Title :
A diffusion model to estimate the inter-arrival time of charged molecules in stochastic event based modeling of complex biological networks
Author :
Ghosh, Preetam ; Ghosh, Samik ; Basu, Kalyan ; Das, Sajal
Author_Institution :
Texas Univ., Arlington, TX, USA
Abstract :
With biological experiments generating lots of empirical data, the challenge is to develop a modeling paradigm that integrates structural, molecular and genetic data for a quantitative understanding of physiology and behavior of biological processes at multiple scales - starting from cell, to tissues and finally to the whole organism. The complexity of the problem motivates the use of computer or "in silico" stochastic event based modeling approach. We focus on the signal transduction cascade triggered by extra-cellular Mg2+ concentration in the two component PhoPQ regulatory system of Salmonella Enterica serovar Thphimurium, and present the mathematical formulation for the estimation of statistical parameters of inter-arrival time of molecules/ions to a cell receptor as external signal.
Keywords :
biochemistry; biological tissues; biology computing; cellular biophysics; magnesium; microorganisms; molecular biophysics; parameter estimation; physiological models; statistical analysis; stochastic processes; Mg2+; PhoPQ regulatory system; Salmonella Enterica serovar Thphimurium; biological process; cell receptor; charged molecule interarrival time; complex biological network modeling; diffusion model; extracellular Mg2+ concentration; genetics; physiology; signal transduction cascade triggering; statistical parameter estimation; stochastic event; tissues; Biological processes; Biological system modeling; Biological tissues; Biology computing; Cells (biology); Genetics; Organisms; Parameter estimation; Physiology; Stochastic processes;
Conference_Titel :
Computational Systems Bioinformatics Conference, 2005. Workshops and Poster Abstracts. IEEE
Print_ISBN :
0-7695-2442-7
DOI :
10.1109/CSBW.2005.6