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MethNet: a robust approach to identify regulatory hubs and their distal targets in cancer

Aberrations in the capacity of DNA/chromatin modifiers and transcription factors to bind non-coding regions can lead to changes in gene regulation and impact disease phenotypes. However, identifying distal regulatory elements and connecting them with their target genes remains challenging. Here, we...

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Autores principales: Sakellaropoulos, Theodore, Do, Catherine, Jiang, Guimei, Cova, Giulia, Meyn, Peter, Dimartino, Dacia, Ramaswami, Sitharam, Heguy, Adriana, Tsirigos, Aristotelis, Skok, Jane A
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Journal Experts 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10418566/
https://www.ncbi.nlm.nih.gov/pubmed/37577603
http://dx.doi.org/10.21203/rs.3.rs-3150386/v1
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author Sakellaropoulos, Theodore
Do, Catherine
Jiang, Guimei
Cova, Giulia
Meyn, Peter
Dimartino, Dacia
Ramaswami, Sitharam
Heguy, Adriana
Tsirigos, Aristotelis
Skok, Jane A
author_facet Sakellaropoulos, Theodore
Do, Catherine
Jiang, Guimei
Cova, Giulia
Meyn, Peter
Dimartino, Dacia
Ramaswami, Sitharam
Heguy, Adriana
Tsirigos, Aristotelis
Skok, Jane A
author_sort Sakellaropoulos, Theodore
collection PubMed
description Aberrations in the capacity of DNA/chromatin modifiers and transcription factors to bind non-coding regions can lead to changes in gene regulation and impact disease phenotypes. However, identifying distal regulatory elements and connecting them with their target genes remains challenging. Here, we present MethNet, a pipeline that integrates large-scale DNA methylation and gene expression data across multiple cancers, to uncover novel cis regulatory elements (CREs) in a 1Mb region around every promoter in the genome. MethNet identifies clusters of highly ranked CREs, referred to as ‘hubs’, which contribute to the regulation of multiple genes and significantly affect patient survival. Promoter-capture Hi-C confirmed that highly ranked associations involve physical interactions between CREs and their gene targets, and CRISPRi based scRNA Perturb-seq validated the functional impact of CREs. Thus, MethNet-identified CREs represent a valuable resource for unraveling complex mechanisms underlying gene expression, and for prioritizing the verification of predicted non-coding disease hotspots.
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spelling pubmed-104185662023-08-12 MethNet: a robust approach to identify regulatory hubs and their distal targets in cancer Sakellaropoulos, Theodore Do, Catherine Jiang, Guimei Cova, Giulia Meyn, Peter Dimartino, Dacia Ramaswami, Sitharam Heguy, Adriana Tsirigos, Aristotelis Skok, Jane A Res Sq Article Aberrations in the capacity of DNA/chromatin modifiers and transcription factors to bind non-coding regions can lead to changes in gene regulation and impact disease phenotypes. However, identifying distal regulatory elements and connecting them with their target genes remains challenging. Here, we present MethNet, a pipeline that integrates large-scale DNA methylation and gene expression data across multiple cancers, to uncover novel cis regulatory elements (CREs) in a 1Mb region around every promoter in the genome. MethNet identifies clusters of highly ranked CREs, referred to as ‘hubs’, which contribute to the regulation of multiple genes and significantly affect patient survival. Promoter-capture Hi-C confirmed that highly ranked associations involve physical interactions between CREs and their gene targets, and CRISPRi based scRNA Perturb-seq validated the functional impact of CREs. Thus, MethNet-identified CREs represent a valuable resource for unraveling complex mechanisms underlying gene expression, and for prioritizing the verification of predicted non-coding disease hotspots. American Journal Experts 2023-07-31 /pmc/articles/PMC10418566/ /pubmed/37577603 http://dx.doi.org/10.21203/rs.3.rs-3150386/v1 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format, so long as attribution is given to the creator. The license allows for commercial use.
spellingShingle Article
Sakellaropoulos, Theodore
Do, Catherine
Jiang, Guimei
Cova, Giulia
Meyn, Peter
Dimartino, Dacia
Ramaswami, Sitharam
Heguy, Adriana
Tsirigos, Aristotelis
Skok, Jane A
MethNet: a robust approach to identify regulatory hubs and their distal targets in cancer
title MethNet: a robust approach to identify regulatory hubs and their distal targets in cancer
title_full MethNet: a robust approach to identify regulatory hubs and their distal targets in cancer
title_fullStr MethNet: a robust approach to identify regulatory hubs and their distal targets in cancer
title_full_unstemmed MethNet: a robust approach to identify regulatory hubs and their distal targets in cancer
title_short MethNet: a robust approach to identify regulatory hubs and their distal targets in cancer
title_sort methnet: a robust approach to identify regulatory hubs and their distal targets in cancer
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10418566/
https://www.ncbi.nlm.nih.gov/pubmed/37577603
http://dx.doi.org/10.21203/rs.3.rs-3150386/v1
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