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HiChIP-Peaks: a HiChIP peak calling algorithm

MOTIVATION: HiChIP is a powerful tool to interrogate 3D chromatin organization. Current tools to analyse chromatin looping mechanisms using HiChIP data require the identification of loop anchors to work properly. However, current approaches to discover these anchors from HiChIP data are not satisfac...

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Detalles Bibliográficos
Autores principales: Shi, Chenfu, Rattray, Magnus, Orozco, Gisela
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7320601/
https://www.ncbi.nlm.nih.gov/pubmed/32207529
http://dx.doi.org/10.1093/bioinformatics/btaa202
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author Shi, Chenfu
Rattray, Magnus
Orozco, Gisela
author_facet Shi, Chenfu
Rattray, Magnus
Orozco, Gisela
author_sort Shi, Chenfu
collection PubMed
description MOTIVATION: HiChIP is a powerful tool to interrogate 3D chromatin organization. Current tools to analyse chromatin looping mechanisms using HiChIP data require the identification of loop anchors to work properly. However, current approaches to discover these anchors from HiChIP data are not satisfactory, having either a very high false discovery rate or strong dependence on sequencing depth. Moreover, these tools do not allow quantitative comparison of peaks across different samples, failing to fully exploit the information available from HiChIP datasets. RESULTS: We develop a new tool based on a representation of HiChIP data centred on the re-ligation sites to identify peaks from HiChIP datasets, which can subsequently be used in other tools for loop discovery. This increases the reliability of these tools and improves recall rate as sequencing depth is reduced. We also provide a method to count reads mapping to peaks across samples, which can be used for differential peak analysis using HiChIP data. AVAILABILITY AND IMPLEMENTATION: HiChIP-Peaks is freely available at https://github.com/ChenfuShi/HiChIP_peaks. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
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spelling pubmed-73206012020-07-01 HiChIP-Peaks: a HiChIP peak calling algorithm Shi, Chenfu Rattray, Magnus Orozco, Gisela Bioinformatics Original Papers MOTIVATION: HiChIP is a powerful tool to interrogate 3D chromatin organization. Current tools to analyse chromatin looping mechanisms using HiChIP data require the identification of loop anchors to work properly. However, current approaches to discover these anchors from HiChIP data are not satisfactory, having either a very high false discovery rate or strong dependence on sequencing depth. Moreover, these tools do not allow quantitative comparison of peaks across different samples, failing to fully exploit the information available from HiChIP datasets. RESULTS: We develop a new tool based on a representation of HiChIP data centred on the re-ligation sites to identify peaks from HiChIP datasets, which can subsequently be used in other tools for loop discovery. This increases the reliability of these tools and improves recall rate as sequencing depth is reduced. We also provide a method to count reads mapping to peaks across samples, which can be used for differential peak analysis using HiChIP data. AVAILABILITY AND IMPLEMENTATION: HiChIP-Peaks is freely available at https://github.com/ChenfuShi/HiChIP_peaks. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2020-06-15 2020-03-24 /pmc/articles/PMC7320601/ /pubmed/32207529 http://dx.doi.org/10.1093/bioinformatics/btaa202 Text en © The Author(s) 2020. Published by Oxford University Press. 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 reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Papers
Shi, Chenfu
Rattray, Magnus
Orozco, Gisela
HiChIP-Peaks: a HiChIP peak calling algorithm
title HiChIP-Peaks: a HiChIP peak calling algorithm
title_full HiChIP-Peaks: a HiChIP peak calling algorithm
title_fullStr HiChIP-Peaks: a HiChIP peak calling algorithm
title_full_unstemmed HiChIP-Peaks: a HiChIP peak calling algorithm
title_short HiChIP-Peaks: a HiChIP peak calling algorithm
title_sort hichip-peaks: a hichip peak calling algorithm
topic Original Papers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7320601/
https://www.ncbi.nlm.nih.gov/pubmed/32207529
http://dx.doi.org/10.1093/bioinformatics/btaa202
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