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使用经过实验验证的组合模型基于计算发现相关转录调控模块和基序。

Computation-based discovery of related transcriptional regulatory modules and motifs using an experimentally validated combinatorial model.

作者信息

Halfon Marc S, Grad Yonatan, Church George M, Michelson Alan M

机构信息

Howard Hughes Medical Institute and Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts 02115, USA.

出版信息

Genome Res. 2002 Jul;12(7):1019-28. doi: 10.1101/gr.228902.

Abstract

Gene expression is regulated by transcription factors that interact with cis-regulatory elements. Predicting these elements from sequence data has proven difficult. We describe here a successful computational search for elements that direct expression in a particular temporal-spatial pattern in the Drosophila embryo, based on a single well characterized enhancer model. The fly genome was searched to identify sequence elements containing the same combination of transcription factors as those found in the model. Experimental evaluation of the search results demonstrates that our method can correctly predict regulatory elements and highlights the importance of functional testing as a means of identifying false-positive results. We also show that the search results enable the identification of additional relevant sequence motifs whose functions can be empirically validated. This approach, combined with gene expression and phylogenetic sequence data, allows for genome-wide identification of related regulatory elements, an important step toward understanding the genetic regulatory networks involved in development.

摘要

基因表达受与顺式调控元件相互作用的转录因子调控。从序列数据预测这些元件已被证明很困难。我们在此描述了基于单个特征明确的增强子模型,成功地通过计算搜索在果蝇胚胎中以特定时空模式指导表达的元件。搜索果蝇基因组以鉴定含有与模型中发现的相同转录因子组合的序列元件。对搜索结果的实验评估表明,我们的方法可以正确预测调控元件,并突出了功能测试作为识别假阳性结果手段的重要性。我们还表明,搜索结果能够识别其功能可通过实验验证的其他相关序列基序。这种方法与基因表达和系统发育序列数据相结合,能够在全基因组范围内鉴定相关调控元件,这是朝着理解发育过程中涉及的遗传调控网络迈出的重要一步。

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