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An integrative ENCODE resource for cancer genomics
ENCODE comprises thousands of functional genomics datasets, and the encyclopedia covers hundreds of cell types, providing a universal annotation for genome interpretation. However, for particular applications, it may be advantageous to use a customized annotation. Here, we develop such a custom anno...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7391744/ https://www.ncbi.nlm.nih.gov/pubmed/32728046 http://dx.doi.org/10.1038/s41467-020-14743-w |
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author | Zhang, Jing Lee, Donghoon Dhiman, Vineet Jiang, Peng Xu, Jie McGillivray, Patrick Yang, Hongbo Liu, Jason Meyerson, William Clarke, Declan Gu, Mengting Li, Shantao Lou, Shaoke Xu, Jinrui Lochovsky, Lucas Ung, Matthew Ma, Lijia Yu, Shan Cao, Qin Harmanci, Arif Yan, Koon-Kiu Sethi, Anurag Gürsoy, Gamze Schoenberg, Michael Rutenberg Rozowsky, Joel Warrell, Jonathan Emani, Prashant Yang, Yucheng T. Galeev, Timur Kong, Xiangmeng Liu, Shuang Li, Xiaotong Krishnan, Jayanth Feng, Yanlin Rivera-Mulia, Juan Carlos Adrian, Jessica Broach, James R Bolt, Michael Moran, Jennifer Fitzgerald, Dominic Dileep, Vishnu Liu, Tingting Mei, Shenglin Sasaki, Takayo Trevilla-Garcia, Claudia Wang, Su Wang, Yanli Zang, Chongzhi Wang, Daifeng Klein, Robert J. Snyder, Michael Gilbert, David M. Yip, Kevin Cheng, Chao Yue, Feng Liu, X. Shirley White, Kevin P. Gerstein, Mark |
author_facet | Zhang, Jing Lee, Donghoon Dhiman, Vineet Jiang, Peng Xu, Jie McGillivray, Patrick Yang, Hongbo Liu, Jason Meyerson, William Clarke, Declan Gu, Mengting Li, Shantao Lou, Shaoke Xu, Jinrui Lochovsky, Lucas Ung, Matthew Ma, Lijia Yu, Shan Cao, Qin Harmanci, Arif Yan, Koon-Kiu Sethi, Anurag Gürsoy, Gamze Schoenberg, Michael Rutenberg Rozowsky, Joel Warrell, Jonathan Emani, Prashant Yang, Yucheng T. Galeev, Timur Kong, Xiangmeng Liu, Shuang Li, Xiaotong Krishnan, Jayanth Feng, Yanlin Rivera-Mulia, Juan Carlos Adrian, Jessica Broach, James R Bolt, Michael Moran, Jennifer Fitzgerald, Dominic Dileep, Vishnu Liu, Tingting Mei, Shenglin Sasaki, Takayo Trevilla-Garcia, Claudia Wang, Su Wang, Yanli Zang, Chongzhi Wang, Daifeng Klein, Robert J. Snyder, Michael Gilbert, David M. Yip, Kevin Cheng, Chao Yue, Feng Liu, X. Shirley White, Kevin P. Gerstein, Mark |
author_sort | Zhang, Jing |
collection | PubMed |
description | ENCODE comprises thousands of functional genomics datasets, and the encyclopedia covers hundreds of cell types, providing a universal annotation for genome interpretation. However, for particular applications, it may be advantageous to use a customized annotation. Here, we develop such a custom annotation by leveraging advanced assays, such as eCLIP, Hi-C, and whole-genome STARR-seq on a number of data-rich ENCODE cell types. A key aspect of this annotation is comprehensive and experimentally derived networks of both transcription factors and RNA-binding proteins (TFs and RBPs). Cancer, a disease of system-wide dysregulation, is an ideal application for such a network-based annotation. Specifically, for cancer-associated cell types, we put regulators into hierarchies and measure their network change (rewiring) during oncogenesis. We also extensively survey TF-RBP crosstalk, highlighting how SUB1, a previously uncharacterized RBP, drives aberrant tumor expression and amplifies the effect of MYC, a well-known oncogenic TF. Furthermore, we show how our annotation allows us to place oncogenic transformations in the context of a broad cell space; here, many normal-to-tumor transitions move towards a stem-like state, while oncogene knockdowns show an opposing trend. Finally, we organize the resource into a coherent workflow to prioritize key elements and variants, in addition to regulators. We showcase the application of this prioritization to somatic burdening, cancer differential expression and GWAS. Targeted validations of the prioritized regulators, elements and variants using siRNA knockdowns, CRISPR-based editing, and luciferase assays demonstrate the value of the ENCODE resource. |
format | Online Article Text |
id | pubmed-7391744 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-73917442020-08-12 An integrative ENCODE resource for cancer genomics Zhang, Jing Lee, Donghoon Dhiman, Vineet Jiang, Peng Xu, Jie McGillivray, Patrick Yang, Hongbo Liu, Jason Meyerson, William Clarke, Declan Gu, Mengting Li, Shantao Lou, Shaoke Xu, Jinrui Lochovsky, Lucas Ung, Matthew Ma, Lijia Yu, Shan Cao, Qin Harmanci, Arif Yan, Koon-Kiu Sethi, Anurag Gürsoy, Gamze Schoenberg, Michael Rutenberg Rozowsky, Joel Warrell, Jonathan Emani, Prashant Yang, Yucheng T. Galeev, Timur Kong, Xiangmeng Liu, Shuang Li, Xiaotong Krishnan, Jayanth Feng, Yanlin Rivera-Mulia, Juan Carlos Adrian, Jessica Broach, James R Bolt, Michael Moran, Jennifer Fitzgerald, Dominic Dileep, Vishnu Liu, Tingting Mei, Shenglin Sasaki, Takayo Trevilla-Garcia, Claudia Wang, Su Wang, Yanli Zang, Chongzhi Wang, Daifeng Klein, Robert J. Snyder, Michael Gilbert, David M. Yip, Kevin Cheng, Chao Yue, Feng Liu, X. Shirley White, Kevin P. Gerstein, Mark Nat Commun Article ENCODE comprises thousands of functional genomics datasets, and the encyclopedia covers hundreds of cell types, providing a universal annotation for genome interpretation. However, for particular applications, it may be advantageous to use a customized annotation. Here, we develop such a custom annotation by leveraging advanced assays, such as eCLIP, Hi-C, and whole-genome STARR-seq on a number of data-rich ENCODE cell types. A key aspect of this annotation is comprehensive and experimentally derived networks of both transcription factors and RNA-binding proteins (TFs and RBPs). Cancer, a disease of system-wide dysregulation, is an ideal application for such a network-based annotation. Specifically, for cancer-associated cell types, we put regulators into hierarchies and measure their network change (rewiring) during oncogenesis. We also extensively survey TF-RBP crosstalk, highlighting how SUB1, a previously uncharacterized RBP, drives aberrant tumor expression and amplifies the effect of MYC, a well-known oncogenic TF. Furthermore, we show how our annotation allows us to place oncogenic transformations in the context of a broad cell space; here, many normal-to-tumor transitions move towards a stem-like state, while oncogene knockdowns show an opposing trend. Finally, we organize the resource into a coherent workflow to prioritize key elements and variants, in addition to regulators. We showcase the application of this prioritization to somatic burdening, cancer differential expression and GWAS. Targeted validations of the prioritized regulators, elements and variants using siRNA knockdowns, CRISPR-based editing, and luciferase assays demonstrate the value of the ENCODE resource. Nature Publishing Group UK 2020-07-29 /pmc/articles/PMC7391744/ /pubmed/32728046 http://dx.doi.org/10.1038/s41467-020-14743-w Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as 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 images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Zhang, Jing Lee, Donghoon Dhiman, Vineet Jiang, Peng Xu, Jie McGillivray, Patrick Yang, Hongbo Liu, Jason Meyerson, William Clarke, Declan Gu, Mengting Li, Shantao Lou, Shaoke Xu, Jinrui Lochovsky, Lucas Ung, Matthew Ma, Lijia Yu, Shan Cao, Qin Harmanci, Arif Yan, Koon-Kiu Sethi, Anurag Gürsoy, Gamze Schoenberg, Michael Rutenberg Rozowsky, Joel Warrell, Jonathan Emani, Prashant Yang, Yucheng T. Galeev, Timur Kong, Xiangmeng Liu, Shuang Li, Xiaotong Krishnan, Jayanth Feng, Yanlin Rivera-Mulia, Juan Carlos Adrian, Jessica Broach, James R Bolt, Michael Moran, Jennifer Fitzgerald, Dominic Dileep, Vishnu Liu, Tingting Mei, Shenglin Sasaki, Takayo Trevilla-Garcia, Claudia Wang, Su Wang, Yanli Zang, Chongzhi Wang, Daifeng Klein, Robert J. Snyder, Michael Gilbert, David M. Yip, Kevin Cheng, Chao Yue, Feng Liu, X. Shirley White, Kevin P. Gerstein, Mark An integrative ENCODE resource for cancer genomics |
title | An integrative ENCODE resource for cancer genomics |
title_full | An integrative ENCODE resource for cancer genomics |
title_fullStr | An integrative ENCODE resource for cancer genomics |
title_full_unstemmed | An integrative ENCODE resource for cancer genomics |
title_short | An integrative ENCODE resource for cancer genomics |
title_sort | integrative encode resource for cancer genomics |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7391744/ https://www.ncbi.nlm.nih.gov/pubmed/32728046 http://dx.doi.org/10.1038/s41467-020-14743-w |
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