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Network analysis of gene essentiality in functional genomics experiments

机译:功能基因组学实验中基因重要性的网络分析

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摘要

Many genomic techniques have been developed to study gene essentiality genome-wide, such as CRISPR and shRNA screens. Our analyses of public CRISPR screens suggest protein interaction networks, when integrated with gene expression or histone marks, are highly predictive of gene essentiality. Meanwhile, the quality of CRISPR and shRNA screen results can be significantly enhanced through network neighbor information. We also found network neighbor information to be very informative on prioritizing ChIP-seq target genes and survival indicator genes from tumor profiling. Thus, our study provides a general method for gene essentiality analysis in functional genomic experiments ().Electronic supplementary materialThe online version of this article (doi:10.1186/s13059-015-0808-9) contains supplementary material, which is available to authorized users.
机译:已经开发了许多基因组技术来研究全基因组的基因必需性,例如CRISPR和shRNA筛选。我们对CRISPR公开屏幕的分析表明,蛋白质相互作用网络与基因表达或组蛋白标记整合后,可以高度预测基因的本质。同时,通过网络邻居信息可以显着提高CRISPR和shRNA筛选结果的质量。我们还发现网络邻居信息对于从肿瘤谱分析中确定ChIP-seq靶基因和生存指标基因的优先级非常有用。因此,我们的研究为功能基因组实验中的基因必要性分析提供了一种通用方法。电子补充材料本文的在线版本(doi:10.1186 / s13059-015-0808-9)包含补充材料,授权用户可以使用。

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