Genome wide clustering on integrated chromatin states and Micro-C contacts reveals chromatin interaction signatures
Abstract We can now analyze 3D physical interactions of chromatin regions with chromatin conformation capture technologies, in addition to the 1D chromatin state annotations, but methods to integrate this information are lacking. We propose a method to integrate the chromatin state of interacting re...
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Veröffentlicht in: | NAR genomics and bioinformatics 2024-10, Vol.6 (4), p.lqae136 |
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creator | Sexton, Corinne E Victor Paul, Sylvia Barth, Dylan Han, Mira V |
description | Abstract
We can now analyze 3D physical interactions of chromatin regions with chromatin conformation capture technologies, in addition to the 1D chromatin state annotations, but methods to integrate this information are lacking. We propose a method to integrate the chromatin state of interacting regions into a vector representation through the contact-weighted sum of chromatin states. Unsupervised clustering on integrated chromatin states and Micro-C contacts reveals common patterns of chromatin interaction signatures. This provides an integrated view of the complex dynamics of concurrent change occurring in chromatin state and in chromatin interaction, adding another layer of annotation beyond chromatin state or Hi-C contact separately. |
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We can now analyze 3D physical interactions of chromatin regions with chromatin conformation capture technologies, in addition to the 1D chromatin state annotations, but methods to integrate this information are lacking. We propose a method to integrate the chromatin state of interacting regions into a vector representation through the contact-weighted sum of chromatin states. Unsupervised clustering on integrated chromatin states and Micro-C contacts reveals common patterns of chromatin interaction signatures. This provides an integrated view of the complex dynamics of concurrent change occurring in chromatin state and in chromatin interaction, adding another layer of annotation beyond chromatin state or Hi-C contact separately.</description><identifier>ISSN: 2631-9268</identifier><identifier>EISSN: 2631-9268</identifier><identifier>DOI: 10.1093/nargab/lqae136</identifier><identifier>PMID: 39363891</identifier><language>eng</language><publisher>England: Oxford University Press</publisher><ispartof>NAR genomics and bioinformatics, 2024-10, Vol.6 (4), p.lqae136</ispartof><rights>The Author(s) 2024. Published by Oxford University Press on behalf of NAR Genomics and Bioinformatics. 2024</rights><rights>The Author(s) 2024. Published by Oxford University Press on behalf of NAR Genomics and Bioinformatics.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c310t-10f12d8c3ebbdf5db32db0d9e59d405846c1b1aa7f0ab1f3f3c0046246c1f33a3</cites><orcidid>0000-0002-0488-1170</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC11447530/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC11447530/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,864,885,1604,27924,27925,53791,53793</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/39363891$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Sexton, Corinne E</creatorcontrib><creatorcontrib>Victor Paul, Sylvia</creatorcontrib><creatorcontrib>Barth, Dylan</creatorcontrib><creatorcontrib>Han, Mira V</creatorcontrib><title>Genome wide clustering on integrated chromatin states and Micro-C contacts reveals chromatin interaction signatures</title><title>NAR genomics and bioinformatics</title><addtitle>NAR Genom Bioinform</addtitle><description>Abstract
We can now analyze 3D physical interactions of chromatin regions with chromatin conformation capture technologies, in addition to the 1D chromatin state annotations, but methods to integrate this information are lacking. We propose a method to integrate the chromatin state of interacting regions into a vector representation through the contact-weighted sum of chromatin states. Unsupervised clustering on integrated chromatin states and Micro-C contacts reveals common patterns of chromatin interaction signatures. This provides an integrated view of the complex dynamics of concurrent change occurring in chromatin state and in chromatin interaction, adding another layer of annotation beyond chromatin state or Hi-C contact separately.</description><issn>2631-9268</issn><issn>2631-9268</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>TOX</sourceid><recordid>eNqFkTFv2zAQRomgRR24XjsGHNtBCU-UFGkqCqN1AiTI0s7EiTwpLCTSJqkE-feVYTdwpkw83D0-Evcx9gXEJYhGXjkMPbZXww4JZHXGzvNKQtbkVf3hpF6wVYx_hRB5WZSFgE9sIRtZybqBcxY35PxI_Nka4nqYYqJgXc-949Yl6gMmMlw_Bj9iso7HNDciR2f4vdXBZ2uuvUuoU-SBngiHeELvFWGe2VkXbe8wTYHiZ_axmzlaHc8l-_Pr5-_1TXb3sLld_7jLtASRMhAd5KbWktrWdKVpZW5aYRoqG1OIsi4qDS0gXncCW-hkJ7UQRZXv-52UKJfs-8G7ndqRjCaXAg5qG-yI4UV5tOrtxNlH1fsnBVAU16UUs-Hr0RD8bqKY1GijpmFAR36KSgLkdVnXsEcvD-i8lBgDda_vgFD7tNQhLXVMa75wcfq7V_x_NjPw7QD4afue7B-EcaUO</recordid><startdate>20241003</startdate><enddate>20241003</enddate><creator>Sexton, Corinne E</creator><creator>Victor Paul, Sylvia</creator><creator>Barth, Dylan</creator><creator>Han, Mira V</creator><general>Oxford University Press</general><scope>TOX</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0002-0488-1170</orcidid></search><sort><creationdate>20241003</creationdate><title>Genome wide clustering on integrated chromatin states and Micro-C contacts reveals chromatin interaction signatures</title><author>Sexton, Corinne E ; Victor Paul, Sylvia ; Barth, Dylan ; Han, Mira V</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c310t-10f12d8c3ebbdf5db32db0d9e59d405846c1b1aa7f0ab1f3f3c0046246c1f33a3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Sexton, Corinne E</creatorcontrib><creatorcontrib>Victor Paul, Sylvia</creatorcontrib><creatorcontrib>Barth, Dylan</creatorcontrib><creatorcontrib>Han, Mira V</creatorcontrib><collection>Access via Oxford University Press (Open Access Collection)</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>NAR genomics and bioinformatics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Sexton, Corinne E</au><au>Victor Paul, Sylvia</au><au>Barth, Dylan</au><au>Han, Mira V</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Genome wide clustering on integrated chromatin states and Micro-C contacts reveals chromatin interaction signatures</atitle><jtitle>NAR genomics and bioinformatics</jtitle><addtitle>NAR Genom Bioinform</addtitle><date>2024-10-03</date><risdate>2024</risdate><volume>6</volume><issue>4</issue><spage>lqae136</spage><pages>lqae136-</pages><issn>2631-9268</issn><eissn>2631-9268</eissn><abstract>Abstract
We can now analyze 3D physical interactions of chromatin regions with chromatin conformation capture technologies, in addition to the 1D chromatin state annotations, but methods to integrate this information are lacking. We propose a method to integrate the chromatin state of interacting regions into a vector representation through the contact-weighted sum of chromatin states. Unsupervised clustering on integrated chromatin states and Micro-C contacts reveals common patterns of chromatin interaction signatures. This provides an integrated view of the complex dynamics of concurrent change occurring in chromatin state and in chromatin interaction, adding another layer of annotation beyond chromatin state or Hi-C contact separately.</abstract><cop>England</cop><pub>Oxford University Press</pub><pmid>39363891</pmid><doi>10.1093/nargab/lqae136</doi><orcidid>https://orcid.org/0000-0002-0488-1170</orcidid><oa>free_for_read</oa></addata></record> |
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title | Genome wide clustering on integrated chromatin states and Micro-C contacts reveals chromatin interaction signatures |
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