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Transite: A Computational Motif-Based Analysis Platform That Identifies RNA-Binding Proteins Modulating Changes in Gene Expression
RNA-binding proteins (RBPs) play critical roles in regulating gene expression by modulating splicing, RNA stability, and protein translation. Stimulus-induced alterations in RBP function contribute to global changes in gene expression, but identifying which RBPs are responsible for the observed chan...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8204639/ https://www.ncbi.nlm.nih.gov/pubmed/32846122 http://dx.doi.org/10.1016/j.celrep.2020.108064 |
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author | Krismer, Konstantin Bird, Molly A. Varmeh, Shohreh Handly, Erika D. Gattinger, Anna Bernwinkler, Thomas Anderson, Daniel A. Heinzel, Andreas Joughin, Brian A. Kong, Yi Wen Cannell, Ian G. Yaffe, Michael B. |
author_facet | Krismer, Konstantin Bird, Molly A. Varmeh, Shohreh Handly, Erika D. Gattinger, Anna Bernwinkler, Thomas Anderson, Daniel A. Heinzel, Andreas Joughin, Brian A. Kong, Yi Wen Cannell, Ian G. Yaffe, Michael B. |
author_sort | Krismer, Konstantin |
collection | PubMed |
description | RNA-binding proteins (RBPs) play critical roles in regulating gene expression by modulating splicing, RNA stability, and protein translation. Stimulus-induced alterations in RBP function contribute to global changes in gene expression, but identifying which RBPs are responsible for the observed changes remains an unmet need. Here, we present Transite, a computational approach that systematically infers RBPs influencing gene expression through changes in RNA stability and degradation. As a proof of principle, we apply Transite to RNA expression data from human patients with non-small-cell lung cancer whose tumors were sampled at diagnosis or after recurrence following treatment with platinum-based chemotherapy. Transite implicates known RBP regulators of the DNA damage response and identifies hnRNPC as a new modulator of chemotherapeutic resistance, which we subsequently validated experimentally. Transite serves as a framework for the identification of RBPs that drive cell-state transitions and adds additional value to the vast collection of publicly available gene expression datasets. |
format | Online Article Text |
id | pubmed-8204639 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
record_format | MEDLINE/PubMed |
spelling | pubmed-82046392021-06-15 Transite: A Computational Motif-Based Analysis Platform That Identifies RNA-Binding Proteins Modulating Changes in Gene Expression Krismer, Konstantin Bird, Molly A. Varmeh, Shohreh Handly, Erika D. Gattinger, Anna Bernwinkler, Thomas Anderson, Daniel A. Heinzel, Andreas Joughin, Brian A. Kong, Yi Wen Cannell, Ian G. Yaffe, Michael B. Cell Rep Article RNA-binding proteins (RBPs) play critical roles in regulating gene expression by modulating splicing, RNA stability, and protein translation. Stimulus-induced alterations in RBP function contribute to global changes in gene expression, but identifying which RBPs are responsible for the observed changes remains an unmet need. Here, we present Transite, a computational approach that systematically infers RBPs influencing gene expression through changes in RNA stability and degradation. As a proof of principle, we apply Transite to RNA expression data from human patients with non-small-cell lung cancer whose tumors were sampled at diagnosis or after recurrence following treatment with platinum-based chemotherapy. Transite implicates known RBP regulators of the DNA damage response and identifies hnRNPC as a new modulator of chemotherapeutic resistance, which we subsequently validated experimentally. Transite serves as a framework for the identification of RBPs that drive cell-state transitions and adds additional value to the vast collection of publicly available gene expression datasets. 2020-08-25 /pmc/articles/PMC8204639/ /pubmed/32846122 http://dx.doi.org/10.1016/j.celrep.2020.108064 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) ). |
spellingShingle | Article Krismer, Konstantin Bird, Molly A. Varmeh, Shohreh Handly, Erika D. Gattinger, Anna Bernwinkler, Thomas Anderson, Daniel A. Heinzel, Andreas Joughin, Brian A. Kong, Yi Wen Cannell, Ian G. Yaffe, Michael B. Transite: A Computational Motif-Based Analysis Platform That Identifies RNA-Binding Proteins Modulating Changes in Gene Expression |
title | Transite: A Computational Motif-Based Analysis Platform That Identifies RNA-Binding Proteins Modulating Changes in Gene Expression |
title_full | Transite: A Computational Motif-Based Analysis Platform That Identifies RNA-Binding Proteins Modulating Changes in Gene Expression |
title_fullStr | Transite: A Computational Motif-Based Analysis Platform That Identifies RNA-Binding Proteins Modulating Changes in Gene Expression |
title_full_unstemmed | Transite: A Computational Motif-Based Analysis Platform That Identifies RNA-Binding Proteins Modulating Changes in Gene Expression |
title_short | Transite: A Computational Motif-Based Analysis Platform That Identifies RNA-Binding Proteins Modulating Changes in Gene Expression |
title_sort | transite: a computational motif-based analysis platform that identifies rna-binding proteins modulating changes in gene expression |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8204639/ https://www.ncbi.nlm.nih.gov/pubmed/32846122 http://dx.doi.org/10.1016/j.celrep.2020.108064 |
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