Identifying Positioned Nucleosomes with Epigenetic Marks in Human from ChIP-Seq

被引:99
作者
Zhang, Yong [1 ]
Shin, Hyunjin [1 ]
Song, Jun S. [2 ]
Lei, Ying [1 ]
Liu, X. Shirley [1 ]
机构
[1] Harvard Univ, Sch Publ Hlth, Dana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02115 USA
[2] Inst Adv Study, Simons Ctr Syst Biol, Princeton, NJ 08540 USA
关键词
D O I
10.1186/1471-2164-9-537
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background: In vivo positioning and covalent modifications of nucleosomes play an important role in epigenetic regulation, but genome-wide studies of positioned nucleosomes and their modifications in human still remain limited. Results: This paper describes a novel computational framework to efficiently identify positioned nucleosomes and their histone modification profiles from nucleosome-resolution histone modification ChIP-Seq data. We applied the algorithm to histone methylation ChIP-Seq data in human CD4(+) T cells and identified over 438,000 positioned nucleosomes, which appear predominantly at functionally important regions such as genes, promoters, DNase I hypersensitive regions, and transcription factor binding sites. Our analysis shows the identified nucleosomes play a key role in epigenetic gene regulation within those functionally important regions via their positioning and histone modifications. Conclusion: Our method provides an effective framework for studying nucleosome positioning and epigenetic marks in mammalian genomes. The algorithm is open source and available at http://liulab.dfci.harvard.edu/NPS/.
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页数:11
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