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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...

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Autores principales: 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.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
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.
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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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