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Identification of Co-regulated Gene Network by Using Path Consistency Algorithm Based on Gene Ontology

机译:基于基因本体的路径一致性算法识别共调控基因网络

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Recently, the reconstruction of co-regulated gene network has become increasingly popular in the area of bioinformatics. It tries to find the associated information and network topology among genes through large numbers of biological data. In this paper, we proposed a novel method PC-GO by using path consistency (PC) algorithm based on gene ontology (GO). GO provides a basis for measuring the conditional semantic similarity between genes, and then PC algorithm is applied to remove links between genes with less correlation in the network. We successfully applied our algorithm to yeast data. Experimental results show that the accuracy and integrity of the co-regulated network acquired by our method outperforms previous methods.
机译:近来,在生物信息学领域中,共调控基因网络的重建已变得越来越普遍。它试图通过大量的生物学数据在基因之间找到相关的信息和网络拓扑。本文提出了一种基于基因本体(GO)的路径一致性(PC)算法,提出了一种新的PC-GO方法。 GO为测量基因之间的条件语义相似性提供了基础,然后应用PC算法删除网络中相关性较小的基因之间的链接。我们成功地将我们的算法应用于酵母数据。实验结果表明,通过我们的方法获得的共调节网络的准确性和完整性优于以前的方法。

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