Cargando…

Prediction of nucleosome rotational positioning in yeast and human genomes based on sequence-dependent DNA anisotropy

BACKGROUND: An organism’s DNA sequence is one of the key factors guiding the positioning of nucleosomes within a cell’s nucleus. Sequence-dependent bending anisotropy dictates how DNA is wrapped around a histone octamer. One of the best established sequence patterns consistent with this anisotropy i...

Descripción completa

Detalles Bibliográficos
Autores principales: Cui, Feng, Chen, Linlin, LoVerso, Peter R, Zhurkin, Victor B
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4261538/
https://www.ncbi.nlm.nih.gov/pubmed/25244936
http://dx.doi.org/10.1186/1471-2105-15-313
_version_ 1782348287836160000
author Cui, Feng
Chen, Linlin
LoVerso, Peter R
Zhurkin, Victor B
author_facet Cui, Feng
Chen, Linlin
LoVerso, Peter R
Zhurkin, Victor B
author_sort Cui, Feng
collection PubMed
description BACKGROUND: An organism’s DNA sequence is one of the key factors guiding the positioning of nucleosomes within a cell’s nucleus. Sequence-dependent bending anisotropy dictates how DNA is wrapped around a histone octamer. One of the best established sequence patterns consistent with this anisotropy is the periodic occurrence of AT-containing dinucleotides (WW) and GC-containing dinucleotides (SS) in the nucleosomal locations where DNA is bent in the minor and major grooves, respectively. Although this simple pattern has been observed in nucleosomes across eukaryotic genomes, its use for prediction of nucleosome positioning was not systematically tested. RESULTS: We present a simple computational model, termed the W/S scheme, implementing this pattern, without using any training data. This model accurately predicts the rotational positioning of nucleosomes both in vitro and in vivo, in yeast and human genomes. About 65 – 75% of the experimentally observed nucleosome positions are predicted with the precision of one to two base pairs. The program is freely available at http://people.rit.edu/fxcsbi/WS_scheme/. We also introduce a simple and efficient way to compare the performance of different models predicting the rotational positioning of nucleosomes. CONCLUSIONS: This paper presents the W/S scheme to achieve accurate prediction of rotational positioning of nucleosomes, solely based on the sequence-dependent anisotropic bending of nucleosomal DNA. This method successfully captures DNA features critical for the rotational positioning of nucleosomes, and can be further improved by incorporating additional terms related to the translational positioning of nucleosomes in a species-specific manner. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/1471-2105-15-313) contains supplementary material, which is available to authorized users.
format Online
Article
Text
id pubmed-4261538
institution National Center for Biotechnology Information
language English
publishDate 2014
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-42615382014-12-10 Prediction of nucleosome rotational positioning in yeast and human genomes based on sequence-dependent DNA anisotropy Cui, Feng Chen, Linlin LoVerso, Peter R Zhurkin, Victor B BMC Bioinformatics Methodology Article BACKGROUND: An organism’s DNA sequence is one of the key factors guiding the positioning of nucleosomes within a cell’s nucleus. Sequence-dependent bending anisotropy dictates how DNA is wrapped around a histone octamer. One of the best established sequence patterns consistent with this anisotropy is the periodic occurrence of AT-containing dinucleotides (WW) and GC-containing dinucleotides (SS) in the nucleosomal locations where DNA is bent in the minor and major grooves, respectively. Although this simple pattern has been observed in nucleosomes across eukaryotic genomes, its use for prediction of nucleosome positioning was not systematically tested. RESULTS: We present a simple computational model, termed the W/S scheme, implementing this pattern, without using any training data. This model accurately predicts the rotational positioning of nucleosomes both in vitro and in vivo, in yeast and human genomes. About 65 – 75% of the experimentally observed nucleosome positions are predicted with the precision of one to two base pairs. The program is freely available at http://people.rit.edu/fxcsbi/WS_scheme/. We also introduce a simple and efficient way to compare the performance of different models predicting the rotational positioning of nucleosomes. CONCLUSIONS: This paper presents the W/S scheme to achieve accurate prediction of rotational positioning of nucleosomes, solely based on the sequence-dependent anisotropic bending of nucleosomal DNA. This method successfully captures DNA features critical for the rotational positioning of nucleosomes, and can be further improved by incorporating additional terms related to the translational positioning of nucleosomes in a species-specific manner. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/1471-2105-15-313) contains supplementary material, which is available to authorized users. BioMed Central 2014-09-22 /pmc/articles/PMC4261538/ /pubmed/25244936 http://dx.doi.org/10.1186/1471-2105-15-313 Text en © Cui et al.; licensee BioMed Central Ltd. 2014 This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Methodology Article
Cui, Feng
Chen, Linlin
LoVerso, Peter R
Zhurkin, Victor B
Prediction of nucleosome rotational positioning in yeast and human genomes based on sequence-dependent DNA anisotropy
title Prediction of nucleosome rotational positioning in yeast and human genomes based on sequence-dependent DNA anisotropy
title_full Prediction of nucleosome rotational positioning in yeast and human genomes based on sequence-dependent DNA anisotropy
title_fullStr Prediction of nucleosome rotational positioning in yeast and human genomes based on sequence-dependent DNA anisotropy
title_full_unstemmed Prediction of nucleosome rotational positioning in yeast and human genomes based on sequence-dependent DNA anisotropy
title_short Prediction of nucleosome rotational positioning in yeast and human genomes based on sequence-dependent DNA anisotropy
title_sort prediction of nucleosome rotational positioning in yeast and human genomes based on sequence-dependent dna anisotropy
topic Methodology Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4261538/
https://www.ncbi.nlm.nih.gov/pubmed/25244936
http://dx.doi.org/10.1186/1471-2105-15-313
work_keys_str_mv AT cuifeng predictionofnucleosomerotationalpositioninginyeastandhumangenomesbasedonsequencedependentdnaanisotropy
AT chenlinlin predictionofnucleosomerotationalpositioninginyeastandhumangenomesbasedonsequencedependentdnaanisotropy
AT loversopeterr predictionofnucleosomerotationalpositioninginyeastandhumangenomesbasedonsequencedependentdnaanisotropy
AT zhurkinvictorb predictionofnucleosomerotationalpositioninginyeastandhumangenomesbasedonsequencedependentdnaanisotropy