DANPOS: Dynamic analysis of nucleosome position and occupancy by sequencing

被引:287
作者
Chen, Kaifu [1 ,2 ]
Xi, Yuanxin [1 ,2 ]
Pan, Xuewen [3 ,4 ]
Li, Zhaoyu [5 ,6 ]
Kaestner, Klaus [5 ,6 ]
Tyler, Jessica [7 ,8 ]
Dent, Sharon [8 ,9 ]
He, Xiangwei [3 ]
Li, Wei [1 ,2 ]
机构
[1] Baylor Coll Med, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
[2] Baylor Coll Med, Dept Mol & Cellular Biol, Houston, TX 77030 USA
[3] Baylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
[4] Baylor Coll Med, Verna & Marrs McLean Dept Biochem & Mol Biol, Houston, TX 77030 USA
[5] Univ Penn, Sch Med, Dept Genet, Philadelphia, PA 19104 USA
[6] Univ Penn, Sch Med, Inst Diabet Obes & Metab, Philadelphia, PA 19104 USA
[7] Univ Texas MD Anderson Canc Ctr, Ctr Canc Epigenet, Houston, TX 77030 USA
[8] Univ Texas MD Anderson Canc Ctr, Dept Biochem & Mol Biol, Houston, TX 77030 USA
[9] Univ Texas MD Anderson Canc Ctr, Dept Mol Carcinogenesis, Houston, TX 77030 USA
关键词
ORGANIZATION;
D O I
10.1101/gr.142067.112
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Recent developments in next-generation sequencing have enabled whole-genome profiling of nucleosome organizations. Although several algorithms for inferring nucleosome position from a single experimental condition have been available, it remains a challenge to accurately define dynamic nucleosomes associated with environmental changes. Here, we report a comprehensive bioinformatics pipeline, DANPOS, explicitly designed for dynamic nucleosome analysis at single-nucleotide resolution. Using both simulated and real nucleosome data, we demonstrated that bias correction in preliminary data processing and optimal statistical testing significantly enhances the functional interpretation of dynamic nucleosomes. The single-nucleotide resolution analysis of DANPOS allows us to detect all three categories of nucleosome dynamics, such as position shift, fuzziness change, and occupancy change, using a uniform statistical framework. Pathway analysis indicates that each category is involved in distinct biological functions. We also analyzed the influence of sequencing depth and suggest that even 200-fold coverage is probably not enough to identify all the dynamic nucleosomes. Finally, based on nucleosome data from the human hematopoietic stem cells (HSCs) and mouse embryonic stem cells (ESCs), we demonstrated that DANPOS is also robust in defining functional dynamic nucleosomes, not only in promoters, but also in distal regulatory regions in the mammalian genome.
引用
收藏
页码:341 / 351
页数:11
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