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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...
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/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. |
format | Online Article Text |
id | pubmed-6483256 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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