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A New Exhaustive Method and Strategy for Finding Motifs in ChIP-Enriched Regions

机译:在ChIP富集区域中寻找主题的穷举方法和新策略

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摘要

ChIP-seq, which combines chromatin immunoprecipitation (ChIP) with next-generation parallel sequencing, allows for the genome-wide identification of protein-DNA interactions. This technology poses new challenges for the development of novel motif-finding algorithms and methods for determining exact protein-DNA binding sites from ChIP-enriched sequencing data. State-of-the-art heuristic, exhaustive search algorithms have limited application for the identification of short (, ) motifs (, ) contained in ChIP-enriched regions. In this work we have developed a more powerful exhaustive method (FMotif) for finding long (, ) motifs in DNA sequences. In conjunction with our method, we have adopted a simple ChIP-enriched sampling strategy for finding these motifs in large-scale ChIP-enriched regions. Empirical studies on synthetic samples and applications using several ChIP data sets including 16 TF (transcription factor) ChIP-seq data sets and five TF ChIP-exo data sets have demonstrated that our proposed method is capable of finding these motifs with high efficiency and accuracy. The source code for FMotif is available at .
机译:ChIP-seq将染色质免疫沉淀(ChIP)与下一代并行测序相结合,可在全基因组范围内鉴定蛋白质-DNA相互作用。这项技术对开发新颖的基序发现算法和从富含ChIP的测序数据确定确切的蛋白质-DNA结合位点的方法提出了新的挑战。最新的启发式穷举搜索算法在识别ChIP富集区域中包含的短(,)主题(,)方面的应用有限。在这项工作中,我们开发了一种更强大的穷举方法(FMotif),用于在DNA序列中找到长(,)主题。结合我们的方法,我们采用了一种简单的富含ChIP的采样策略来在大规模的ChIP富集区域中找到这些图案。对使用多个ChIP数据集(包括16个TF(转录因子)ChIP-seq数据集和五个TF ChIP-exo数据集)的合成样本和应用进行的经验研究表明,我们提出的方法能够高效,准确地找到这些基序。 FMotif的源代码位于。

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