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首页> 外文期刊>BMC Bioinformatics >CyTRANSFINDER: a Cytoscape 3.3 plugin for three-component (TF, gene, miRNA) signal transduction pathway construction
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CyTRANSFINDER: a Cytoscape 3.3 plugin for three-component (TF, gene, miRNA) signal transduction pathway construction

机译:CyTRANSFINDER:Cytoscape 3.3插件,用于三组分(TF,基因,miRNA)信号转导途径的构建

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Background Biological research increasingly relies on network models to study complex phenomena. Signal Transduction Pathways are molecular circuits that model how cells receive, process, and respond to information from the environment providing snapshots of the overall cell dynamics. Most of the attempts to reconstruct signal transduction pathways are limited to single regulator networks including only genes/proteins. However, networks involving a single type of regulator and neglecting transcriptional and post-transcriptional regulations mediated by transcription factors and microRNAs, respectively, may not fully reveal the complex regulatory mechanisms of a cell. We observed a lack of computational instruments supporting explorative analysis on this type of three-component signal transduction pathways. Results We have developed CyTRANSFINDER, a new Cytoscape plugin able to infer three-component signal transduction pathways based on user defined regulatory patterns and including miRNAs, TFs and genes. Since CyTRANSFINDER has been designed to support exploratory analysis, it does not rely on expression data. To show the potential of the plugin we have applied it in a study of two miRNAs that are particularly relevant in human melanoma progression, miR-146a and miR-214 . Conclusions CyTRANSFINDER supports the reconstruction of small signal transduction pathways among groups of genes. Results obtained from its use in a real case study have been analyzed and validated through both literature data and preliminary wet-lab experiments, showing the potential of this tool when performing exploratory analysis.
机译:背景技术生物学研究越来越依赖于网络模型来研究复杂现象。信号转导途径是分子电路,可对细胞如何接收,处理和响应来自环境的信息进行建模,从而提供整个细胞动力学的快照。重建信号转导途径的大多数尝试仅限于单一调节器网络,仅包括基因/蛋白质。但是,涉及单一类型调节剂并分别忽略转录因子和microRNA介导的转录和转录后调节的网络可能无法完全揭示细胞的复杂调节机制。我们观察到缺乏支持这种类型的三成分信号转导途径进行探索性分析的计算工具。结果我们开发了CyTRANSFINDER,这是一个新的Cytoscape插件,能够根据用户定义的调节模式(包括miRNA,TF和基因)推断三组分信号转导途径。由于CyTRANSFINDER被设计为支持探索性分析,因此它不依赖于表达数据。为了显示该插件的潜力,我们已将其应用在与人类黑素瘤进展特别相关的两种miRNA的研究中,即miR-146a和miR-214。结论CyTRANSFINDER支持在基因组之间重建小信号转导途径。通过在实际案例研究中使用该工具获得的结果已经通过文献数据和初步的湿实验室实验进行了分析和验证,显示了该工具在进行探索性分析时的潜力。

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