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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...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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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. |
format | Online Article Text |
id | pubmed-5790005 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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