DocumentCode :
1900298
Title :
Parameter Estimation and Tuning of Firefly Luciferase Pathway Model
Author :
Manninen, T. ; Ribeiro, A. ; Lloyd-Price, J. ; Linne, M.-L. ; Ruohonen, K. ; Yli-Harja, O. ; Kauffinan, S.A.
Author_Institution :
Tampere Univ. of Technol., Tampere
fYear :
2007
fDate :
10-12 June 2007
Firstpage :
1
Lastpage :
4
Abstract :
In this work, firefly luciferase activities are studied to create a new model for the kinetics of the system. In the previous studies, the experimental and simulation results of light intensities generated from a firefly luciferin-luciferase system have not been identical. We show that small changes in the previous theoretical model allow a far better match to experimental results. In addition to deterministic differential equations, we also use stochastic approaches to simulate and verify the new model. The Gillespie stochastic simulation algorithm and the Ito stochastic differential equation where the stochasticity is incorporated into the rate constants are used.
Keywords :
differential equations; parameter estimation; stochastic processes; Gillespie stochastic simulation algorithm; Ito stochastic differential equation; deterministic differential equations; firefly luciferase pathway model tuning; light intensities generated; parameter estimation; rate constants; Bioluminescence; Chemicals; Differential equations; Kinetic theory; Mathematical model; Mathematics; Parameter estimation; Physics; Signal processing algorithms; Stochastic processes;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Genomic Signal Processing and Statistics, 2007. GENSIPS 2007. IEEE International Workshop on
Conference_Location :
Tuusula
Print_ISBN :
978-1-4244-0998-3
Type :
conf
DOI :
10.1109/GENSIPS.2007.4365829
Filename :
4365829
Link To Document :
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