi:一个使用时间序列表达数据识别调控子和验证基因调控网络的工具集。

Genexpi: a toolset for identifying regulons and validating gene regulatory networks using time-course expression data.

机构信息

Institute of Microbiology of the Czech Academy of Sciences, Vídeňská, 1083, Prague, Czech Republic.

出版信息

BMC Bioinformatics. 2018 Apr 13;19(1):137. doi: 10.1186/s12859-018-2138-x.

Abstract

BACKGROUND

Identifying regulons of sigma factors is a vital subtask of gene network inference. Integrating multiple sources of data is essential for correct identification of regulons and complete gene regulatory networks. Time series of expression data measured with microarrays or RNA-seq combined with static binding experiments (e.g., ChIP-seq) or literature mining may be used for inference of sigma factor regulatory networks.

RESULTS

We introduce Genexpi: a tool to identify sigma factors by combining candidates obtained from ChIP experiments or literature mining with time-course gene expression data. While Genexpi can be used to infer other types of regulatory interactions, it was designed and validated on real biological data from bacterial regulons. In this paper, we put primary focus on CyGenexpi: a plugin integrating Genexpi with the Cytoscape software for ease of use. As a part of this effort, a plugin for handling time series data in Cytoscape called CyDataseries has been developed and made available. Genexpi is also available as a standalone command line tool and an R package.

CONCLUSIONS

Genexpi is a useful part of gene network inference toolbox. It provides meaningful information about the composition of regulons and delivers biologically interpretable results.

摘要

背景

鉴定 sigma 因子的调控子是基因网络推断的一个重要子任务。整合多个数据源对于正确识别调控子和完整的基因调控网络至关重要。使用微阵列或 RNA-seq 测量的表达数据的时间序列,结合静态结合实验(例如 ChIP-seq)或文献挖掘,可用于推断 sigma 因子调控网络。

结果

我们引入了 Genexpi:一种通过将 ChIP 实验或文献挖掘获得的候选物与时间过程基因表达数据相结合来识别 sigma 因子的工具。虽然 Genexpi 可用于推断其他类型的调控相互作用,但它是在细菌调控子的真实生物数据上设计和验证的。在本文中,我们主要关注 CyGenexpi:一个将 Genexpi 与 Cytoscape 软件集成的插件,便于使用。作为这项工作的一部分,开发了一个名为 CyDataseries 的 Cytoscape 中用于处理时间序列数据的插件,并提供了该插件。Genexpi 也可作为独立的命令行工具和 R 包使用。

结论

Genexpi 是基因网络推断工具箱的有用组成部分。它提供了关于调控子组成的有意义的信息,并提供了具有生物学解释的结果。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a0b5/5899412/ccb60bfe5cad/12859_2018_2138_Fig1_HTML.jpg

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