Multi-scale spatio-temporal modeling: lifelines of microorganisms in bioreactors and tracking molecules in cells.

作者: Alexei Lapin , Michael Klann , Matthias Reuss

DOI: 10.1007/10_2009_53

关键词:

摘要: Agent-based models are rigorous tools for simulating the interactions of individual entities, such as organisms or molecules within cells and assessing their effects on dynamic behavior system a whole. In context with biopro- cess biosystems engineering there several interesting important appli- cations. This contribution aims at introducing this strategy aid two examples characterized by striking distinctions in scale entities mode interactions. first example structured-segregated model is applied to travel along lifelines single environment three-dimensional turbulent field stirred bioreactor. The modeling approach based an Euler-Lagrange formulation system. permits one account heterogeneity present real reactors both fluid cellular phases, respectively. response local variations extracellular concentrations pictured dynamically structured key reactions central metabolism. analysis space time. second application deals signal transduction pathways cells. Usually trans- duction networks portrayed being wired together spatially defined manner. Living circuitry, however, placed highly malleable internal architec- ture. Creating homogenous bag molecules, well-mixed system, which modeled set ordinary differential equations normally not valid. dynamics MAP kinase steroid hormone pathway serve illustrate how molecule tracking can be linked stochasticity biochemical reactions, where diffusion reaction occur probabilistic problem hindered caused macromo- lecular crowding also taken into account.

参考文章(46)
Matthias Reuss, Sven Schmalzriedt, Marc Jenne, Application of Computational Fluiddynamics (CFD) to Modeling Stirred Tank Bioreactors Springer Berlin Heidelberg. pp. 207- 246 ,(2000) , 10.1007/978-3-642-59735-0_8
R. King, 2nd International Conference on Bioreactor Fluid Dynamics Elsevier Applied Science Publishers. ,(1988)
Biology of the prokaryotes Thieme , Distributed in the USA by Blackwell Science. ,(1998) , 10.1002/9781444313314
K. Schügerl, Karl-Heinz Bellgardt, Bioreaction Engineering: Modeling and Control ,(1987)
Stephen A. Rice, Diffusion-limited reactions Elsevier. ,(1985)
A.G. Fredrickson, R.D. Megee, H.M. Tsuchiya, Mathematical Models for Fermentation Processes Advances in Applied Microbiology. ,vol. 13, pp. 419- 465 ,(1970) , 10.1016/S0065-2164(08)70413-1
Reinhart Heinrich, Stefan Schuster, The Regulation of Cellular Systems ,(1996)
N. N. Batada, L. A. Shepp, D. O. Siegmund, Stochastic model of protein-protein interaction: why signaling proteins need to be colocalized. Proceedings of the National Academy of Sciences of the United States of America. ,vol. 101, pp. 6445- 6449 ,(2004) , 10.1073/PNAS.0401314101
Christopher J. Hewitt, Gerhard Nebe-Von Caron, Alvin W. Nienow, Caroline M. McFarlane, Use of multi-staining flow cytometry to characterise the physiological state of Escherichia coli W3110 in high cell density fed-batch cultures. Biotechnology and Bioengineering. ,vol. 63, pp. 705- 711 ,(1999) , 10.1002/(SICI)1097-0290(19990620)63:6<705::AID-BIT8>3.0.CO;2-M