• 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