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首页> 外文期刊>Journal of Bioinformatics and Computational Biology >COMPUTATIONAL IDENTIFICATION OF TRANSCRIPTION FACTORS INVOLVED IN EARLY CELLULAR RESPONSE TO A STIMULUS
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COMPUTATIONAL IDENTIFICATION OF TRANSCRIPTION FACTORS INVOLVED IN EARLY CELLULAR RESPONSE TO A STIMULUS

机译:刺激早期反应中涉及转录因子的计算鉴定

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The response of genes to cell stimuli is often measured by microarrays. However, studying the function of these genes rarely elucidate as to how the stimuli activate or suppress theses gones. To understand the mechanisms of cell stimulation, we describe a computational method for analyzing mammalian promoters of early response genes to detect the transcription factors activated by cell stimulation. We first analyzed promoters of the response genes, for transcription factor binding sites conserved between human and mouse. We then applied hypergeometric statistics in conjunction with Bonferroni correction to identify the top transcription factors whose binding sites were significantly over-represented among these promoters. In five data sets with early response genes, a significantly larger than expected number of genes had binding sites in their promoters for transcription factors previously known to be involved in response to the stimulus, while data sets with measurements at longer time points (24 hours) failed to show such over-representation. Because the end points of signal transduction pathways are transcription factors, this methodology is useful for exploring signaling pathways activated by various stimuli through microarray studies.
机译:基因对细胞刺激的反应通常通过微阵列来测量。然而,研究这些基因的功能很少阐明刺激如何激活或抑制这些消失。为了了解细胞刺激的机制,我们描述了一种计算方法,用于分析早期响应基因的哺乳动物启动子,以检测由细胞刺激激活的转录因子。我们首先分析了响应基因的启动子,寻找人类和小鼠之间保守的转录因子结合位点。然后,我们将超几何统计数据与Bonferroni校正结合使用,以识别其结合位点在这些启动子中明显过量表达的顶级转录因子。在五个具有早期响应基因的数据集中,基因数量明显多于预期的数量在其启动子中具有先前已知参与刺激响应的转录因子的结合位点,而在较长时间点(24小时)进行测量的数据集未能表现出这种过度代表。由于信号转导途径的终点是转录因子,因此该方法可用于通过微阵列研究探索由各种刺激激活的信号途径。

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