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Integrating heterogeneous drug sensitivity data from cancer pharmacogenomic studies
The consistency of in vitro drug sensitivity data is of key importance for cancer pharmacogenomics. Previous attempts to correlate drug sensitivities from the large pharmacogenomics databases, such as the Cancer Cell Line Encyclopedia (CCLE) and the Genomics of Drug Sensitivity in Cancer (GDSC), hav...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Impact Journals LLC
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5239501/ https://www.ncbi.nlm.nih.gov/pubmed/27322211 http://dx.doi.org/10.18632/oncotarget.10010 |
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author | Pozdeyev, Nikita Yoo, Minjae Mackie, Ryan Schweppe, Rebecca E. Tan, Aik Choon Haugen, Bryan R. |
author_facet | Pozdeyev, Nikita Yoo, Minjae Mackie, Ryan Schweppe, Rebecca E. Tan, Aik Choon Haugen, Bryan R. |
author_sort | Pozdeyev, Nikita |
collection | PubMed |
description | The consistency of in vitro drug sensitivity data is of key importance for cancer pharmacogenomics. Previous attempts to correlate drug sensitivities from the large pharmacogenomics databases, such as the Cancer Cell Line Encyclopedia (CCLE) and the Genomics of Drug Sensitivity in Cancer (GDSC), have produced discordant results. We developed a new drug sensitivity metric, the area under the dose response curve adjusted for the range of tested drug concentrations, which allows integration of heterogeneous drug sensitivity data from the CCLE, the GDSC, and the Cancer Therapeutics Response Portal (CTRP). We show that there is moderate to good agreement of drug sensitivity data for many targeted therapies, particularly kinase inhibitors. The results of this largest cancer cell line drug sensitivity data analysis to date are accessible through the online portal, which serves as a platform for high power pharmacogenomics analysis. |
format | Online Article Text |
id | pubmed-5239501 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Impact Journals LLC |
record_format | MEDLINE/PubMed |
spelling | pubmed-52395012017-01-24 Integrating heterogeneous drug sensitivity data from cancer pharmacogenomic studies Pozdeyev, Nikita Yoo, Minjae Mackie, Ryan Schweppe, Rebecca E. Tan, Aik Choon Haugen, Bryan R. Oncotarget Research Paper The consistency of in vitro drug sensitivity data is of key importance for cancer pharmacogenomics. Previous attempts to correlate drug sensitivities from the large pharmacogenomics databases, such as the Cancer Cell Line Encyclopedia (CCLE) and the Genomics of Drug Sensitivity in Cancer (GDSC), have produced discordant results. We developed a new drug sensitivity metric, the area under the dose response curve adjusted for the range of tested drug concentrations, which allows integration of heterogeneous drug sensitivity data from the CCLE, the GDSC, and the Cancer Therapeutics Response Portal (CTRP). We show that there is moderate to good agreement of drug sensitivity data for many targeted therapies, particularly kinase inhibitors. The results of this largest cancer cell line drug sensitivity data analysis to date are accessible through the online portal, which serves as a platform for high power pharmacogenomics analysis. Impact Journals LLC 2016-06-14 /pmc/articles/PMC5239501/ /pubmed/27322211 http://dx.doi.org/10.18632/oncotarget.10010 Text en Copyright: © 2016 Pozdeyev et al. http://creativecommons.org/licenses/by/2.5/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Paper Pozdeyev, Nikita Yoo, Minjae Mackie, Ryan Schweppe, Rebecca E. Tan, Aik Choon Haugen, Bryan R. Integrating heterogeneous drug sensitivity data from cancer pharmacogenomic studies |
title | Integrating heterogeneous drug sensitivity data from cancer pharmacogenomic studies |
title_full | Integrating heterogeneous drug sensitivity data from cancer pharmacogenomic studies |
title_fullStr | Integrating heterogeneous drug sensitivity data from cancer pharmacogenomic studies |
title_full_unstemmed | Integrating heterogeneous drug sensitivity data from cancer pharmacogenomic studies |
title_short | Integrating heterogeneous drug sensitivity data from cancer pharmacogenomic studies |
title_sort | integrating heterogeneous drug sensitivity data from cancer pharmacogenomic studies |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5239501/ https://www.ncbi.nlm.nih.gov/pubmed/27322211 http://dx.doi.org/10.18632/oncotarget.10010 |
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