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PMID: 18225943 Published · ppublish English Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Genomic sequence is highly predictive of local nucleosome depletion.

PLoS computational biology ·Vol. 4 ·No. 1 ·2008-01-00 ·Pages e13

Yuan GC, Liu JS

Abstract

The regulation of DNA accessibility through nucleosome positioning is important for transcription control. Computational models have been developed to predict genome-wide nucleosome positions from DNA sequences, but these models consider only nucleosome sequences, which may have limited their power. We developed a statistical multi-resolution approach to identify a sequence signature, called the N-score, that distinguishes nucleosome binding DNA from non-nucleosome DNA. This new approach has significantly improved the prediction accuracy. The sequence information is highly predictive for local nucleosome enrichment or depletion, whereas predictions of the exact positions are only modestly more accurate than a null model, suggesting the importance of other regulatory factors in fine-tuning the nucleosome positions. The N-score in promoter regions is negatively correlated with gene expression levels. Regulatory elements are enriched in low N-score regions. While our model is derived from yeast data, the N-score pattern computed from this model agrees well with recent high-resolution protein-binding data in human.

MeSH Terms
Chromosome Mapping/methods Computer Simulation Conserved Sequence/genetics Genome/genetics Humans Models, Genetic Models, Statistical Nucleosomes/genetics Regulatory Sequences, Nucleic Acid/genetics Saccharomyces cerevisiae/genetics Sequence Analysis, DNA/methods
Chemicals
Nucleosomes
Authors & Affiliations
2 authors, click to expand affiliations / ORCID
Yuan Guo-Cheng
Department of Biostatistics, Harvard School of Public Health, Boston, Massachusetts, United States of America. gcyuan@jimmy.harvard.edu
Liu Jun S
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Article Info
Journal
PLoS computational biology
Abbr.
PLoS Comput Biol
ISSN
1553-7358
Published
2008-01-00
Epub
2007-00-13
Pages
e13
Language
English
Region
United States
NLM ID
101238922
PMCID
PMC2211532
Subset
IM
Grants
NIGMS NIH HHS · R01 GM078990 · United States
NHGRI NIH HHS · R01 HG005085 · United States
NIGMS NIH HHS · R01-GM078990 · United States
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