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Neuroprotective Drug for Nerve Trauma Revealed Using Artificial Intelligence

Here we used a systems biology approach and artificial intelligence to identify a neuroprotective agent for the treatment of peripheral nerve root avulsion. Based on accumulated knowledge of the neurodegenerative and neuroprotective processes that occur in motoneurons after root avulsion, we built u...

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Autores principales: Romeo-Guitart, David, Forés, Joaquim, Herrando-Grabulosa, Mireia, Valls, Raquel, Leiva-Rodríguez, Tatiana, Galea, Elena, González-Pérez, Francisco, Navarro, Xavier, Petegnief, Valerie, Bosch, Assumpció, Coma, Mireia, Mas, José Manuel, Casas, Caty
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5790005/
https://www.ncbi.nlm.nih.gov/pubmed/29382857
http://dx.doi.org/10.1038/s41598-018-19767-3
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author Romeo-Guitart, David
Forés, Joaquim
Herrando-Grabulosa, Mireia
Valls, Raquel
Leiva-Rodríguez, Tatiana
Galea, Elena
González-Pérez, Francisco
Navarro, Xavier
Petegnief, Valerie
Bosch, Assumpció
Coma, Mireia
Mas, José Manuel
Casas, Caty
author_facet Romeo-Guitart, David
Forés, Joaquim
Herrando-Grabulosa, Mireia
Valls, Raquel
Leiva-Rodríguez, Tatiana
Galea, Elena
González-Pérez, Francisco
Navarro, Xavier
Petegnief, Valerie
Bosch, Assumpció
Coma, Mireia
Mas, José Manuel
Casas, Caty
author_sort Romeo-Guitart, David
collection PubMed
description Here we used a systems biology approach and artificial intelligence to identify a neuroprotective agent for the treatment of peripheral nerve root avulsion. Based on accumulated knowledge of the neurodegenerative and neuroprotective processes that occur in motoneurons after root avulsion, we built up protein networks and converted them into mathematical models. Unbiased proteomic data from our preclinical models were used for machine learning algorithms and for restrictions to be imposed on mathematical solutions. Solutions allowed us to identify combinations of repurposed drugs as potential neuroprotective agents and we validated them in our preclinical models. The best one, NeuroHeal, neuroprotected motoneurons, exerted anti-inflammatory properties and promoted functional locomotor recovery. NeuroHeal endorsed the activation of Sirtuin 1, which was essential for its neuroprotective effect. These results support the value of network-centric approaches for drug discovery and demonstrate the efficacy of NeuroHeal as adjuvant treatment with surgical repair for nervous system trauma.
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spelling pubmed-57900052018-02-15 Neuroprotective Drug for Nerve Trauma Revealed Using Artificial Intelligence Romeo-Guitart, David Forés, Joaquim Herrando-Grabulosa, Mireia Valls, Raquel Leiva-Rodríguez, Tatiana Galea, Elena González-Pérez, Francisco Navarro, Xavier Petegnief, Valerie Bosch, Assumpció Coma, Mireia Mas, José Manuel Casas, Caty Sci Rep Article Here we used a systems biology approach and artificial intelligence to identify a neuroprotective agent for the treatment of peripheral nerve root avulsion. Based on accumulated knowledge of the neurodegenerative and neuroprotective processes that occur in motoneurons after root avulsion, we built up protein networks and converted them into mathematical models. Unbiased proteomic data from our preclinical models were used for machine learning algorithms and for restrictions to be imposed on mathematical solutions. Solutions allowed us to identify combinations of repurposed drugs as potential neuroprotective agents and we validated them in our preclinical models. The best one, NeuroHeal, neuroprotected motoneurons, exerted anti-inflammatory properties and promoted functional locomotor recovery. NeuroHeal endorsed the activation of Sirtuin 1, which was essential for its neuroprotective effect. These results support the value of network-centric approaches for drug discovery and demonstrate the efficacy of NeuroHeal as adjuvant treatment with surgical repair for nervous system trauma. Nature Publishing Group UK 2018-01-30 /pmc/articles/PMC5790005/ /pubmed/29382857 http://dx.doi.org/10.1038/s41598-018-19767-3 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
Romeo-Guitart, David
Forés, Joaquim
Herrando-Grabulosa, Mireia
Valls, Raquel
Leiva-Rodríguez, Tatiana
Galea, Elena
González-Pérez, Francisco
Navarro, Xavier
Petegnief, Valerie
Bosch, Assumpció
Coma, Mireia
Mas, José Manuel
Casas, Caty
Neuroprotective Drug for Nerve Trauma Revealed Using Artificial Intelligence
title Neuroprotective Drug for Nerve Trauma Revealed Using Artificial Intelligence
title_full Neuroprotective Drug for Nerve Trauma Revealed Using Artificial Intelligence
title_fullStr Neuroprotective Drug for Nerve Trauma Revealed Using Artificial Intelligence
title_full_unstemmed Neuroprotective Drug for Nerve Trauma Revealed Using Artificial Intelligence
title_short Neuroprotective Drug for Nerve Trauma Revealed Using Artificial Intelligence
title_sort neuroprotective drug for nerve trauma revealed using artificial intelligence
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5790005/
https://www.ncbi.nlm.nih.gov/pubmed/29382857
http://dx.doi.org/10.1038/s41598-018-19767-3
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