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An integrated bioinformatics analysis to dissect kinase dependency in triple negative breast cancer
BACKGROUND: Triple-Negative Breast Cancer (TNBC) is an aggressive disease with a poor prognosis. Clinically, TNBC patients have limited treatment options besides chemotherapy. The goal of this study was to determine the kinase dependency in TNBC cell lines and to predict compounds that could inhibit...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4682411/ https://www.ncbi.nlm.nih.gov/pubmed/26681397 http://dx.doi.org/10.1186/1471-2164-16-S12-S2 |
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author | Ryall, Karen A Kim, Jihye Klauck, Peter J Shin, Jimin Yoo, Minjae Ionkina, Anastasia Pitts, Todd M Tentler, John J Diamond, Jennifer R Eckhardt, S Gail Heasley, Lynn E Kang, Jaewoo Tan, Aik Choon |
author_facet | Ryall, Karen A Kim, Jihye Klauck, Peter J Shin, Jimin Yoo, Minjae Ionkina, Anastasia Pitts, Todd M Tentler, John J Diamond, Jennifer R Eckhardt, S Gail Heasley, Lynn E Kang, Jaewoo Tan, Aik Choon |
author_sort | Ryall, Karen A |
collection | PubMed |
description | BACKGROUND: Triple-Negative Breast Cancer (TNBC) is an aggressive disease with a poor prognosis. Clinically, TNBC patients have limited treatment options besides chemotherapy. The goal of this study was to determine the kinase dependency in TNBC cell lines and to predict compounds that could inhibit these kinases using integrative bioinformatics analysis. RESULTS: We integrated publicly available gene expression data, high-throughput pharmacological profiling data, and quantitative in vitro kinase binding data to determine the kinase dependency in 12 TNBC cell lines. We employed Kinase Addiction Ranker (KAR), a novel bioinformatics approach, which integrated these data sources to dissect kinase dependency in TNBC cell lines. We then used the kinase dependency predicted by KAR for each TNBC cell line to query K-Map for compounds targeting these kinases. Wevalidated our predictions using published and new experimental data. CONCLUSIONS: In summary, we implemented an integrative bioinformatics analysis that determines kinase dependency in TNBC. Our analysis revealed candidate kinases as potential targets in TNBC for further pharmacological and biological studies. |
format | Online Article Text |
id | pubmed-4682411 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-46824112015-12-21 An integrated bioinformatics analysis to dissect kinase dependency in triple negative breast cancer Ryall, Karen A Kim, Jihye Klauck, Peter J Shin, Jimin Yoo, Minjae Ionkina, Anastasia Pitts, Todd M Tentler, John J Diamond, Jennifer R Eckhardt, S Gail Heasley, Lynn E Kang, Jaewoo Tan, Aik Choon BMC Genomics Research BACKGROUND: Triple-Negative Breast Cancer (TNBC) is an aggressive disease with a poor prognosis. Clinically, TNBC patients have limited treatment options besides chemotherapy. The goal of this study was to determine the kinase dependency in TNBC cell lines and to predict compounds that could inhibit these kinases using integrative bioinformatics analysis. RESULTS: We integrated publicly available gene expression data, high-throughput pharmacological profiling data, and quantitative in vitro kinase binding data to determine the kinase dependency in 12 TNBC cell lines. We employed Kinase Addiction Ranker (KAR), a novel bioinformatics approach, which integrated these data sources to dissect kinase dependency in TNBC cell lines. We then used the kinase dependency predicted by KAR for each TNBC cell line to query K-Map for compounds targeting these kinases. Wevalidated our predictions using published and new experimental data. CONCLUSIONS: In summary, we implemented an integrative bioinformatics analysis that determines kinase dependency in TNBC. Our analysis revealed candidate kinases as potential targets in TNBC for further pharmacological and biological studies. BioMed Central 2015-12-09 /pmc/articles/PMC4682411/ /pubmed/26681397 http://dx.doi.org/10.1186/1471-2164-16-S12-S2 Text en Copyright © 2015 Ryall et al. http://creativecommons.org/licenses/by/4.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Ryall, Karen A Kim, Jihye Klauck, Peter J Shin, Jimin Yoo, Minjae Ionkina, Anastasia Pitts, Todd M Tentler, John J Diamond, Jennifer R Eckhardt, S Gail Heasley, Lynn E Kang, Jaewoo Tan, Aik Choon An integrated bioinformatics analysis to dissect kinase dependency in triple negative breast cancer |
title | An integrated bioinformatics analysis to dissect kinase dependency in triple negative breast cancer |
title_full | An integrated bioinformatics analysis to dissect kinase dependency in triple negative breast cancer |
title_fullStr | An integrated bioinformatics analysis to dissect kinase dependency in triple negative breast cancer |
title_full_unstemmed | An integrated bioinformatics analysis to dissect kinase dependency in triple negative breast cancer |
title_short | An integrated bioinformatics analysis to dissect kinase dependency in triple negative breast cancer |
title_sort | integrated bioinformatics analysis to dissect kinase dependency in triple negative breast cancer |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4682411/ https://www.ncbi.nlm.nih.gov/pubmed/26681397 http://dx.doi.org/10.1186/1471-2164-16-S12-S2 |
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