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SynToxProfiler: An interactive analysis of drug combination synergy, toxicity and efficacy
Drug combinations are becoming a standard treatment of many complex diseases due to their capability to overcome resistance to monotherapy. In the current preclinical drug combination screening, the top combinations for further study are often selected based on synergy alone, without considering the...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7018095/ https://www.ncbi.nlm.nih.gov/pubmed/32012154 http://dx.doi.org/10.1371/journal.pcbi.1007604 |
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author | Ianevski, Aleksandr Timonen, Sanna Kononov, Alexander Aittokallio, Tero Giri, Anil K. |
author_facet | Ianevski, Aleksandr Timonen, Sanna Kononov, Alexander Aittokallio, Tero Giri, Anil K. |
author_sort | Ianevski, Aleksandr |
collection | PubMed |
description | Drug combinations are becoming a standard treatment of many complex diseases due to their capability to overcome resistance to monotherapy. In the current preclinical drug combination screening, the top combinations for further study are often selected based on synergy alone, without considering the combination efficacy and toxicity effects, even though these are critical determinants for the clinical success of a therapy. To promote the prioritization of drug combinations based on integrated analysis of synergy, efficacy and toxicity profiles, we implemented a web-based open-source tool, SynToxProfiler (Synergy-Toxicity-Profiler). When applied to 20 anti-cancer drug combinations tested both in healthy control and T-cell prolymphocytic leukemia (T-PLL) patient cells, as well as to 77 anti-viral drug pairs tested in Huh7 liver cell line with and without Ebola virus infection, SynToxProfiler prioritized as top hits those synergistic drug pairs that showed higher selective efficacy (difference between efficacy and toxicity), which offers an improved likelihood for clinical success. |
format | Online Article Text |
id | pubmed-7018095 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-70180952020-02-26 SynToxProfiler: An interactive analysis of drug combination synergy, toxicity and efficacy Ianevski, Aleksandr Timonen, Sanna Kononov, Alexander Aittokallio, Tero Giri, Anil K. PLoS Comput Biol Research Article Drug combinations are becoming a standard treatment of many complex diseases due to their capability to overcome resistance to monotherapy. In the current preclinical drug combination screening, the top combinations for further study are often selected based on synergy alone, without considering the combination efficacy and toxicity effects, even though these are critical determinants for the clinical success of a therapy. To promote the prioritization of drug combinations based on integrated analysis of synergy, efficacy and toxicity profiles, we implemented a web-based open-source tool, SynToxProfiler (Synergy-Toxicity-Profiler). When applied to 20 anti-cancer drug combinations tested both in healthy control and T-cell prolymphocytic leukemia (T-PLL) patient cells, as well as to 77 anti-viral drug pairs tested in Huh7 liver cell line with and without Ebola virus infection, SynToxProfiler prioritized as top hits those synergistic drug pairs that showed higher selective efficacy (difference between efficacy and toxicity), which offers an improved likelihood for clinical success. Public Library of Science 2020-02-03 /pmc/articles/PMC7018095/ /pubmed/32012154 http://dx.doi.org/10.1371/journal.pcbi.1007604 Text en © 2020 Ianevski 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 author and source are credited. |
spellingShingle | Research Article Ianevski, Aleksandr Timonen, Sanna Kononov, Alexander Aittokallio, Tero Giri, Anil K. SynToxProfiler: An interactive analysis of drug combination synergy, toxicity and efficacy |
title | SynToxProfiler: An interactive analysis of drug combination synergy, toxicity and efficacy |
title_full | SynToxProfiler: An interactive analysis of drug combination synergy, toxicity and efficacy |
title_fullStr | SynToxProfiler: An interactive analysis of drug combination synergy, toxicity and efficacy |
title_full_unstemmed | SynToxProfiler: An interactive analysis of drug combination synergy, toxicity and efficacy |
title_short | SynToxProfiler: An interactive analysis of drug combination synergy, toxicity and efficacy |
title_sort | syntoxprofiler: an interactive analysis of drug combination synergy, toxicity and efficacy |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7018095/ https://www.ncbi.nlm.nih.gov/pubmed/32012154 http://dx.doi.org/10.1371/journal.pcbi.1007604 |
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