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.
On the use of stochastic Petri nets in the analysis of Signal Transduction Pathways for Angiogenesis process
NAPIONE, lucia;MANINI, DANIELE;CORDERO, Francesca;HORVATH, Andras;PICCO, ANDREA;DE PIERRO, Massimiliano;PAVAN, Simona;SERENO, Matteo;VEGLIO, ANDREA;BUSSOLINO, Federico;BALBO, Gianfranco
2009-01-01
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.File | Dimensione | Formato | |
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