skip to main content
OSTI.GOV title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Reaction rates for reaction-diffusion kinetics on unstructured meshes

Journal Article · · Journal of Chemical Physics
DOI:https://doi.org/10.1063/1.4975167· OSTI ID:1535296
 [1];  [1]
  1. Univ. of California, Santa Barbara, CA (United States). Dept. of Computer Science

The reaction-diffusion master equation is a stochastic model often utilized in the study of biochemical reaction networks in living cells. It is applied when the spatial distribution of molecules is important to the dynamics of the system. A viable approach to resolve the complex geometry of cells accurately is to discretize space with an unstructured mesh. Diffusion is modeled as discrete jumps between nodes on the mesh, and the diffusion jump rates can be obtained through a discretization of the diffusion equation on the mesh. Reactions can occur when molecules occupy the same voxel. Here in this paper, we develop a method for computing accurate reaction rates between molecules occupying the same voxel in an unstructured mesh. For large voxels, these rates are known to be well approximated by the reaction rates derived by Collins and Kimball, but as the mesh is refined, no analytical expression for the rates exists. We reduce the problem of computing accurate reaction rates to a pure preprocessing step, depending only on the mesh and not on the model parameters, and we devise an efficient numerical scheme to estimate them to high accuracy. We show in several numerical examples that as we refine the mesh, the results obtained with the reaction-diffusion master equation approach those of a more fine-grained Smoluchowski particle-tracking model.

Research Organization:
Univ. of California, Santa Barbara, CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC); National Institutes of Health (NIH)
Grant/Contract Number:
SC0008975; R01-EB014877-01; W911NF-09-D-0001
OSTI ID:
1535296
Journal Information:
Journal of Chemical Physics, Vol. 146, Issue 6; ISSN 0021-9606
Publisher:
American Institute of Physics (AIP)Copyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 6 works
Citation information provided by
Web of Science

References (36)

Coupled Mesoscopic and Microscopic Simulation of Stochastic Reaction-Diffusion Processes in Mixed Dimensions journal January 2012
Theory of reversible diffusion‐influenced reactions journal May 1990
A convergent reaction-diffusion master equation journal August 2013
Stochastic reaction-diffusion kinetics in the microscopic limit journal November 2010
Spatial stochastic modelling of the Hes1 gene regulatory network: intrinsic noise can explain heterogeneity in embryonic stem cell differentiation journal March 2013
Gmsh: A 3-D finite element mesh generator with built-in pre- and post-processing facilities journal September 2009
Multiscale reaction-diffusion simulations with Smoldyn: Fig. 1. journal March 2015
Stochastic modelling of reaction–diffusion processes: algorithms for bimolecular reactions journal August 2009
Fast Monte Carlo Simulation Methods for Biological Reaction-Diffusion Systems in Solution and on Surfaces journal January 2008
Reaction-diffusion master equation in the microscopic limit journal April 2012
Green’s-function reaction dynamics: A particle-based approach for simulating biochemical networks in time and space journal December 2005
The Role of Type 4 Phosphodiesterases in Generating Microdomains of cAMP: Large Scale Stochastic Simulations journal July 2010
Reaction Brownian dynamics and the effect of spatial fluctuations on the gain of a push-pull network journal August 2008
Noise-Induced Min Phenotypes in E. coli journal January 2006
The Role of Dimerisation and Nuclear Transport in the Hes1 Gene Regulatory Network journal May 2013
Flexible single molecule simulation of reaction–diffusion processes journal May 2011
Spontaneous separation of bi-stable biochemical systems into spatial domains of opposite phases journal December 2004
Convergence of methods for coupling of microscopic and mesoscopic reaction–diffusion simulations journal May 2015
Spatial Stochastic Dynamics Enable Robust Cell Polarization journal July 2013
STEPS: efficient simulation of stochastic reaction–diffusion models in realistic morphologies journal January 2012
Reaction rates for mesoscopic reaction-diffusion kinetics journal February 2015
Pattern Formation inside Bacteria: Fluctuations due to the Low Copy Number of Proteins journal March 2003
Stochastic simulation of chemical reactions with spatial resolution and single molecule detail journal August 2004
Stochastic reaction-diffusion simulation with MesoRD journal April 2005
Reaction rates for a generalized reaction-diffusion master equation journal January 2016
Spatio-temporal correlations can drastically change the response of a MAPK pathway journal January 2010
E-CELL: software environment for whole-cell simulation journal January 1999
The two-regime method for optimizing stochastic reaction–diffusion simulations journal September 2011
Second quantization representation for classical many-particle system journal September 1976
A diffusional bimolecular propensity function journal October 2009
Simulation of Stochastic Reaction-Diffusion Processes on Unstructured Meshes journal January 2009
Diffusion-controlled reaction rates journal August 1949
Simulating Biochemical Networks at the Particle Level and in Time and Space: Green’s Function Reaction Dynamics journal April 2005
A framework for discrete stochastic simulation on 3D moving boundary domains journal November 2016
Reaction rates for mesoscopic reaction-diffusion kinetics text January 2014
Reaction rates for a generalized reaction-diffusion master equation text January 2015

Cited By (5)

Mesoscopic-microscopic spatial stochastic simulation with automatic system partitioning journal December 2017
Surface reaction-diffusion kinetics on lattice at the microscopic scale journal April 2019
Surface reaction-diffusion kinetics on lattice at the microscopic scale text January 2018
Effects of different discretisations of the Laplacian upon stochastic simulations of reaction–diffusion systems on both static and growing domains journal October 2021
An unstructured mesh convergent reaction–diffusion master equation for reversible reactions journal December 2018

Similar Records

Reaction rates for a generalized reaction-diffusion master equation
Journal Article · Tue Jan 19 00:00:00 EST 2016 · Physical Review E · OSTI ID:1535296

Reaction rates for mesoscopic reaction-diffusion kinetics
Journal Article · Mon Feb 23 00:00:00 EST 2015 · Physical Review. E, Statistical, Nonlinear, and Soft Matter Physics · OSTI ID:1535296

Simulation of stochastic diffusion via first exit times
Journal Article · Sun Nov 01 00:00:00 EDT 2015 · Journal of Computational Physics · OSTI ID:1535296