Microscopic lattice method for studying intracellular reaction-diffusion kinetics / Chew Wei Xiang
Reaction and diffusion plays fundamental roles in many intracellular biochemical process. Bottom-up modelling approaches provide a way to connect the microscopic reactiondiffusion influenced by intracellular conditions to the macroscopic cellular behavior. However, microscopic computational metho...
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| Format: | Thesis |
| Published: |
2019
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| Online Access: | http://studentsrepo.um.edu.my/11922/2/Chew_Wei_Xiang.pdf http://studentsrepo.um.edu.my/11922/3/Chew_Wei_Xiang.pdf http://studentsrepo.um.edu.my/11922/ |
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| Summary: | Reaction and diffusion plays fundamental roles in many intracellular biochemical process.
Bottom-up modelling approaches provide a way to connect the microscopic reactiondiffusion
influenced by intracellular conditions to the macroscopic cellular behavior.
However, microscopic computational method that diffuses the molecule in the continuum,
such as the Brownian dynamics simulation, require long duration to simulate reactiondiffusion
up to the subcellular scale. In contrast, simulation scheme based on microscopic
lattice method (MLM) that represent each molecule explicitly as a random walker on lattice
voxels has a relatively low computational cost. Yet, the theory and consistency of MLM
have not been clarified in detail. In this work, we performed in-depth analysis on MLM
based on the Spatiocyte simulation scheme in solving diffusion-influenced reaction. We
construct the theoretical framework for MLM based on the Smoluchowski-Collins-Kimball
model for bimolecular reaction and the random walk theory. By matching the MLM
theory with the continuum-based theory, we obtain the expressions for determining the
simulation parameter. The MLM theory and the simulation result is then validated with
the continuum-based theory and simulation method. We also show that the run time
of MLM is an order of magnitude faster than continuum-based method for simulating
macromolecules diffusion at typical intracellular concentrations. We have performed
several case studies on reaction-diffusion process often encountered in the cell. Finally, we
discuss the applicability and limitation of MLM.
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