Cargando…

Oncofinder, a new method for the analysis of intracellular signaling pathway activation using transcriptomic data

We propose a new biomathematical method, OncoFinder, for both quantitative and qualitative analysis of the intracellular signaling pathway activation (SPA). This method is universal and may be used for the analysis of any physiological, stress, malignancy and other perturbed conditions at the molecu...

Descripción completa

Detalles Bibliográficos
Autores principales: Buzdin, Anton A., Zhavoronkov, Alex A., Korzinkin, Mikhail B., Venkova, Larisa S., Zenin, Alexander A., Smirnov, Philip Yu., Borisov, Nikolay M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3971199/
https://www.ncbi.nlm.nih.gov/pubmed/24723936
http://dx.doi.org/10.3389/fgene.2014.00055
_version_ 1782309458996625408
author Buzdin, Anton A.
Zhavoronkov, Alex A.
Korzinkin, Mikhail B.
Venkova, Larisa S.
Zenin, Alexander A.
Smirnov, Philip Yu.
Borisov, Nikolay M.
author_facet Buzdin, Anton A.
Zhavoronkov, Alex A.
Korzinkin, Mikhail B.
Venkova, Larisa S.
Zenin, Alexander A.
Smirnov, Philip Yu.
Borisov, Nikolay M.
author_sort Buzdin, Anton A.
collection PubMed
description We propose a new biomathematical method, OncoFinder, for both quantitative and qualitative analysis of the intracellular signaling pathway activation (SPA). This method is universal and may be used for the analysis of any physiological, stress, malignancy and other perturbed conditions at the molecular level. In contrast to the other existing techniques for aggregation and generalization of the gene expression data for individual samples, we suggest to distinguish the positive/activator and negative/repressor role of every gene product in each pathway. We show that the relative importance of each gene product in a pathway can be assessed using kinetic models for “low-level” protein interactions. Although the importance factors for the pathway members cannot be so far established for most of the signaling pathways due to the lack of the required experimental data, we showed that ignoring these factors can be sometimes acceptable and that the simplified formula for SPA evaluation may be applied for many cases. We hope that due to its universal applicability, the method OncoFinder will be widely used by the researcher community.
format Online
Article
Text
id pubmed-3971199
institution National Center for Biotechnology Information
language English
publishDate 2014
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-39711992014-04-10 Oncofinder, a new method for the analysis of intracellular signaling pathway activation using transcriptomic data Buzdin, Anton A. Zhavoronkov, Alex A. Korzinkin, Mikhail B. Venkova, Larisa S. Zenin, Alexander A. Smirnov, Philip Yu. Borisov, Nikolay M. Front Genet Genetics We propose a new biomathematical method, OncoFinder, for both quantitative and qualitative analysis of the intracellular signaling pathway activation (SPA). This method is universal and may be used for the analysis of any physiological, stress, malignancy and other perturbed conditions at the molecular level. In contrast to the other existing techniques for aggregation and generalization of the gene expression data for individual samples, we suggest to distinguish the positive/activator and negative/repressor role of every gene product in each pathway. We show that the relative importance of each gene product in a pathway can be assessed using kinetic models for “low-level” protein interactions. Although the importance factors for the pathway members cannot be so far established for most of the signaling pathways due to the lack of the required experimental data, we showed that ignoring these factors can be sometimes acceptable and that the simplified formula for SPA evaluation may be applied for many cases. We hope that due to its universal applicability, the method OncoFinder will be widely used by the researcher community. Frontiers Media S.A. 2014-03-25 /pmc/articles/PMC3971199/ /pubmed/24723936 http://dx.doi.org/10.3389/fgene.2014.00055 Text en Copyright © 2014 Buzdin, Zhavoronkov, Korzinkin, Venkova, Zenin, Smirnov and Borisov. 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
Buzdin, Anton A.
Zhavoronkov, Alex A.
Korzinkin, Mikhail B.
Venkova, Larisa S.
Zenin, Alexander A.
Smirnov, Philip Yu.
Borisov, Nikolay M.
Oncofinder, a new method for the analysis of intracellular signaling pathway activation using transcriptomic data
title Oncofinder, a new method for the analysis of intracellular signaling pathway activation using transcriptomic data
title_full Oncofinder, a new method for the analysis of intracellular signaling pathway activation using transcriptomic data
title_fullStr Oncofinder, a new method for the analysis of intracellular signaling pathway activation using transcriptomic data
title_full_unstemmed Oncofinder, a new method for the analysis of intracellular signaling pathway activation using transcriptomic data
title_short Oncofinder, a new method for the analysis of intracellular signaling pathway activation using transcriptomic data
title_sort oncofinder, a new method for the analysis of intracellular signaling pathway activation using transcriptomic data
topic Genetics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3971199/
https://www.ncbi.nlm.nih.gov/pubmed/24723936
http://dx.doi.org/10.3389/fgene.2014.00055
work_keys_str_mv AT buzdinantona oncofinderanewmethodfortheanalysisofintracellularsignalingpathwayactivationusingtranscriptomicdata
AT zhavoronkovalexa oncofinderanewmethodfortheanalysisofintracellularsignalingpathwayactivationusingtranscriptomicdata
AT korzinkinmikhailb oncofinderanewmethodfortheanalysisofintracellularsignalingpathwayactivationusingtranscriptomicdata
AT venkovalarisas oncofinderanewmethodfortheanalysisofintracellularsignalingpathwayactivationusingtranscriptomicdata
AT zeninalexandera oncofinderanewmethodfortheanalysisofintracellularsignalingpathwayactivationusingtranscriptomicdata
AT smirnovphilipyu oncofinderanewmethodfortheanalysisofintracellularsignalingpathwayactivationusingtranscriptomicdata
AT borisovnikolaym oncofinderanewmethodfortheanalysisofintracellularsignalingpathwayactivationusingtranscriptomicdata