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Neuroprotective drug for nerve trauma revealed using artificial intelligence

Authors :
Joaquim Forés
Xavier Navarro
Raquel Valls
Francisco González-Pérez
José Manuel Mas
Tatiana Leiva-Rodríguez
David Romeo-Guitart
Valérie Petegnief
Elena Galea
Mireia Herrando-Grabulosa
Assumpció Bosch
Caty Casas
Mireia Coma
Fundació La Marató de TV3
Ministerio de Economía y Competitividad (España)
Centro Investigación Biomédica en Red Enfermedades Neurodegenerativas (España)
European Commission
Romeo-Guitart, David
Leiva-Rodríguez, Tatiana
Navarro, Xavier
Casas, Caty
Romeo-Guitart, David [0000-0003-3368-9302]
Leiva-Rodríguez, Tatiana [0000-0003-0359-0045]
Navarro, Xavier[0000-0001-9849-902X]
Casas, Caty [0000-0002-2273-6321]
Source :
Scientific Reports, Vol 8, Iss 1, Pp 1-15 (2018), Scientific Reports, Dipòsit Digital de Documents de la UAB, Universitat Autònoma de Barcelona, Digital.CSIC. Repositorio Institucional del CSIC, instname
Publication Year :
2018

Abstract

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.<br />This work was mainly supported by a grant from Fundació La Marató-TV3 (#110432, CC, AB & VP) that funded the work and contracts of TLR and MHG and partially by the Ministerio de Economía y Competitividad of Spain (#SAF 2014-59701, CC, DRG, & TLR). We are also grateful for support from CIBERNED and funding from the European Union Seventh Framework Programme for research, technological development, and demonstration (#306240, XN, FRP & CC). Part of the research leading to these results has also received funding from the European Union’s Seventh Framework Programme for research, technological development and demonstration under grant agreement no. 306240.

Details

Language :
English
Database :
OpenAIRE
Journal :
Scientific Reports, Vol 8, Iss 1, Pp 1-15 (2018), Scientific Reports, Dipòsit Digital de Documents de la UAB, Universitat Autònoma de Barcelona, Digital.CSIC. Repositorio Institucional del CSIC, instname
Accession number :
edsair.doi.dedup.....6a8bf03aa271b11cadd61ac38d3b7aa3