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Graph Peak Caller: Calling ChIP-seq peaks on graph-based reference genomes
Graph-based representations are considered to be the future for reference genomes, as they allow integrated representation of the steadily increasing data on individual variation. Currently available tools allow de novo assembly of graph-based reference genomes, alignment of new read sets to the gra...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6396939/ https://www.ncbi.nlm.nih.gov/pubmed/30779737 http://dx.doi.org/10.1371/journal.pcbi.1006731 |
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author | Grytten, Ivar Rand, Knut D. Nederbragt, Alexander J. Storvik, Geir O. Glad, Ingrid K. Sandve, Geir K. |
author_facet | Grytten, Ivar Rand, Knut D. Nederbragt, Alexander J. Storvik, Geir O. Glad, Ingrid K. Sandve, Geir K. |
author_sort | Grytten, Ivar |
collection | PubMed |
description | Graph-based representations are considered to be the future for reference genomes, as they allow integrated representation of the steadily increasing data on individual variation. Currently available tools allow de novo assembly of graph-based reference genomes, alignment of new read sets to the graph representation as well as certain analyses like variant calling and haplotyping. We here present a first method for calling ChIP-Seq peaks on read data aligned to a graph-based reference genome. The method is a graph generalization of the peak caller MACS2, and is implemented in an open source tool, Graph Peak Caller. By using the existing tool vg to build a pan-genome of Arabidopsis thaliana, we validate our approach by showing that Graph Peak Caller with a pan-genome reference graph can trace variants within peaks that are not part of the linear reference genome, and find peaks that in general are more motif-enriched than those found by MACS2. |
format | Online Article Text |
id | pubmed-6396939 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-63969392019-03-09 Graph Peak Caller: Calling ChIP-seq peaks on graph-based reference genomes Grytten, Ivar Rand, Knut D. Nederbragt, Alexander J. Storvik, Geir O. Glad, Ingrid K. Sandve, Geir K. PLoS Comput Biol Research Article Graph-based representations are considered to be the future for reference genomes, as they allow integrated representation of the steadily increasing data on individual variation. Currently available tools allow de novo assembly of graph-based reference genomes, alignment of new read sets to the graph representation as well as certain analyses like variant calling and haplotyping. We here present a first method for calling ChIP-Seq peaks on read data aligned to a graph-based reference genome. The method is a graph generalization of the peak caller MACS2, and is implemented in an open source tool, Graph Peak Caller. By using the existing tool vg to build a pan-genome of Arabidopsis thaliana, we validate our approach by showing that Graph Peak Caller with a pan-genome reference graph can trace variants within peaks that are not part of the linear reference genome, and find peaks that in general are more motif-enriched than those found by MACS2. Public Library of Science 2019-02-19 /pmc/articles/PMC6396939/ /pubmed/30779737 http://dx.doi.org/10.1371/journal.pcbi.1006731 Text en © 2019 Grytten et al http://creativecommons.org/licenses/by/4.0/ 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 author and source are credited. |
spellingShingle | Research Article Grytten, Ivar Rand, Knut D. Nederbragt, Alexander J. Storvik, Geir O. Glad, Ingrid K. Sandve, Geir K. Graph Peak Caller: Calling ChIP-seq peaks on graph-based reference genomes |
title | Graph Peak Caller: Calling ChIP-seq peaks on graph-based reference genomes |
title_full | Graph Peak Caller: Calling ChIP-seq peaks on graph-based reference genomes |
title_fullStr | Graph Peak Caller: Calling ChIP-seq peaks on graph-based reference genomes |
title_full_unstemmed | Graph Peak Caller: Calling ChIP-seq peaks on graph-based reference genomes |
title_short | Graph Peak Caller: Calling ChIP-seq peaks on graph-based reference genomes |
title_sort | graph peak caller: calling chip-seq peaks on graph-based reference genomes |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6396939/ https://www.ncbi.nlm.nih.gov/pubmed/30779737 http://dx.doi.org/10.1371/journal.pcbi.1006731 |
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