NucleoFinder: a statistical approach for the detection of nucleosome positions

被引:15
|
作者
Becker, Jeremie [1 ,2 ]
Yau, Christopher [1 ]
Hancock, John M. [2 ,3 ]
Holmes, Christopher C. [1 ,2 ]
机构
[1] Univ Oxford, Dept Stat, Oxford OX1 3TG, England
[2] MRC Harwell, Didcot OX11 0RD, Oxon, England
[3] Dept Physiol Dev & Neurosci, Cambridge CB2 3EG, England
基金
英国医学研究理事会;
关键词
HIGH-RESOLUTION; GENE-REGULATION; CHIP-SEQ; GENOME; DNA; SEQUENCE; ORGANIZATION; YEAST; OCCUPANCY; MODEL;
D O I
10.1093/bioinformatics/bts719
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: The identification of nucleosomes along the chromatin is key to understanding their role in the regulation of gene expression and other DNA-related processes. However, current experimental methods (MNase-ChIP, MNase-Seq) sample nucleosome positions from a cell population and contain biases, making thus the precise identification of individual nucleosomes not straightforward. Recent works have only focused on the first point, where noise reduction approaches have been developed to identify nucleosome positions. Results: In this article, we propose a new approach, termed NucleoFinder, that addresses both the positional heterogeneity across cells and experimental biases by seeking nucleosomes consistently positioned in a cell population and showing a significant enrichment relative to a control sample. Despite the absence of validated dataset, we show that our approach (i) detects fewer false positives than two other nucleosome calling methods and (ii) identifies two important features of the nucleosome organization (the nucleosome spacing downstream of active promoters and the enrichment/depletion of GC/AT dinucleotides at the centre of in vitro nucleosomes) with equal or greater ability than the other two methods. Availability: The R code of NucleoFinder, an example datafile and instructions are available for download from https://sites.google.com/site/beckerjeremie/ Contact: cholmes@stats.ox.ac.uk Supplementary information: Supplementary data are available at Bioinformatics online.
引用
收藏
页码:711 / 716
页数:6
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