Division of Biostatistics, Dan L Duncan Cancer Center and Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, Texas 77030, USA.
Genome Res. 2013 Feb;23(2):341-51. doi: 10.1101/gr.142067.112. Epub 2012 Nov 28.
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.
近年来,下一代测序技术的发展使得全基因组核小体结构分析成为可能。虽然已经有几种从单一实验条件推断核小体位置的算法,但准确定义与环境变化相关的动态核小体仍然是一个挑战。在这里,我们报告了一个全面的生物信息学管道 DANPOS,专门用于单核苷酸分辨率的动态核小体分析。使用模拟和真实的核小体数据,我们证明了初步数据处理中的偏差校正和最优统计测试显著增强了对动态核小体的功能解释。DANPOS 的单核苷酸分辨率分析允许我们使用统一的统计框架检测所有三种核小体动力学类别,如位置移动、模糊性变化和占有率变化。通路分析表明,每个类别都涉及不同的生物学功能。我们还分析了测序深度的影响,并表明即使是 200 倍的覆盖度可能还不足以识别所有的动态核小体。最后,基于人类造血干细胞 (HSCs) 和小鼠胚胎干细胞 (ESCs) 的核小体数据,我们证明 DANPOS 不仅在启动子中,而且在哺乳动物基因组的远端调控区域中,也能稳健地定义功能动态核小体。