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Sierra platinum: a fast and robust peak-caller for replicated ChIP-seq experiments with visual quality-control and -steering

BACKGROUND: Histone modifications play an important role in gene regulation. Their genomic locations are of great interest. Usually, the location is measured by ChIP-seq and analyzed with a peak-caller. Replicated ChIP-seq experiments become more and more available. However, their analysis is based...

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Autores principales: Müller, Lydia, Gerighausen, Daniel, Farman, Mariam, Zeckzer, Dirk
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5025614/
https://www.ncbi.nlm.nih.gov/pubmed/27634469
http://dx.doi.org/10.1186/s12859-016-1248-6
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author Müller, Lydia
Gerighausen, Daniel
Farman, Mariam
Zeckzer, Dirk
author_facet Müller, Lydia
Gerighausen, Daniel
Farman, Mariam
Zeckzer, Dirk
author_sort Müller, Lydia
collection PubMed
description BACKGROUND: Histone modifications play an important role in gene regulation. Their genomic locations are of great interest. Usually, the location is measured by ChIP-seq and analyzed with a peak-caller. Replicated ChIP-seq experiments become more and more available. However, their analysis is based on single-experiment peak-calling or on tools like PePr which allows peak-calling of replicates but whose underlying model might not be suitable for the conditions under which the experiments are performed. RESULTS: We propose a new peak-caller called ‘Sierra Platinum’ that allows peak-calling of replicated ChIP-seq experiments. Moreover, it provides a variety of quality measures together with integrated visualizations supporting the assessment of the replicates and the resulting peaks, as well as steering the peak-calling process. CONCLUSION: We show that Sierra Platinum outperforms currently available methods using a newly generated benchmark data set and using real data from the NIH Roadmap Epigenomics Project. It is robust against noisy replicates. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12859-016-1248-6) contains supplementary material, which is available to authorized users.
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spelling pubmed-50256142016-09-20 Sierra platinum: a fast and robust peak-caller for replicated ChIP-seq experiments with visual quality-control and -steering Müller, Lydia Gerighausen, Daniel Farman, Mariam Zeckzer, Dirk BMC Bioinformatics Methodology Article BACKGROUND: Histone modifications play an important role in gene regulation. Their genomic locations are of great interest. Usually, the location is measured by ChIP-seq and analyzed with a peak-caller. Replicated ChIP-seq experiments become more and more available. However, their analysis is based on single-experiment peak-calling or on tools like PePr which allows peak-calling of replicates but whose underlying model might not be suitable for the conditions under which the experiments are performed. RESULTS: We propose a new peak-caller called ‘Sierra Platinum’ that allows peak-calling of replicated ChIP-seq experiments. Moreover, it provides a variety of quality measures together with integrated visualizations supporting the assessment of the replicates and the resulting peaks, as well as steering the peak-calling process. CONCLUSION: We show that Sierra Platinum outperforms currently available methods using a newly generated benchmark data set and using real data from the NIH Roadmap Epigenomics Project. It is robust against noisy replicates. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12859-016-1248-6) contains supplementary material, which is available to authorized users. BioMed Central 2016-09-15 /pmc/articles/PMC5025614/ /pubmed/27634469 http://dx.doi.org/10.1186/s12859-016-1248-6 Text en © The Author(s) 2016 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. 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
Müller, Lydia
Gerighausen, Daniel
Farman, Mariam
Zeckzer, Dirk
Sierra platinum: a fast and robust peak-caller for replicated ChIP-seq experiments with visual quality-control and -steering
title Sierra platinum: a fast and robust peak-caller for replicated ChIP-seq experiments with visual quality-control and -steering
title_full Sierra platinum: a fast and robust peak-caller for replicated ChIP-seq experiments with visual quality-control and -steering
title_fullStr Sierra platinum: a fast and robust peak-caller for replicated ChIP-seq experiments with visual quality-control and -steering
title_full_unstemmed Sierra platinum: a fast and robust peak-caller for replicated ChIP-seq experiments with visual quality-control and -steering
title_short Sierra platinum: a fast and robust peak-caller for replicated ChIP-seq experiments with visual quality-control and -steering
title_sort sierra platinum: a fast and robust peak-caller for replicated chip-seq experiments with visual quality-control and -steering
topic Methodology Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5025614/
https://www.ncbi.nlm.nih.gov/pubmed/27634469
http://dx.doi.org/10.1186/s12859-016-1248-6
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