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CRISPR knockout screening identifies combinatorial drug targets in pancreatic cancer and models cellular drug response
Predicting the response and identifying additional targets that will improve the efficacy of chemotherapy is a major goal in cancer research. Through large-scale in vivo and in vitro CRISPR knockout screens in pancreatic ductal adenocarcinoma cells, we identified genes whose genetic deletion or phar...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6189038/ https://www.ncbi.nlm.nih.gov/pubmed/30323222 http://dx.doi.org/10.1038/s41467-018-06676-2 |
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author | Szlachta, Karol Kuscu, Cem Tufan, Turan Adair, Sara J. Shang, Stephen Michaels, Alex D. Mullen, Matthew G. Fischer, Natasha Lopes Yang, Jiekun Liu, Limin Trivedi, Prasad Stelow, Edward B. Stukenberg, P. Todd Parsons, J. Thomas Bauer, Todd W. Adli, Mazhar |
author_facet | Szlachta, Karol Kuscu, Cem Tufan, Turan Adair, Sara J. Shang, Stephen Michaels, Alex D. Mullen, Matthew G. Fischer, Natasha Lopes Yang, Jiekun Liu, Limin Trivedi, Prasad Stelow, Edward B. Stukenberg, P. Todd Parsons, J. Thomas Bauer, Todd W. Adli, Mazhar |
author_sort | Szlachta, Karol |
collection | PubMed |
description | Predicting the response and identifying additional targets that will improve the efficacy of chemotherapy is a major goal in cancer research. Through large-scale in vivo and in vitro CRISPR knockout screens in pancreatic ductal adenocarcinoma cells, we identified genes whose genetic deletion or pharmacologic inhibition synergistically increase the cytotoxicity of MEK signaling inhibitors. Furthermore, we show that CRISPR viability scores combined with basal gene expression levels could model global cellular responses to the drug treatment. We develop drug response evaluation by in vivo CRISPR screening (DREBIC) method and validated its efficacy using large-scale experimental data from independent experiments. Comparative analyses demonstrate that DREBIC predicts drug response in cancer cells from a wide range of tissues with high accuracy and identifies therapeutic vulnerabilities of cancer-causing mutations to MEK inhibitors in various cancer types. |
format | Online Article Text |
id | pubmed-6189038 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-61890382018-10-17 CRISPR knockout screening identifies combinatorial drug targets in pancreatic cancer and models cellular drug response Szlachta, Karol Kuscu, Cem Tufan, Turan Adair, Sara J. Shang, Stephen Michaels, Alex D. Mullen, Matthew G. Fischer, Natasha Lopes Yang, Jiekun Liu, Limin Trivedi, Prasad Stelow, Edward B. Stukenberg, P. Todd Parsons, J. Thomas Bauer, Todd W. Adli, Mazhar Nat Commun Article Predicting the response and identifying additional targets that will improve the efficacy of chemotherapy is a major goal in cancer research. Through large-scale in vivo and in vitro CRISPR knockout screens in pancreatic ductal adenocarcinoma cells, we identified genes whose genetic deletion or pharmacologic inhibition synergistically increase the cytotoxicity of MEK signaling inhibitors. Furthermore, we show that CRISPR viability scores combined with basal gene expression levels could model global cellular responses to the drug treatment. We develop drug response evaluation by in vivo CRISPR screening (DREBIC) method and validated its efficacy using large-scale experimental data from independent experiments. Comparative analyses demonstrate that DREBIC predicts drug response in cancer cells from a wide range of tissues with high accuracy and identifies therapeutic vulnerabilities of cancer-causing mutations to MEK inhibitors in various cancer types. Nature Publishing Group UK 2018-10-15 /pmc/articles/PMC6189038/ /pubmed/30323222 http://dx.doi.org/10.1038/s41467-018-06676-2 Text en © The Author(s) 2018 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Szlachta, Karol Kuscu, Cem Tufan, Turan Adair, Sara J. Shang, Stephen Michaels, Alex D. Mullen, Matthew G. Fischer, Natasha Lopes Yang, Jiekun Liu, Limin Trivedi, Prasad Stelow, Edward B. Stukenberg, P. Todd Parsons, J. Thomas Bauer, Todd W. Adli, Mazhar CRISPR knockout screening identifies combinatorial drug targets in pancreatic cancer and models cellular drug response |
title | CRISPR knockout screening identifies combinatorial drug targets in pancreatic cancer and models cellular drug response |
title_full | CRISPR knockout screening identifies combinatorial drug targets in pancreatic cancer and models cellular drug response |
title_fullStr | CRISPR knockout screening identifies combinatorial drug targets in pancreatic cancer and models cellular drug response |
title_full_unstemmed | CRISPR knockout screening identifies combinatorial drug targets in pancreatic cancer and models cellular drug response |
title_short | CRISPR knockout screening identifies combinatorial drug targets in pancreatic cancer and models cellular drug response |
title_sort | crispr knockout screening identifies combinatorial drug targets in pancreatic cancer and models cellular drug response |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6189038/ https://www.ncbi.nlm.nih.gov/pubmed/30323222 http://dx.doi.org/10.1038/s41467-018-06676-2 |
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