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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...

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Detalles Bibliográficos
Autores principales: Grytten, Ivar, Rand, Knut D., Nederbragt, Alexander J., Storvik, Geir O., Glad, Ingrid K., Sandve, Geir K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
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.
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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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