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Drug treatment efficiency depends on the initial state of activation in nonlinear pathways

An accurate prediction of the outcome of a given drug treatment requires quantitative values for all parameters and concentrations involved as well as a detailed characterization of the network of interactions where the target molecule is embedded. Here, we present a high-throughput in silico screen...

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Detalles Bibliográficos
Autores principales: Doldán-Martelli, Victoria, Míguez, David G.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6104077/
https://www.ncbi.nlm.nih.gov/pubmed/30131510
http://dx.doi.org/10.1038/s41598-018-30913-9
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author Doldán-Martelli, Victoria
Míguez, David G.
author_facet Doldán-Martelli, Victoria
Míguez, David G.
author_sort Doldán-Martelli, Victoria
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description An accurate prediction of the outcome of a given drug treatment requires quantitative values for all parameters and concentrations involved as well as a detailed characterization of the network of interactions where the target molecule is embedded. Here, we present a high-throughput in silico screening of all potential networks of three interacting nodes to study the effect of the initial conditions of the network in the efficiency of drug inhibition. Our study shows that most network topologies can induce multiple dose-response curves, where the treatment has an enhanced, reduced or even no effect depending on the initial conditions. The type of dual response observed depends on how the potential bistable regimes interplay with the inhibition of one of the nodes inside a nonlinear pathway architecture. We propose that this dependence of the strength of the drug on the initial state of activation of the pathway may be affecting the outcome and the reproducibility of drug studies and clinical trials.
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spelling pubmed-61040772018-08-27 Drug treatment efficiency depends on the initial state of activation in nonlinear pathways Doldán-Martelli, Victoria Míguez, David G. Sci Rep Article An accurate prediction of the outcome of a given drug treatment requires quantitative values for all parameters and concentrations involved as well as a detailed characterization of the network of interactions where the target molecule is embedded. Here, we present a high-throughput in silico screening of all potential networks of three interacting nodes to study the effect of the initial conditions of the network in the efficiency of drug inhibition. Our study shows that most network topologies can induce multiple dose-response curves, where the treatment has an enhanced, reduced or even no effect depending on the initial conditions. The type of dual response observed depends on how the potential bistable regimes interplay with the inhibition of one of the nodes inside a nonlinear pathway architecture. We propose that this dependence of the strength of the drug on the initial state of activation of the pathway may be affecting the outcome and the reproducibility of drug studies and clinical trials. Nature Publishing Group UK 2018-08-21 /pmc/articles/PMC6104077/ /pubmed/30131510 http://dx.doi.org/10.1038/s41598-018-30913-9 Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Doldán-Martelli, Victoria
Míguez, David G.
Drug treatment efficiency depends on the initial state of activation in nonlinear pathways
title Drug treatment efficiency depends on the initial state of activation in nonlinear pathways
title_full Drug treatment efficiency depends on the initial state of activation in nonlinear pathways
title_fullStr Drug treatment efficiency depends on the initial state of activation in nonlinear pathways
title_full_unstemmed Drug treatment efficiency depends on the initial state of activation in nonlinear pathways
title_short Drug treatment efficiency depends on the initial state of activation in nonlinear pathways
title_sort drug treatment efficiency depends on the initial state of activation in nonlinear pathways
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6104077/
https://www.ncbi.nlm.nih.gov/pubmed/30131510
http://dx.doi.org/10.1038/s41598-018-30913-9
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