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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.
Afiliação
  • Krismer K; Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, 32 Vassar Street, Cambridge, MA 02139, USA; Center for Precision Cancer Medicine, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA 02142, USA; Koch Institute for Integrative Cancer Re
  • Bird MA; Center for Precision Cancer Medicine, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA 02142, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA 02142, USA; Department of Biological Engineering, Massachusett
  • Varmeh S; Center for Precision Cancer Medicine, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA 02142, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA 02142, USA.
  • Handly ED; Center for Precision Cancer Medicine, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA 02142, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA 02142, USA; Department of Biological Engineering, Massachusett
  • Gattinger A; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA 02142, USA; Department for Medical and Bioinformatics, University of Applied Sciences Upper Austria, Softwarepark 11, 4232 Hagenberg, Austria.
  • Bernwinkler T; Center for Precision Cancer Medicine, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA 02142, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA 02142, USA; Department for Medical and Bioinformatics, Univers
  • Anderson DA; Synthetic Biology Center, Massachusetts Institute of Technology, 500 Technology Square, Cambridge, MA 02139, USA; Department of Biological Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02139, USA.
  • Heinzel A; Department for Medical and Bioinformatics, University of Applied Sciences Upper Austria, Softwarepark 11, 4232 Hagenberg, Austria.
  • Joughin BA; Center for Precision Cancer Medicine, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA 02142, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA 02142, USA; Department of Biological Engineering, Massachusett
  • Kong YW; Center for Precision Cancer Medicine, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA 02142, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA 02142, USA. Electronic address: ywkong@mit.edu.
  • Cannell IG; Center for Precision Cancer Medicine, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA 02142, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA 02142, USA; Cancer Research UK Cambridge Institute, University
  • Yaffe MB; Center for Precision Cancer Medicine, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA 02142, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA 02142, USA; Department of Biological Engineering, Massachusett
Cell Rep ; 32(8): 108064, 2020 08 25.
Article em En | MEDLINE | ID: mdl-32846122
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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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Dano ao DNA / Expressão Gênica / Proteínas de Ligação a RNA Idioma: En Ano de publicação: 2020 Tipo de documento: Article

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Dano ao DNA / Expressão Gênica / Proteínas de Ligação a RNA Idioma: En Ano de publicação: 2020 Tipo de documento: Article