Cargando…

Signaling pathway cloud regulation for in silico screening and ranking of the potential geroprotective drugs

The major challenges of aging research include absence of the comprehensive set of aging biomarkers, the time it takes to evaluate the effects of various interventions on longevity in humans and the difficulty extrapolating the results from model organisms to humans. To address these challenges we p...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhavoronkov, Alex, Buzdin, Anton A., Garazha, Andrey V., Borisov, Nikolay M., Moskalev, Alexey A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3940060/
https://www.ncbi.nlm.nih.gov/pubmed/24624136
http://dx.doi.org/10.3389/fgene.2014.00049
_version_ 1782305772768591872
author Zhavoronkov, Alex
Buzdin, Anton A.
Garazha, Andrey V.
Borisov, Nikolay M.
Moskalev, Alexey A.
author_facet Zhavoronkov, Alex
Buzdin, Anton A.
Garazha, Andrey V.
Borisov, Nikolay M.
Moskalev, Alexey A.
author_sort Zhavoronkov, Alex
collection PubMed
description The major challenges of aging research include absence of the comprehensive set of aging biomarkers, the time it takes to evaluate the effects of various interventions on longevity in humans and the difficulty extrapolating the results from model organisms to humans. To address these challenges we propose the in silico method for screening and ranking the possible geroprotectors followed by the high-throughput in vivo and in vitro validation. The proposed method evaluates the changes in the collection of activated or suppressed signaling pathways involved in aging and longevity, termed signaling pathway cloud, constructed using the gene expression data and epigenetic profiles of young and old patients' tissues. The possible interventions are selected and rated according to their ability to regulate age-related changes and minimize differences in the signaling pathway cloud. While many algorithmic solutions to simulating the induction of the old into young metabolic profiles in silico are possible, this flexible and scalable approach may potentially be used to predict the efficacy of the many drugs that may extend human longevity before conducting pre-clinical work and expensive clinical trials.
format Online
Article
Text
id pubmed-3940060
institution National Center for Biotechnology Information
language English
publishDate 2014
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-39400602014-03-12 Signaling pathway cloud regulation for in silico screening and ranking of the potential geroprotective drugs Zhavoronkov, Alex Buzdin, Anton A. Garazha, Andrey V. Borisov, Nikolay M. Moskalev, Alexey A. Front Genet Genetics The major challenges of aging research include absence of the comprehensive set of aging biomarkers, the time it takes to evaluate the effects of various interventions on longevity in humans and the difficulty extrapolating the results from model organisms to humans. To address these challenges we propose the in silico method for screening and ranking the possible geroprotectors followed by the high-throughput in vivo and in vitro validation. The proposed method evaluates the changes in the collection of activated or suppressed signaling pathways involved in aging and longevity, termed signaling pathway cloud, constructed using the gene expression data and epigenetic profiles of young and old patients' tissues. The possible interventions are selected and rated according to their ability to regulate age-related changes and minimize differences in the signaling pathway cloud. While many algorithmic solutions to simulating the induction of the old into young metabolic profiles in silico are possible, this flexible and scalable approach may potentially be used to predict the efficacy of the many drugs that may extend human longevity before conducting pre-clinical work and expensive clinical trials. Frontiers Media S.A. 2014-03-03 /pmc/articles/PMC3940060/ /pubmed/24624136 http://dx.doi.org/10.3389/fgene.2014.00049 Text en Copyright © 2014 Zhavoronkov, Buzdin, Garazha, Borissov and Moskalev. http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or 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 Genetics
Zhavoronkov, Alex
Buzdin, Anton A.
Garazha, Andrey V.
Borisov, Nikolay M.
Moskalev, Alexey A.
Signaling pathway cloud regulation for in silico screening and ranking of the potential geroprotective drugs
title Signaling pathway cloud regulation for in silico screening and ranking of the potential geroprotective drugs
title_full Signaling pathway cloud regulation for in silico screening and ranking of the potential geroprotective drugs
title_fullStr Signaling pathway cloud regulation for in silico screening and ranking of the potential geroprotective drugs
title_full_unstemmed Signaling pathway cloud regulation for in silico screening and ranking of the potential geroprotective drugs
title_short Signaling pathway cloud regulation for in silico screening and ranking of the potential geroprotective drugs
title_sort signaling pathway cloud regulation for in silico screening and ranking of the potential geroprotective drugs
topic Genetics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3940060/
https://www.ncbi.nlm.nih.gov/pubmed/24624136
http://dx.doi.org/10.3389/fgene.2014.00049
work_keys_str_mv AT zhavoronkovalex signalingpathwaycloudregulationforinsilicoscreeningandrankingofthepotentialgeroprotectivedrugs
AT buzdinantona signalingpathwaycloudregulationforinsilicoscreeningandrankingofthepotentialgeroprotectivedrugs
AT garazhaandreyv signalingpathwaycloudregulationforinsilicoscreeningandrankingofthepotentialgeroprotectivedrugs
AT borisovnikolaym signalingpathwaycloudregulationforinsilicoscreeningandrankingofthepotentialgeroprotectivedrugs
AT moskalevalexeya signalingpathwaycloudregulationforinsilicoscreeningandrankingofthepotentialgeroprotectivedrugs