Discovering functional transcription factor binding from superimposed gene networks

M. Weirauch, Joshua M. Stuart
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Abstract

The availability of entire genome sequences, coupled with genome-wide studies of gene expression, offers promise for discovering new pathways along with their regulatory programs. Clusters identified from gene co-expression networks (GCNs) reveal correlations between genes but say little about the mechanism behind their coregulation. We have constructed a co-binding network (CBN) to identify the potential combinations of transcription factors (TFs) that may regulate a set of genes. The CBN was built by connecting all pairs of genes bound by the same transcription factor observed in ChIP-Chip microarray experiments. We superimposed the CBN onto the GCN to identify clusters of genes in overlapping subnetworks. Applying our method to a GCN derived from four distantly related species, we identified transcription factor combinations for several conserved sub-networks in yeast.
从重叠基因网络中发现功能性转录因子结合
全基因组序列的可用性,加上基因表达的全基因组研究,为发现新的途径及其调控程序提供了希望。从基因共表达网络(GCNs)中发现的集群揭示了基因之间的相关性,但对其协同调节背后的机制知之甚少。我们构建了一个共结合网络(CBN)来识别可能调节一组基因的转录因子(tf)的潜在组合。CBN是通过连接ChIP-Chip微阵列实验中观察到的由相同转录因子结合的所有基因对来构建的。我们将CBN叠加到GCN上,以识别重叠子网络中的基因簇。将我们的方法应用于来自四个远亲物种的GCN,我们确定了酵母中几个保守子网络的转录因子组合。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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