首页> 外文会议>Pacific Symposium on Biocomputing; 20080104-08; Kohala Coast,HI(US) >USING DNA DUPLEX STABILITY INFORMATION FOR TRANSCRIPTION FACTOR BINDING SITE DISCOVERY
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USING DNA DUPLEX STABILITY INFORMATION FOR TRANSCRIPTION FACTOR BINDING SITE DISCOVERY

机译:使用DNA双链稳定性信息进行转录因子结合位点发现

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Transcription factor (TF) binding site discovery is an important step in understanding transcrip-tional regulation. Many computational tools have already been developed, but their success in detecting TF motifs is still limited. We believe one of the main reasons for the low accuracy of current methods is that they do not take into account the structural aspects of TF-DNA interaction. We have previously shown that knowledge about the structural class of the TF and information about nucleosome occupancy can be used to improve motif discovery. Here, we demonstrate the benefits of using information about the DNA double-helical stability for motif discovery. We notice that, in general, the energy needed to destabilize the DNA double helix is higher at TF binding sites than at random DNA sites. We use this information to derive informative positional priors that we incorporate into a motif finding algorithm. When applied to yeast ChIP-chip data, the new informative priors improve the performance of the motif finder significantly when compared to priors that do not use the energetic stability information.
机译:转录因子(TF)结合位点的发现是理解转录调控的重要步骤。已经开发了许多计算工具,但是它们在检测TF基序方面的成功仍然有限。我们认为当前方法准确性低的主要原因之一是它们没有考虑TF-DNA相互作用的结构方面。先前我们已经表明,有关TF的结构类别的知识和有关核小体占用的信息可用于改善基序发现。在这里,我们演示了使用有关DNA双螺旋稳定性的信息进行基序发现的好处。我们注意到,通常,使DNA双螺旋不稳定的能量在TF结合位点比在随机DNA位点更高。我们使用此信息来导出信息性的先验信息,并将其合并到主题查找算法中。当将其应用于酵母ChIP芯片数据时,与不使用高能稳定性信息的先验试剂相比,新的信息先验试剂显着改善了基序查找器的性能。

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