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methylKit: a comprehensive R package for the analysis of genome-wide DNA methylation profiles
DNA methylation is a chemical modification of cytosine bases that is pivotal for gene regulation, cellular specification and cancer development. Here, we describe an R package, methylKit, that rapidly analyzes genome-wide cytosine epigenetic profiles from high-throughput methylation and hydroxymethy...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3491415/ https://www.ncbi.nlm.nih.gov/pubmed/23034086 http://dx.doi.org/10.1186/gb-2012-13-10-r87 |
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author | Akalin, Altuna Kormaksson, Matthias Li, Sheng Garrett-Bakelman, Francine E Figueroa, Maria E Melnick, Ari Mason, Christopher E |
author_facet | Akalin, Altuna Kormaksson, Matthias Li, Sheng Garrett-Bakelman, Francine E Figueroa, Maria E Melnick, Ari Mason, Christopher E |
author_sort | Akalin, Altuna |
collection | PubMed |
description | DNA methylation is a chemical modification of cytosine bases that is pivotal for gene regulation, cellular specification and cancer development. Here, we describe an R package, methylKit, that rapidly analyzes genome-wide cytosine epigenetic profiles from high-throughput methylation and hydroxymethylation sequencing experiments. methylKit includes functions for clustering, sample quality visualization, differential methylation analysis and annotation features, thus automating and simplifying many of the steps for discerning statistically significant bases or regions of DNA methylation. Finally, we demonstrate methylKit on breast cancer data, in which we find statistically significant regions of differential methylation and stratify tumor subtypes. methylKit is available at http://code.google.com/p/methylkit. |
format | Online Article Text |
id | pubmed-3491415 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-34914152012-11-08 methylKit: a comprehensive R package for the analysis of genome-wide DNA methylation profiles Akalin, Altuna Kormaksson, Matthias Li, Sheng Garrett-Bakelman, Francine E Figueroa, Maria E Melnick, Ari Mason, Christopher E Genome Biol Software DNA methylation is a chemical modification of cytosine bases that is pivotal for gene regulation, cellular specification and cancer development. Here, we describe an R package, methylKit, that rapidly analyzes genome-wide cytosine epigenetic profiles from high-throughput methylation and hydroxymethylation sequencing experiments. methylKit includes functions for clustering, sample quality visualization, differential methylation analysis and annotation features, thus automating and simplifying many of the steps for discerning statistically significant bases or regions of DNA methylation. Finally, we demonstrate methylKit on breast cancer data, in which we find statistically significant regions of differential methylation and stratify tumor subtypes. methylKit is available at http://code.google.com/p/methylkit. BioMed Central 2012 2012-10-03 /pmc/articles/PMC3491415/ /pubmed/23034086 http://dx.doi.org/10.1186/gb-2012-13-10-r87 Text en Copyright ©2012 Akalin et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Software Akalin, Altuna Kormaksson, Matthias Li, Sheng Garrett-Bakelman, Francine E Figueroa, Maria E Melnick, Ari Mason, Christopher E methylKit: a comprehensive R package for the analysis of genome-wide DNA methylation profiles |
title | methylKit: a comprehensive R package for the analysis of genome-wide DNA methylation profiles |
title_full | methylKit: a comprehensive R package for the analysis of genome-wide DNA methylation profiles |
title_fullStr | methylKit: a comprehensive R package for the analysis of genome-wide DNA methylation profiles |
title_full_unstemmed | methylKit: a comprehensive R package for the analysis of genome-wide DNA methylation profiles |
title_short | methylKit: a comprehensive R package for the analysis of genome-wide DNA methylation profiles |
title_sort | methylkit: a comprehensive r package for the analysis of genome-wide dna methylation profiles |
topic | Software |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3491415/ https://www.ncbi.nlm.nih.gov/pubmed/23034086 http://dx.doi.org/10.1186/gb-2012-13-10-r87 |
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