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dc.contributor.authorYen, Angela
dc.contributor.authorKellis, Manolis
dc.date.accessioned2015-12-23T16:06:28Z
dc.date.available2015-12-23T16:06:28Z
dc.date.issued2015-08
dc.date.submitted2015-01
dc.identifier.issn2041-1723
dc.identifier.urihttp://hdl.handle.net/1721.1/100499
dc.description.abstractEpigenomic data sets provide critical information about the dynamic role of chromatin states in gene regulation, but a key question of how chromatin state segmentations vary under different conditions across the genome has remained unaddressed. Here we present ChromDiff, a group-wise chromatin state comparison method that generates an information-theoretic representation of epigenomes and corrects for external covariate factors to better isolate relevant chromatin state changes. By applying ChromDiff to the 127 epigenomes from the Roadmap Epigenomics and ENCODE projects, we provide novel group-wise comparative analyses across sex, tissue type, state and developmental age. Remarkably, we find that distinct sets of epigenomic features are maximally discriminative for different group-wise comparisons, in each case revealing distinct enriched pathways, many of which do not show gene expression differences. Our methodology should be broadly applicable for epigenomic comparisons and provides a powerful new tool for studying chromatin state differences at the genome scale.en_US
dc.description.sponsorshipNational Science Foundation (U.S.). Graduate Research Fellowshipen_US
dc.description.sponsorshipNational Institutes of Health (U.S.) (U54 HG006991)en_US
dc.description.sponsorshipNational Institutes of Health (U.S.) (U41 HG007000)en_US
dc.description.sponsorshipNational Institutes of Health (U.S.) (5U01ES017156)en_US
dc.description.sponsorshipNational Institutes of Health (U.S.) (RC1-HG005334)en_US
dc.description.sponsorshipNational Institutes of Health (U.S.) (HG004570)en_US
dc.description.sponsorshipNational Institutes of Health (U.S.) (HG006911)en_US
dc.description.sponsorshipNational Institutes of Health (U.S.) (R01 HG004037)en_US
dc.language.isoen_US
dc.publisherNature Publishing Groupen_US
dc.relation.isversionofhttp://dx.doi.org/10.1038/ncomms8973en_US
dc.rightsCreative Commons Attributionen_US
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/en_US
dc.sourceNature Publishing Groupen_US
dc.titleSystematic chromatin state comparison of epigenomes associated with diverse properties including sex and tissue typeen_US
dc.typeArticleen_US
dc.identifier.citationYen, Angela, and Manolis Kellis. “Systematic Chromatin State Comparison of Epigenomes Associated with Diverse Properties Including Sex and Tissue Type.” Nat Comms 6 (August 18, 2015): 7973. © 2015 Macmillan Publishers Limiteden_US
dc.contributor.departmentMassachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratoryen_US
dc.contributor.departmentMassachusetts Institute of Technology. Department of Electrical Engineering and Computer Scienceen_US
dc.contributor.mitauthorYen, Angelaen_US
dc.contributor.mitauthorKellis, Manolisen_US
dc.relation.journalNature Communicationsen_US
dc.eprint.versionFinal published versionen_US
dc.type.urihttp://purl.org/eprint/type/JournalArticleen_US
eprint.statushttp://purl.org/eprint/status/PeerRevieweden_US
dspace.orderedauthorsYen, Angela; Kellis, Manolisen_US
dc.identifier.orcidhttps://orcid.org/0000-0001-5951-9358
mit.licensePUBLISHER_CCen_US
mit.metadata.statusComplete


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