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ChEA2: Gene-Set Libraries from ChIP-X Experiments to Decode the Transcription Regulome

机译:ChEA2:来自ChIP-X的基因组库可对转录调控进行解码

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摘要

ChIP-seq experiments provide a plethora of data regarding transcription regulation in mammalian cells. Integrating ChIP-seq studies into a computable resource is potentially useful for further knowledge extraction from such data. We continually collect and expand a database where we convert results from ChIP-seq experiments into gene-set libraries. The manual portion of this database currently contains 200 transcription factors from 221 publications for a total of 458,471 transcription-factor/target interactions. In addition, we automatically compiled data from the ENCODE project which includes 920 experiments applied to 44 cell-lines profiling 160 transcription factors for a total of ~ 1.4 million transcription-factor/target-gene interactions. Moreover, we processed data from the NIH Epigenomics Roadmap project for 27 different types of histone marks in 64 different human cell-lines. All together the data was processed into three simple gene-set libraries where the set label is either a mammalian transcription factor or a histone modification mark in a particular cell line, organism and experiment. Such gene-set libraries are useful for elucidating the experimentally determined transcriptional networks regulating lists of genes of interest using gene-set enrichment analyses. Furthermore, from these three gene-set libraries, we constructed regulatory networks of transcription factors and histone modifications to identify groups of regulators that work together. For example, we found that the Polycomb Repressive Complex 2 (PRC2) is involved with three distinct clusters each interacting with different sets of transcription factors. Notably, the combined dataset is made into web-based application software where users can perform enrichment analyses or download the data in various formats.
机译:ChIP-seq实验提供了有关哺乳动物细胞中转录调控的大量数据。将ChIP-seq研究整合到可计算资源中对于从此类数据中进一步提取知识可能很有用。我们不断收集和扩展数据库,将ChIP-seq实验的结果转换为基因集库。该数据库的手册部分当前包含221种出版物中的200种转录因子,总共458,471种转录因子/靶标相互作用。此外,我们自动编译了来自ENCODE项目的数据,该项目包括920个实验,应用于44个细胞系,分析了160个转录因子,总共约有140万个转录因子/靶基因相互作用。此外,我们处理了来自NIH Epigenomics Roadmap项目的数据,用于64种不同人类细胞系中的27种不同类型的组蛋白标记。所有数据一起被处理成三个简单的基因集库,其中的集标是特定细胞系,生物和实验中的哺乳动物转录因子或组蛋白修饰标记。此类基因集文库可用于阐明使用基因集富集分析阐明实验调节的调控感兴趣基因列表的转录网络。此外,从这三个基因组库中,我们构建了转录因子和组蛋白修饰的调控网络,以识别可协同工作的调控因子组。例如,我们发现Polycomb Repressive Complex 2(PRC2)涉及三个不同的簇,每个簇与不同的转录因子集相互作用。值得注意的是,合并后的数据集被制成基于Web的应用程序软件,用户可以在其中执行浓缩分析或下载各种格式的数据。

著录项

  • 来源
  • 会议地点 Regensburg(DE)
  • 作者单位

    Department of Pharmacology and Systems Therapeutics,Systems Biology Center New York (SBCNY), Icahn School of Medicine at Mount Sinai,New York, NY 10029;

    Department of Pharmacology and Systems Therapeutics,Systems Biology Center New York (SBCNY), Icahn School of Medicine at Mount Sinai,New York, NY 10029;

    Department of Pharmacology and Systems Therapeutics,Systems Biology Center New York (SBCNY), Icahn School of Medicine at Mount Sinai,New York, NY 10029;

    Department of Pharmacology and Systems Therapeutics,Systems Biology Center New York (SBCNY), Icahn School of Medicine at Mount Sinai,New York, NY 10029;

    Department of Pharmacology and Systems Therapeutics,Systems Biology Center New York (SBCNY), Icahn School of Medicine at Mount Sinai,New York, NY 10029;

    Department of Pharmacology and Systems Therapeutics,Systems Biology Center New York (SBCNY), Icahn School of Medicine at Mount Sinai,New York, NY 10029;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    ChIP-seq; ChIP-chip; Microarrays; Systems Biology; ENCODE; Enrichment Analysis; Transcriptional Networks; Data Integration; Data Visualization; JavaScript D3;

    机译:芯片序列芯片微阵列;系统生物学;编码富集分析;转录网络;数据整合;数据可视化; JavaScript D3;

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