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HERON: A Novel Tool Enables Identification of Long, Weakly Enriched Genomic Domains in ChIP-seq Data

cris.lastimport.scopus2024-02-12T19:56:27Z
dc.abstract.enThe explosive development of next-generation sequencing-based technologies has allowed us to take an unprecedented look at many molecular signatures of the non-coding genome. In particular, the ChIP-seq (Chromatin ImmunoPrecipitation followed by sequencing) technique is now very commonly used to assess the proteins associated with different non-coding DNA regions genome-wide. While the analysis of such data related to transcription factor binding is relatively straightforward, many modified histone variants, such as H3K27me3, are very important for the process of gene regulation but are very difficult to interpret. We propose a novel method, called HERON (HiddEn MaRkov mOdel based peak calliNg), for genome-wide data analysis that is able to detect DNA regions enriched for a certain feature, even in difficult settings of weakly enriched long DNA domains. We demonstrate the performance of our method both on simulated and experimental data.
dc.affiliationUniwersytet Warszawski
dc.contributor.authorWilczyński, Bartosz
dc.contributor.authorMacioszek, Anna
dc.date.accessioned2024-01-25T03:03:07Z
dc.date.available2024-01-25T03:03:07Z
dc.date.copyright2021-07-29
dc.date.issued2021
dc.description.accesstimeAT_PUBLICATION
dc.description.financeŚrodki finansowe przyznane na realizację projektu w zakresie badań naukowych lub prac rozwojowych
dc.description.number15
dc.description.versionFINAL_PUBLISHED
dc.description.volume22
dc.identifier.doi10.3390/IJMS22158123
dc.identifier.issn1422-0067
dc.identifier.urihttps://repozytorium.uw.edu.pl//handle/item/108386
dc.identifier.weblinkhttps://www.mdpi.com/1422-0067/22/15/8123/pdf
dc.languageeng
dc.pbn.affiliationcomputer and information sciences
dc.relation.ispartofInternational Journal of Molecular Sciences
dc.relation.pages8123:1-13
dc.rightsCC-BY
dc.sciencecloudnosend
dc.subject.enpeak calling
dc.subject.enChIP-seq
dc.subject.enhistone methylation
dc.titleHERON: A Novel Tool Enables Identification of Long, Weakly Enriched Genomic Domains in ChIP-seq Data
dc.typeJournalArticle
dspace.entity.typePublication