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Screening and personalizing nootropic drugs and cognitive modulator regimens in silico
The go-to cognitive enhancers of today are those that are widely available rather than optimal for the user, including drugs typically prescribed for treatment of ADHD (e.g., methylphenidate) and sleep disturbances such as narcolepsy (modafinil). While highly effective in their intended therapeutic...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4319391/ https://www.ncbi.nlm.nih.gov/pubmed/25705179 http://dx.doi.org/10.3389/fnsys.2015.00004 |
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author | Jellen, Leslie C. Aliper, Alexander Buzdin, Anton Zhavoronkov, Alex |
author_facet | Jellen, Leslie C. Aliper, Alexander Buzdin, Anton Zhavoronkov, Alex |
author_sort | Jellen, Leslie C. |
collection | PubMed |
description | The go-to cognitive enhancers of today are those that are widely available rather than optimal for the user, including drugs typically prescribed for treatment of ADHD (e.g., methylphenidate) and sleep disturbances such as narcolepsy (modafinil). While highly effective in their intended therapeutic role, performance gains in healthy populations are modest at best and profoundly inconsistent across subgroups and individuals. We propose a method for in silico screening of possible novel cognitive enhancers followed by high-throughput in vivo and in vitro validation. The proposed method uses gene expression data to evaluate the the collection of activated or suppressed signaling pathways in tissues or neurons of the cognitively enhanced brain. An algorithm maps expression data onto signaling pathways and quantifies their individual activation strength. The collective pathways and their activation form what we term the signaling pathway cloud, a biological fingerprint of cognitive enhancement (or any other condition of interest). Drugs can then be screened and ranked based on their ability to minimize, mimic, or exaggerate pathway activation or suppression within that cloud. Using this approach, one may predict the efficacy of many drugs that may enhance various aspects of cognition before costly preclinical studies and clinical trials are undertaken. |
format | Online Article Text |
id | pubmed-4319391 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-43193912015-02-20 Screening and personalizing nootropic drugs and cognitive modulator regimens in silico Jellen, Leslie C. Aliper, Alexander Buzdin, Anton Zhavoronkov, Alex Front Syst Neurosci Neuroscience The go-to cognitive enhancers of today are those that are widely available rather than optimal for the user, including drugs typically prescribed for treatment of ADHD (e.g., methylphenidate) and sleep disturbances such as narcolepsy (modafinil). While highly effective in their intended therapeutic role, performance gains in healthy populations are modest at best and profoundly inconsistent across subgroups and individuals. We propose a method for in silico screening of possible novel cognitive enhancers followed by high-throughput in vivo and in vitro validation. The proposed method uses gene expression data to evaluate the the collection of activated or suppressed signaling pathways in tissues or neurons of the cognitively enhanced brain. An algorithm maps expression data onto signaling pathways and quantifies their individual activation strength. The collective pathways and their activation form what we term the signaling pathway cloud, a biological fingerprint of cognitive enhancement (or any other condition of interest). Drugs can then be screened and ranked based on their ability to minimize, mimic, or exaggerate pathway activation or suppression within that cloud. Using this approach, one may predict the efficacy of many drugs that may enhance various aspects of cognition before costly preclinical studies and clinical trials are undertaken. Frontiers Media S.A. 2015-02-06 /pmc/articles/PMC4319391/ /pubmed/25705179 http://dx.doi.org/10.3389/fnsys.2015.00004 Text en Copyright © 2015 Jellen, Aliper, Buzdin and Zhavoronkov. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution and reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Jellen, Leslie C. Aliper, Alexander Buzdin, Anton Zhavoronkov, Alex Screening and personalizing nootropic drugs and cognitive modulator regimens in silico |
title | Screening and personalizing nootropic drugs and cognitive modulator regimens in silico |
title_full | Screening and personalizing nootropic drugs and cognitive modulator regimens in silico |
title_fullStr | Screening and personalizing nootropic drugs and cognitive modulator regimens in silico |
title_full_unstemmed | Screening and personalizing nootropic drugs and cognitive modulator regimens in silico |
title_short | Screening and personalizing nootropic drugs and cognitive modulator regimens in silico |
title_sort | screening and personalizing nootropic drugs and cognitive modulator regimens in silico |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4319391/ https://www.ncbi.nlm.nih.gov/pubmed/25705179 http://dx.doi.org/10.3389/fnsys.2015.00004 |
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