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...
Autores principales: | , , , , , , |
---|---|
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 |