Reactions, diffusion, and volume exclusion in a conserved system of interacting particles
Authored by Helen Byrne, Daniel B Wilson, Maria Bruna
Date Published: 2018
DOI: 10.1103/physreve.97.062137
Sponsors:
United Kingdom Engineering and Physical Sciences Research Council (EPSRC)
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Abstract
Complex biological and physical transport processes are often described
through systems of interacting particles. The effect of excluded volume
on these transport processes has been well studied; however, the
interplay between volume exclusion and reactions between heterogenous
particles is less well studied. In this paper we develop a framework for
modeling reaction-diffusion processes which directly incorporates volume
exclusion. We consider simple reactions (unimolecular and bimolecular)
that conserve the total number of particles. From an off-lattice
microscopic individual-based model we use the Fokker-Planck equation and
the method of matched asymptotic expansions to derive a low-dimensional
macroscopic system of nonlinear partial differential equations
describing the evolution of the particles. A biologically motivated,
hybrid model of chemotaxis with volume exclusion is explored, where
reactions occur at rates dependent upon the chemotactic environment.
Further, we show that for reactions that require particle contact the
appropriate reaction term in the macroscopic model is of lower order in
the asymptotic expansion than the nonlinear diffusion term. However, we
find that the next reaction term in the expansion is needed to ensure
good agreement with simulations of the microscopic model. Our
macroscopic model allows for more direct parametrization to experimental
data than existing models.
Tags
Simulation
Model
Mechanisms
Physics
Macrophages
Cell-migration