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DANPOS: Dynamic analysis of nucleosome position and occupancy by sequencing

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 a...

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Autores principales: Chen, Kaifu, Xi, Yuanxin, Pan, Xuewen, Li, Zhaoyu, Kaestner, Klaus, Tyler, Jessica, Dent, Sharon, He, Xiangwei, Li, Wei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory Press 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3561875/
https://www.ncbi.nlm.nih.gov/pubmed/23193179
http://dx.doi.org/10.1101/gr.142067.112
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author Chen, Kaifu
Xi, Yuanxin
Pan, Xuewen
Li, Zhaoyu
Kaestner, Klaus
Tyler, Jessica
Dent, Sharon
He, Xiangwei
Li, Wei
author_facet Chen, Kaifu
Xi, Yuanxin
Pan, Xuewen
Li, Zhaoyu
Kaestner, Klaus
Tyler, Jessica
Dent, Sharon
He, Xiangwei
Li, Wei
author_sort Chen, Kaifu
collection PubMed
description 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.
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spelling pubmed-35618752013-08-01 DANPOS: Dynamic analysis of nucleosome position and occupancy by sequencing Chen, Kaifu Xi, Yuanxin Pan, Xuewen Li, Zhaoyu Kaestner, Klaus Tyler, Jessica Dent, Sharon He, Xiangwei Li, Wei Genome Res Method 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. Cold Spring Harbor Laboratory Press 2013-02 /pmc/articles/PMC3561875/ /pubmed/23193179 http://dx.doi.org/10.1101/gr.142067.112 Text en © 2013, Published by Cold Spring Harbor Laboratory Press http://creativecommons.org/licenses/by-nc/3.0/ This article is distributed exclusively by Cold Spring Harbor Laboratory Press for the first six months after the full-issue publication date (see http://genome.cshlp.org/site/misc/terms.xhtml). After six months, it is available under a Creative Commons License (Attribution-NonCommercial 3.0 Unported License), as described at http://creativecommons.org/licenses/by-nc/3.0/.
spellingShingle Method
Chen, Kaifu
Xi, Yuanxin
Pan, Xuewen
Li, Zhaoyu
Kaestner, Klaus
Tyler, Jessica
Dent, Sharon
He, Xiangwei
Li, Wei
DANPOS: Dynamic analysis of nucleosome position and occupancy by sequencing
title DANPOS: Dynamic analysis of nucleosome position and occupancy by sequencing
title_full DANPOS: Dynamic analysis of nucleosome position and occupancy by sequencing
title_fullStr DANPOS: Dynamic analysis of nucleosome position and occupancy by sequencing
title_full_unstemmed DANPOS: Dynamic analysis of nucleosome position and occupancy by sequencing
title_short DANPOS: Dynamic analysis of nucleosome position and occupancy by sequencing
title_sort danpos: dynamic analysis of nucleosome position and occupancy by sequencing
topic Method
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3561875/
https://www.ncbi.nlm.nih.gov/pubmed/23193179
http://dx.doi.org/10.1101/gr.142067.112
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