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Integrative Ranking of Enhancer Networks Facilitates the Discovery of Epigenetic Markers in Cancer

Regulation of gene expression through multiple epigenetic components is a highly combinatorial process. Alterations in any of these layers, as is commonly found in cancer diseases, can lead to a cascade of downstream effects on tumor suppressor or oncogenes. Hence, deciphering the effects of epigene...

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Autores principales: Wang, Qi, Wu, Yonghe, Vorberg, Tim, Eils, Roland, Herrmann, Carl
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8201988/
https://www.ncbi.nlm.nih.gov/pubmed/34135941
http://dx.doi.org/10.3389/fgene.2021.664654
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author Wang, Qi
Wu, Yonghe
Vorberg, Tim
Eils, Roland
Herrmann, Carl
author_facet Wang, Qi
Wu, Yonghe
Vorberg, Tim
Eils, Roland
Herrmann, Carl
author_sort Wang, Qi
collection PubMed
description Regulation of gene expression through multiple epigenetic components is a highly combinatorial process. Alterations in any of these layers, as is commonly found in cancer diseases, can lead to a cascade of downstream effects on tumor suppressor or oncogenes. Hence, deciphering the effects of epigenetic alterations on regulatory elements requires innovative computational approaches that can benefit from the huge amounts of epigenomic datasets that are available from multiple consortia, such as Roadmap or BluePrint. We developed a software tool named IRENE (Integrative Ranking of Epigenetic Network of Enhancers), which performs quantitative analyses on differential epigenetic modifications through an integrated, network-based approach. The method takes into account the additive effect of alterations on multiple regulatory elements of a gene. Applying this tool to well-characterized test cases, it successfully found many known cancer genes from publicly available cancer epigenome datasets.
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spelling pubmed-82019882021-06-15 Integrative Ranking of Enhancer Networks Facilitates the Discovery of Epigenetic Markers in Cancer Wang, Qi Wu, Yonghe Vorberg, Tim Eils, Roland Herrmann, Carl Front Genet Genetics Regulation of gene expression through multiple epigenetic components is a highly combinatorial process. Alterations in any of these layers, as is commonly found in cancer diseases, can lead to a cascade of downstream effects on tumor suppressor or oncogenes. Hence, deciphering the effects of epigenetic alterations on regulatory elements requires innovative computational approaches that can benefit from the huge amounts of epigenomic datasets that are available from multiple consortia, such as Roadmap or BluePrint. We developed a software tool named IRENE (Integrative Ranking of Epigenetic Network of Enhancers), which performs quantitative analyses on differential epigenetic modifications through an integrated, network-based approach. The method takes into account the additive effect of alterations on multiple regulatory elements of a gene. Applying this tool to well-characterized test cases, it successfully found many known cancer genes from publicly available cancer epigenome datasets. Frontiers Media S.A. 2021-05-31 /pmc/articles/PMC8201988/ /pubmed/34135941 http://dx.doi.org/10.3389/fgene.2021.664654 Text en Copyright © 2021 Wang, Wu, Vorberg, Eils and Herrmann. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Genetics
Wang, Qi
Wu, Yonghe
Vorberg, Tim
Eils, Roland
Herrmann, Carl
Integrative Ranking of Enhancer Networks Facilitates the Discovery of Epigenetic Markers in Cancer
title Integrative Ranking of Enhancer Networks Facilitates the Discovery of Epigenetic Markers in Cancer
title_full Integrative Ranking of Enhancer Networks Facilitates the Discovery of Epigenetic Markers in Cancer
title_fullStr Integrative Ranking of Enhancer Networks Facilitates the Discovery of Epigenetic Markers in Cancer
title_full_unstemmed Integrative Ranking of Enhancer Networks Facilitates the Discovery of Epigenetic Markers in Cancer
title_short Integrative Ranking of Enhancer Networks Facilitates the Discovery of Epigenetic Markers in Cancer
title_sort integrative ranking of enhancer networks facilitates the discovery of epigenetic markers in cancer
topic Genetics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8201988/
https://www.ncbi.nlm.nih.gov/pubmed/34135941
http://dx.doi.org/10.3389/fgene.2021.664654
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