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Data vignettes for the application of response surface models in drug combination analysis
This data set contains the data used in Twarog et al. (2021) to examine the robustness and utility of response surface models in drug combination analysis. It includes simulated experimental data for the evaluation of traditional index methods, as well as a processed library of interaction metrics e...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8461350/ https://www.ncbi.nlm.nih.gov/pubmed/34589567 http://dx.doi.org/10.1016/j.dib.2021.107400 |
_version_ | 1784571960268685312 |
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author | Twarog, Nathaniel R. Martinez, Nancy E. Gartrell, Jessica Xie, Jia Tinkle, Christopher L. Shelat, Anang A. |
author_facet | Twarog, Nathaniel R. Martinez, Nancy E. Gartrell, Jessica Xie, Jia Tinkle, Christopher L. Shelat, Anang A. |
author_sort | Twarog, Nathaniel R. |
collection | PubMed |
description | This data set contains the data used in Twarog et al. (2021) to examine the robustness and utility of response surface models in drug combination analysis. It includes simulated experimental data for the evaluation of traditional index methods, as well as a processed library of interaction metrics evaluated on the Merck OncoPolyPharmacology Screen (O'Neil et al., 2016), the scripts used to implement those metrics on all tested combinations in that screen, and scripts to evaluate the performance of those metrics in comparison with real-world mechanistic classifications. Finally, the data set includes data from several published and unpublished drug combination experiments, and scripts which allow the analyses of those experiments to be replicated and applied to new data. |
format | Online Article Text |
id | pubmed-8461350 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-84613502021-09-28 Data vignettes for the application of response surface models in drug combination analysis Twarog, Nathaniel R. Martinez, Nancy E. Gartrell, Jessica Xie, Jia Tinkle, Christopher L. Shelat, Anang A. Data Brief Data Article This data set contains the data used in Twarog et al. (2021) to examine the robustness and utility of response surface models in drug combination analysis. It includes simulated experimental data for the evaluation of traditional index methods, as well as a processed library of interaction metrics evaluated on the Merck OncoPolyPharmacology Screen (O'Neil et al., 2016), the scripts used to implement those metrics on all tested combinations in that screen, and scripts to evaluate the performance of those metrics in comparison with real-world mechanistic classifications. Finally, the data set includes data from several published and unpublished drug combination experiments, and scripts which allow the analyses of those experiments to be replicated and applied to new data. Elsevier 2021-09-20 /pmc/articles/PMC8461350/ /pubmed/34589567 http://dx.doi.org/10.1016/j.dib.2021.107400 Text en © 2021 The Authors. Published by Elsevier Inc. https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Data Article Twarog, Nathaniel R. Martinez, Nancy E. Gartrell, Jessica Xie, Jia Tinkle, Christopher L. Shelat, Anang A. Data vignettes for the application of response surface models in drug combination analysis |
title | Data vignettes for the application of response surface models in drug combination analysis |
title_full | Data vignettes for the application of response surface models in drug combination analysis |
title_fullStr | Data vignettes for the application of response surface models in drug combination analysis |
title_full_unstemmed | Data vignettes for the application of response surface models in drug combination analysis |
title_short | Data vignettes for the application of response surface models in drug combination analysis |
title_sort | data vignettes for the application of response surface models in drug combination analysis |
topic | Data Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8461350/ https://www.ncbi.nlm.nih.gov/pubmed/34589567 http://dx.doi.org/10.1016/j.dib.2021.107400 |
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