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An Integrated Pipeline for the Genome-Wide Analysis of Transcription Factor Binding Sites from ChIP-Seq
ChIP-Seq has become the standard method for genome-wide profiling DNA association of transcription factors. To simplify analyzing and interpreting ChIP-Seq data, which typically involves using multiple applications, we describe an integrated, open source, R-based analysis pipeline. The pipeline addr...
Autores principales: | , , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3040171/ https://www.ncbi.nlm.nih.gov/pubmed/21358819 http://dx.doi.org/10.1371/journal.pone.0016432 |
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author | Mercier, Eloi Droit, Arnaud Li, Leping Robertson, Gordon Zhang, Xuekui Gottardo, Raphael |
author_facet | Mercier, Eloi Droit, Arnaud Li, Leping Robertson, Gordon Zhang, Xuekui Gottardo, Raphael |
author_sort | Mercier, Eloi |
collection | PubMed |
description | ChIP-Seq has become the standard method for genome-wide profiling DNA association of transcription factors. To simplify analyzing and interpreting ChIP-Seq data, which typically involves using multiple applications, we describe an integrated, open source, R-based analysis pipeline. The pipeline addresses data input, peak detection, sequence and motif analysis, visualization, and data export, and can readily be extended via other R and Bioconductor packages. Using a standard multicore computer, it can be used with datasets consisting of tens of thousands of enriched regions. We demonstrate its effectiveness on published human ChIP-Seq datasets for FOXA1, ER, CTCF and STAT1, where it detected co-occurring motifs that were consistent with the literature but not detected by other methods. Our pipeline provides the first complete set of Bioconductor tools for sequence and motif analysis of ChIP-Seq and ChIP-chip data. |
format | Text |
id | pubmed-3040171 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-30401712011-02-25 An Integrated Pipeline for the Genome-Wide Analysis of Transcription Factor Binding Sites from ChIP-Seq Mercier, Eloi Droit, Arnaud Li, Leping Robertson, Gordon Zhang, Xuekui Gottardo, Raphael PLoS One Research Article ChIP-Seq has become the standard method for genome-wide profiling DNA association of transcription factors. To simplify analyzing and interpreting ChIP-Seq data, which typically involves using multiple applications, we describe an integrated, open source, R-based analysis pipeline. The pipeline addresses data input, peak detection, sequence and motif analysis, visualization, and data export, and can readily be extended via other R and Bioconductor packages. Using a standard multicore computer, it can be used with datasets consisting of tens of thousands of enriched regions. We demonstrate its effectiveness on published human ChIP-Seq datasets for FOXA1, ER, CTCF and STAT1, where it detected co-occurring motifs that were consistent with the literature but not detected by other methods. Our pipeline provides the first complete set of Bioconductor tools for sequence and motif analysis of ChIP-Seq and ChIP-chip data. Public Library of Science 2011-02-16 /pmc/articles/PMC3040171/ /pubmed/21358819 http://dx.doi.org/10.1371/journal.pone.0016432 Text en Mercier 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Mercier, Eloi Droit, Arnaud Li, Leping Robertson, Gordon Zhang, Xuekui Gottardo, Raphael An Integrated Pipeline for the Genome-Wide Analysis of Transcription Factor Binding Sites from ChIP-Seq |
title | An Integrated Pipeline for the Genome-Wide Analysis of Transcription
Factor Binding Sites from ChIP-Seq |
title_full | An Integrated Pipeline for the Genome-Wide Analysis of Transcription
Factor Binding Sites from ChIP-Seq |
title_fullStr | An Integrated Pipeline for the Genome-Wide Analysis of Transcription
Factor Binding Sites from ChIP-Seq |
title_full_unstemmed | An Integrated Pipeline for the Genome-Wide Analysis of Transcription
Factor Binding Sites from ChIP-Seq |
title_short | An Integrated Pipeline for the Genome-Wide Analysis of Transcription
Factor Binding Sites from ChIP-Seq |
title_sort | integrated pipeline for the genome-wide analysis of transcription
factor binding sites from chip-seq |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3040171/ https://www.ncbi.nlm.nih.gov/pubmed/21358819 http://dx.doi.org/10.1371/journal.pone.0016432 |
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