Clustering of genes into regulons using integrated modeling-COGRIM.

Clustering of genes into regulons using integrated modeling-COGRIM.
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DOI:
10.1186/gb-2007-8-1-r4
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发表时间:
2007
期刊:
影响因子:
12.3
通讯作者:
Stoeckert CJ Jr
Stoeckert CJ Jr
中科院分区:
生物学1区
文献类型:
--
作者:
Chen G;Jensen ST;Stoeckert CJ Jr

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COGRIM, an implementation that integrates gene expression, ChIP binding and transcription factor motif data, is described and applied to both unicellular and mammalian organisms. We present a Bayesian hierarchical model and Gibbs Sampling implementation that integrates gene expression, ChIP binding, and transcription factor motif data in a principled and robust fashion. COGRIM was applied to both unicellular and mammalian organisms under different scenarios of available data. In these applications, we demonstrate the ability to predict gene-transcription factor interactions with reduced numbers of false-positive findings and to make predictions beyond what is obtained when single types of data are considered.
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