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A logic-based method to build signaling networks and propose experimental plans

With the dramatic increase of the diversity and the sheer quantity of biological data generated, the construction of comprehensive signaling networks that include precise mechanisms cannot be carried out manually anymore. In this context, we propose a logic-based method that allows building large si...

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Autores principales: Rougny, Adrien, Gloaguen, Pauline, Langonné, Nathalie, Reiter, Eric, Crépieux, Pascale, Poupon, Anne, Froidevaux, Christine
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5959848/
https://www.ncbi.nlm.nih.gov/pubmed/29777117
http://dx.doi.org/10.1038/s41598-018-26006-2
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author Rougny, Adrien
Gloaguen, Pauline
Langonné, Nathalie
Reiter, Eric
Crépieux, Pascale
Poupon, Anne
Froidevaux, Christine
author_facet Rougny, Adrien
Gloaguen, Pauline
Langonné, Nathalie
Reiter, Eric
Crépieux, Pascale
Poupon, Anne
Froidevaux, Christine
author_sort Rougny, Adrien
collection PubMed
description With the dramatic increase of the diversity and the sheer quantity of biological data generated, the construction of comprehensive signaling networks that include precise mechanisms cannot be carried out manually anymore. In this context, we propose a logic-based method that allows building large signaling networks automatically. Our method is based on a set of expert rules that make explicit the reasoning made by biologists when interpreting experimental results coming from a wide variety of experiment types. These rules allow formulating all the conclusions that can be inferred from a set of experimental results, and thus building all the possible networks that explain these results. Moreover, given an hypothesis, our system proposes experimental plans to carry out in order to validate or invalidate it. To evaluate the performance of our method, we applied our framework to the reconstruction of the FSHR-induced and the EGFR-induced signaling networks. The FSHR is known to induce the transactivation of the EGFR, but very little is known on the resulting FSH- and EGF-dependent network. We built a single network using data underlying both networks. This leads to a new hypothesis on the activation of MEK by p38MAPK, which we validate experimentally. These preliminary results represent a first step in the demonstration of a cross-talk between these two major MAP kinases pathways.
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spelling pubmed-59598482018-05-24 A logic-based method to build signaling networks and propose experimental plans Rougny, Adrien Gloaguen, Pauline Langonné, Nathalie Reiter, Eric Crépieux, Pascale Poupon, Anne Froidevaux, Christine Sci Rep Article With the dramatic increase of the diversity and the sheer quantity of biological data generated, the construction of comprehensive signaling networks that include precise mechanisms cannot be carried out manually anymore. In this context, we propose a logic-based method that allows building large signaling networks automatically. Our method is based on a set of expert rules that make explicit the reasoning made by biologists when interpreting experimental results coming from a wide variety of experiment types. These rules allow formulating all the conclusions that can be inferred from a set of experimental results, and thus building all the possible networks that explain these results. Moreover, given an hypothesis, our system proposes experimental plans to carry out in order to validate or invalidate it. To evaluate the performance of our method, we applied our framework to the reconstruction of the FSHR-induced and the EGFR-induced signaling networks. The FSHR is known to induce the transactivation of the EGFR, but very little is known on the resulting FSH- and EGF-dependent network. We built a single network using data underlying both networks. This leads to a new hypothesis on the activation of MEK by p38MAPK, which we validate experimentally. These preliminary results represent a first step in the demonstration of a cross-talk between these two major MAP kinases pathways. Nature Publishing Group UK 2018-05-18 /pmc/articles/PMC5959848/ /pubmed/29777117 http://dx.doi.org/10.1038/s41598-018-26006-2 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
Rougny, Adrien
Gloaguen, Pauline
Langonné, Nathalie
Reiter, Eric
Crépieux, Pascale
Poupon, Anne
Froidevaux, Christine
A logic-based method to build signaling networks and propose experimental plans
title A logic-based method to build signaling networks and propose experimental plans
title_full A logic-based method to build signaling networks and propose experimental plans
title_fullStr A logic-based method to build signaling networks and propose experimental plans
title_full_unstemmed A logic-based method to build signaling networks and propose experimental plans
title_short A logic-based method to build signaling networks and propose experimental plans
title_sort logic-based method to build signaling networks and propose experimental plans
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5959848/
https://www.ncbi.nlm.nih.gov/pubmed/29777117
http://dx.doi.org/10.1038/s41598-018-26006-2
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