Title :
Discrete stochastic simulation of cell signaling: comparison of computational tools
Author :
Manninen, Tiina ; Makiraatikka, Eeva ; Ylipaa, Antti ; Pettinen, Antti ; Leinonen, Kalle ; Linne, Marja-Leena
Author_Institution :
Inst. of Signal Process., Tampere Univ. of Technol.
fDate :
Aug. 30 2006-Sept. 3 2006
Abstract :
Several stochastic simulation tools have been developed recently for cell signaling. A comparative evaluation of the stochastic simulation tools is needed to highlight the current state of the development. In our study, we have chosen to evaluate three stochastic simulation tools: Dizzy, Systems Biology Toolbox, and Copasi, using our own MATLABreg implementation as a benchmark. The Gillespie stochastic simulation algorithm is used in all tests. With all the tools, we are able to simulate stochastically the behavior of the selected test case and to produce similar results as our own MATLABreg implementation. However, it is not possible to use time-dependent inputs in stochastic simulations in Systems Biology Toolbox and Copasi. The present study is one of the first evaluations of stochastic simulation tools for realistic signal transduction pathways
Keywords :
biochemistry; biology computing; cellular biophysics; digital simulation; mathematics computing; molecular biophysics; proteins; stochastic processes; Copasi tool; Dizzy simulation tools; Gillespie stochastic simulation algorithm; MATLAB implementation; cell signaling; computational tools; discrete stochastic simulation; proteins; realistic signal transduction pathways; systems biology toolbox; Biological system modeling; Chemicals; Computational modeling; Equations; MATLAB; Mathematical model; Stochastic processes; Stochastic systems; Systems biology; Testing; Gillespie stochastic simulation algorithm; Stochastic simulation tool; signal transduction pathway;
Conference_Titel :
Engineering in Medicine and Biology Society, 2006. EMBS '06. 28th Annual International Conference of the IEEE
Conference_Location :
New York, NY
Print_ISBN :
1-4244-0032-5
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2006.260023