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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2016
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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. |
format | Online Article Text |
id | pubmed-5025614 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
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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