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On the use of stochastic Petri nets in the analysis of Signal Transduction Pathways for Angiogenesis process

Contributo in Atti di convegno
Data di Pubblicazione:
2009
Abstract:
In this paper we consider the modeling of a selected portion of signal transduction events involved in the angiogenesis process. The detailed model of this process contains a large number of parameters and the data available from wet-lab experiments are not sufficient to obtain reliable estimates for all of them. To overcome this problem, we suggest ways to simplify the detailed representation that result in models with a smaller number of parameters still capturing the overall behaviour of the detailed one. Starting from a detailed stochastic Petri net (SPN) model that accounts for all the reactions of the signal transduction cascade, using structural properties combined with the knowledge of the biological phenomena, we propose a set of model reductions.
Tipologia CRIS:
04A-Conference paper in volume
Keywords:
Stochastic Petri Nets; Parameter estimation; Model simplification; Structural properties; Systems Biology; Signal transduction pathways; Angiogenesis
Elenco autori:
L. Napione; D. Manini; F. Cordero; A. Horvath; A. Picco; M. De Pierro; S. Pavan; M. Sereno; A. Veglio; F. Bussolino; G. Balbo
Autori di Ateneo:
CORDERO Francesca
DE PIERRO Massimiliano
HORVATH Andras
SERENO Matteo
Link alla scheda completa:
https://iris.unito.it/handle/2318/62310
Titolo del libro:
CMSB 2009
Pubblicato in:
LECTURE NOTES IN COMPUTER SCIENCE
Journal
LECTURE NOTES IN COMPUTER SCIENCE
Series
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