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Footer: A quantitative comparative genomics method for efficient recognition of cis-regulatory elements

机译:页脚:一种定量比较基因组学方法用于有效识别顺式调控元件

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摘要

The search for mammalian DNA regulatory regions poses a challenging problem in computational biology. The short length of the DNA patterns compared with the size of the promoter regions and the degeneracy of the patterns makes their identification difficult. One way to overcome this problem is to use evolutionary information to reduce the number of false-positive predictions. We developed a novel method for pattern identification that compares a pair of putative binding sites in two species (e.g., human and mouse) and assigns two probability scores based on the relative position of the sites in the promoter and their agreement with a known model of binding preferences. We tested the algorithm's ability to predict known binding sites on various promoters. Overall, it exhibited 83% sensitivity and the specificity was 72%, which is a clear improvement over existing methods. Our algorithm also successfully predicted two novel NF-κB binding sites in the promoter region of the mouse autotaxin gene (ATX, ENPP2), which we were able to verify by using chromatin immunoprecipitation assay coupled with quantitative real-time PCR.
机译:寻找哺乳动物DNA调节区在计算生物学中提出了挑战性的问题。与启动子区域的大小相比,DNA模式的长度较短,并且模式的简并性使其难以鉴定。克服此问题的一种方法是使用进化信息来减少假阳性预测的数量。我们开发了一种模式识别的新方法,该方法可比较两个物种(例如人和小鼠)中一对假定的结合位点,并根据位点在启动子中的相对位置及其与已知模型的一致性来分配两个概率分数。绑定首选项。我们测试了该算法预测各种启动子上已知结合位点的能力。总体而言,它显示出83%的灵敏度,特异性为72%,这是对现有方法的明显改进。我们的算法还成功地预测了小鼠自分泌运动素基因(ATX,ENPP2)启动子区域中的两个新的NF-κB结合位点,我们能够通过染色质免疫沉淀分析和定量实时PCR进行验证。

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