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STREAM: Static Thermodynamic REgulAtory Model of transcription

机译:STREAM:转录的静态热力学法定模型

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摘要

MOTIVATION: Understanding the transcriptional regulation of a gene in detail is a crucial step towards uncovering and ultimately utilizing the regulatory grammar of the genome. Modeling transcriptional regulation using thermodynamic equations has become an increasingly important approach towards this goal. Here, we present stream, the first publicly available framework for modeling, visualizing and predicting the regulation of the transcription rate of a target gene. Given the concentrations of a set of transcription factors (TFs), the TF binding sites (TFBSs) in a regulatory DNA region, and the transcription rate of the target gene, stream will optimize its parameters to generate a model that best fits the input data. This trained model can then be used to (a) validate that the given set of TFs is able to regulate the target gene and (b) to predict the transcription rate under different conditions (e.g. different tissues, knockout/additional TFs or mutated/missing TFBSs). AVAILABILITY: The platform independent executable of stream, as well as a tutorial and the full documentation, are available at http://bioinformatics.org.au/stream/. stream requires Java version 5 or higher.
机译:动机:详细了解基因的转录调控是发现并最终利用基因组调控语法的关键一步。使用热力学方程对转录调控进行建模已成为实现该目标的越来越重要的方法。在这里,我们介绍了Stream,这是第一个用于模型化,可视化和预测目标基因转录速率调控的公共框架。给定一组转录因子(TFs)的浓度,调节性DNA区域中的TF结合位点(TFBSs)以及目标基因的转录率,流将优化其参数以生成最适合输入数据的模型。然后,可以使用该训练好的模型来(a)验证给定的TF集能够调节靶基因,以及(b)预测不同条件(例如不同组织,敲除/附加TF或突变/缺失)下的转录速率TFBS)。可用性:stream的与平台无关的可执行文件,以及教程和完整文档,可从http://bioinformatics.org.au/stream/获得。流需要Java版本5或更高版本。

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