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screenwerk: a modular tool for the design and analysis of drug combination screens
MOTIVATION: There is a rapidly growing interest in high-throughput drug combination screening to identify synergizing drug interactions for treatment of various maladies, such as cancer and infectious disease. This creates the need for pipelines that can be used to design such screens, perform quali...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9825784/ https://www.ncbi.nlm.nih.gov/pubmed/36573326 http://dx.doi.org/10.1093/bioinformatics/btac840 |
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author | Hanes, Robert Ayuda-Durán, Pilar Rønneberg, Leiv Nakken, Sigve Hovig, Eivind Zucknick, Manuela Enserink, Jorrit M |
author_facet | Hanes, Robert Ayuda-Durán, Pilar Rønneberg, Leiv Nakken, Sigve Hovig, Eivind Zucknick, Manuela Enserink, Jorrit M |
author_sort | Hanes, Robert |
collection | PubMed |
description | MOTIVATION: There is a rapidly growing interest in high-throughput drug combination screening to identify synergizing drug interactions for treatment of various maladies, such as cancer and infectious disease. This creates the need for pipelines that can be used to design such screens, perform quality control on the data and generate data files that can be analyzed by synergy-finding bioinformatics applications. RESULTS: screenwerk is an open-source, end-to-end modular tool available as an R-package for the design and analysis of drug combination screens. The tool allows for a customized build of pipelines through its modularity and provides a flexible approach to quality control and data analysis. screenwerk is adaptable to various experimental requirements with an emphasis on precision medicine. It can be coupled to other R packages, such as bayesynergy, to identify synergistic and antagonistic drug interactions in cell lines or patient samples. screenwerk is scalable and provides a complete solution for setting up drug sensitivity screens, read raw measurements and consolidate different datasets, perform various types of quality control and analyze, report and visualize the results of drug sensitivity screens. AVAILABILITY AND IMPLEMENTATION: The R-package and technical documentation is available at https://github.com/Enserink-lab/screenwerk; the R source code is publicly available at https://github.com/Enserink-lab/screenwerk under GNU General Public License v3.0; bayesynergy is accessible at https://github.com/ocbe-uio/bayesynergy. Selected modules are available through Galaxy, an open-source platform for FAIR data analysis at https://oncotools.elixir.no SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. |
format | Online Article Text |
id | pubmed-9825784 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-98257842023-01-10 screenwerk: a modular tool for the design and analysis of drug combination screens Hanes, Robert Ayuda-Durán, Pilar Rønneberg, Leiv Nakken, Sigve Hovig, Eivind Zucknick, Manuela Enserink, Jorrit M Bioinformatics Applications Note MOTIVATION: There is a rapidly growing interest in high-throughput drug combination screening to identify synergizing drug interactions for treatment of various maladies, such as cancer and infectious disease. This creates the need for pipelines that can be used to design such screens, perform quality control on the data and generate data files that can be analyzed by synergy-finding bioinformatics applications. RESULTS: screenwerk is an open-source, end-to-end modular tool available as an R-package for the design and analysis of drug combination screens. The tool allows for a customized build of pipelines through its modularity and provides a flexible approach to quality control and data analysis. screenwerk is adaptable to various experimental requirements with an emphasis on precision medicine. It can be coupled to other R packages, such as bayesynergy, to identify synergistic and antagonistic drug interactions in cell lines or patient samples. screenwerk is scalable and provides a complete solution for setting up drug sensitivity screens, read raw measurements and consolidate different datasets, perform various types of quality control and analyze, report and visualize the results of drug sensitivity screens. AVAILABILITY AND IMPLEMENTATION: The R-package and technical documentation is available at https://github.com/Enserink-lab/screenwerk; the R source code is publicly available at https://github.com/Enserink-lab/screenwerk under GNU General Public License v3.0; bayesynergy is accessible at https://github.com/ocbe-uio/bayesynergy. Selected modules are available through Galaxy, an open-source platform for FAIR data analysis at https://oncotools.elixir.no SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2022-12-27 /pmc/articles/PMC9825784/ /pubmed/36573326 http://dx.doi.org/10.1093/bioinformatics/btac840 Text en © The Author(s) 2022. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Applications Note Hanes, Robert Ayuda-Durán, Pilar Rønneberg, Leiv Nakken, Sigve Hovig, Eivind Zucknick, Manuela Enserink, Jorrit M screenwerk: a modular tool for the design and analysis of drug combination screens |
title | screenwerk: a modular tool for the design and analysis of drug combination screens |
title_full | screenwerk: a modular tool for the design and analysis of drug combination screens |
title_fullStr | screenwerk: a modular tool for the design and analysis of drug combination screens |
title_full_unstemmed | screenwerk: a modular tool for the design and analysis of drug combination screens |
title_short | screenwerk: a modular tool for the design and analysis of drug combination screens |
title_sort | screenwerk: a modular tool for the design and analysis of drug combination screens |
topic | Applications Note |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9825784/ https://www.ncbi.nlm.nih.gov/pubmed/36573326 http://dx.doi.org/10.1093/bioinformatics/btac840 |
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