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MAPS: Model-based analysis of long-range chromatin interactions from PLAC-seq and HiChIP experiments

Hi-C and chromatin immunoprecipitation (ChIP) have been combined to identify long-range chromatin interactions genome-wide at reduced cost and enhanced resolution, but extracting information from the resulting datasets has been challenging. Here we describe a computational method, MAPS, Model-based...

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Autores principales: Juric, Ivan, Yu, Miao, Abnousi, Armen, Raviram, Ramya, Fang, Rongxin, Zhao, Yuan, Zhang, Yanxiao, Qiu, Yunjiang, Yang, Yuchen, Li, Yun, Ren, Bing, Hu, Ming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6483256/
https://www.ncbi.nlm.nih.gov/pubmed/30986246
http://dx.doi.org/10.1371/journal.pcbi.1006982
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author Juric, Ivan
Yu, Miao
Abnousi, Armen
Raviram, Ramya
Fang, Rongxin
Zhao, Yuan
Zhang, Yanxiao
Qiu, Yunjiang
Yang, Yuchen
Li, Yun
Ren, Bing
Hu, Ming
author_facet Juric, Ivan
Yu, Miao
Abnousi, Armen
Raviram, Ramya
Fang, Rongxin
Zhao, Yuan
Zhang, Yanxiao
Qiu, Yunjiang
Yang, Yuchen
Li, Yun
Ren, Bing
Hu, Ming
author_sort Juric, Ivan
collection PubMed
description Hi-C and chromatin immunoprecipitation (ChIP) have been combined to identify long-range chromatin interactions genome-wide at reduced cost and enhanced resolution, but extracting information from the resulting datasets has been challenging. Here we describe a computational method, MAPS, Model-based Analysis of PLAC-seq and HiChIP, to process the data from such experiments and identify long-range chromatin interactions. MAPS adopts a zero-truncated Poisson regression framework to explicitly remove systematic biases in the PLAC-seq and HiChIP datasets, and then uses the normalized chromatin contact frequencies to identify significant chromatin interactions anchored at genomic regions bound by the protein of interest. MAPS shows superior performance over existing software tools in the analysis of chromatin interactions from multiple PLAC-seq and HiChIP datasets centered on different transcriptional factors and histone marks. MAPS is freely available at https://github.com/ijuric/MAPS.
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spelling pubmed-64832562019-05-09 MAPS: Model-based analysis of long-range chromatin interactions from PLAC-seq and HiChIP experiments Juric, Ivan Yu, Miao Abnousi, Armen Raviram, Ramya Fang, Rongxin Zhao, Yuan Zhang, Yanxiao Qiu, Yunjiang Yang, Yuchen Li, Yun Ren, Bing Hu, Ming PLoS Comput Biol Research Article Hi-C and chromatin immunoprecipitation (ChIP) have been combined to identify long-range chromatin interactions genome-wide at reduced cost and enhanced resolution, but extracting information from the resulting datasets has been challenging. Here we describe a computational method, MAPS, Model-based Analysis of PLAC-seq and HiChIP, to process the data from such experiments and identify long-range chromatin interactions. MAPS adopts a zero-truncated Poisson regression framework to explicitly remove systematic biases in the PLAC-seq and HiChIP datasets, and then uses the normalized chromatin contact frequencies to identify significant chromatin interactions anchored at genomic regions bound by the protein of interest. MAPS shows superior performance over existing software tools in the analysis of chromatin interactions from multiple PLAC-seq and HiChIP datasets centered on different transcriptional factors and histone marks. MAPS is freely available at https://github.com/ijuric/MAPS. Public Library of Science 2019-04-15 /pmc/articles/PMC6483256/ /pubmed/30986246 http://dx.doi.org/10.1371/journal.pcbi.1006982 Text en © 2019 Juric 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
Juric, Ivan
Yu, Miao
Abnousi, Armen
Raviram, Ramya
Fang, Rongxin
Zhao, Yuan
Zhang, Yanxiao
Qiu, Yunjiang
Yang, Yuchen
Li, Yun
Ren, Bing
Hu, Ming
MAPS: Model-based analysis of long-range chromatin interactions from PLAC-seq and HiChIP experiments
title MAPS: Model-based analysis of long-range chromatin interactions from PLAC-seq and HiChIP experiments
title_full MAPS: Model-based analysis of long-range chromatin interactions from PLAC-seq and HiChIP experiments
title_fullStr MAPS: Model-based analysis of long-range chromatin interactions from PLAC-seq and HiChIP experiments
title_full_unstemmed MAPS: Model-based analysis of long-range chromatin interactions from PLAC-seq and HiChIP experiments
title_short MAPS: Model-based analysis of long-range chromatin interactions from PLAC-seq and HiChIP experiments
title_sort maps: model-based analysis of long-range chromatin interactions from plac-seq and hichip experiments
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6483256/
https://www.ncbi.nlm.nih.gov/pubmed/30986246
http://dx.doi.org/10.1371/journal.pcbi.1006982
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