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Identification of cis-regulatory mutations generating de novo edges in personalized cancer gene regulatory networks

The identification of functional non-coding mutations is a key challenge in the field of genomics. Here we introduce μ-cisTarget to filter, annotate and prioritize cis-regulatory mutations based on their putative effect on the underlying “personal” gene regulatory network. We validated μ-cisTarget b...

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Autores principales: Kalender Atak, Zeynep, Imrichova, Hana, Svetlichnyy, Dmitry, Hulselmans, Gert, Christiaens, Valerie, Reumers, Joke, Ceulemans, Hugo, Aerts, Stein
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5575942/
https://www.ncbi.nlm.nih.gov/pubmed/28854983
http://dx.doi.org/10.1186/s13073-017-0464-7
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author Kalender Atak, Zeynep
Imrichova, Hana
Svetlichnyy, Dmitry
Hulselmans, Gert
Christiaens, Valerie
Reumers, Joke
Ceulemans, Hugo
Aerts, Stein
author_facet Kalender Atak, Zeynep
Imrichova, Hana
Svetlichnyy, Dmitry
Hulselmans, Gert
Christiaens, Valerie
Reumers, Joke
Ceulemans, Hugo
Aerts, Stein
author_sort Kalender Atak, Zeynep
collection PubMed
description The identification of functional non-coding mutations is a key challenge in the field of genomics. Here we introduce μ-cisTarget to filter, annotate and prioritize cis-regulatory mutations based on their putative effect on the underlying “personal” gene regulatory network. We validated μ-cisTarget by re-analyzing the TAL1 and LMO1 enhancer mutations in T-ALL, and the TERT promoter mutation in melanoma. Next, we re-sequenced the full genomes of ten cancer cell lines and used matched transcriptome data and motif discovery to identify master regulators with de novo binding sites that result in the up-regulation of nearby oncogenic drivers. μ-cisTarget is available from http://mucistarget.aertslab.org. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13073-017-0464-7) contains supplementary material, which is available to authorized users.
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spelling pubmed-55759422017-08-30 Identification of cis-regulatory mutations generating de novo edges in personalized cancer gene regulatory networks Kalender Atak, Zeynep Imrichova, Hana Svetlichnyy, Dmitry Hulselmans, Gert Christiaens, Valerie Reumers, Joke Ceulemans, Hugo Aerts, Stein Genome Med Method The identification of functional non-coding mutations is a key challenge in the field of genomics. Here we introduce μ-cisTarget to filter, annotate and prioritize cis-regulatory mutations based on their putative effect on the underlying “personal” gene regulatory network. We validated μ-cisTarget by re-analyzing the TAL1 and LMO1 enhancer mutations in T-ALL, and the TERT promoter mutation in melanoma. Next, we re-sequenced the full genomes of ten cancer cell lines and used matched transcriptome data and motif discovery to identify master regulators with de novo binding sites that result in the up-regulation of nearby oncogenic drivers. μ-cisTarget is available from http://mucistarget.aertslab.org. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13073-017-0464-7) contains supplementary material, which is available to authorized users. BioMed Central 2017-08-30 /pmc/articles/PMC5575942/ /pubmed/28854983 http://dx.doi.org/10.1186/s13073-017-0464-7 Text en © The Author(s). 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Method
Kalender Atak, Zeynep
Imrichova, Hana
Svetlichnyy, Dmitry
Hulselmans, Gert
Christiaens, Valerie
Reumers, Joke
Ceulemans, Hugo
Aerts, Stein
Identification of cis-regulatory mutations generating de novo edges in personalized cancer gene regulatory networks
title Identification of cis-regulatory mutations generating de novo edges in personalized cancer gene regulatory networks
title_full Identification of cis-regulatory mutations generating de novo edges in personalized cancer gene regulatory networks
title_fullStr Identification of cis-regulatory mutations generating de novo edges in personalized cancer gene regulatory networks
title_full_unstemmed Identification of cis-regulatory mutations generating de novo edges in personalized cancer gene regulatory networks
title_short Identification of cis-regulatory mutations generating de novo edges in personalized cancer gene regulatory networks
title_sort identification of cis-regulatory mutations generating de novo edges in personalized cancer gene regulatory networks
topic Method
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5575942/
https://www.ncbi.nlm.nih.gov/pubmed/28854983
http://dx.doi.org/10.1186/s13073-017-0464-7
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