Literature DB >> 28924915

Multiscale Modeling of Diffusion in a Crowded Environment.

Lina Meinecke1,2.   

Abstract

We present a multiscale approach to model diffusion in a crowded environment and its effect on the reaction rates. Diffusion in biological systems is often modeled by a discrete space jump process in order to capture the inherent noise of biological systems, which becomes important in the low copy number regime. To model diffusion in the crowded cell environment efficiently, we compute the jump rates in this mesoscopic model from local first exit times, which account for the microscopic positions of the crowding molecules, while the diffusing molecules jump on a coarser Cartesian grid. We then extract a macroscopic description from the resulting jump rates, where the excluded volume effect is modeled by a diffusion equation with space-dependent diffusion coefficient. The crowding molecules can be of arbitrary shape and size, and numerical experiments demonstrate that those factors together with the size of the diffusing molecule play a crucial role on the magnitude of the decrease in diffusive motion. When correcting the reaction rates for the altered diffusion we can show that molecular crowding either enhances or inhibits chemical reactions depending on local fluctuations of the obstacle density.

Entities:  

Keywords:  Macromolecular crowding; Stochastic reaction–diffusion simulations

Mesh:

Substances:

Year:  2017        PMID: 28924915      PMCID: PMC5747305          DOI: 10.1007/s11538-017-0346-6

Source DB:  PubMed          Journal:  Bull Math Biol        ISSN: 0092-8240            Impact factor:   1.758


  56 in total

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Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2012-04-03

Review 2.  Space in systems biology of signaling pathways--towards intracellular molecular crowding in silico.

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3.  Stochastic off-lattice modeling of molecular self-assembly in crowded environments by Green's function reaction dynamics.

Authors:  Byoungkoo Lee; Philip R Leduc; Russell Schwartz
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2008-09-12

4.  Diffusion of two molecular species in a crowded environment: theory and experiments.

Authors:  D Fanelli; A J McKane; G Pompili; B Tiribilli; M Vassalli; T Biancalani
Journal:  Phys Biol       Date:  2013-08-02       Impact factor: 2.583

5.  Spatio-temporal correlations can drastically change the response of a MAPK pathway.

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Journal:  Proc Natl Acad Sci U S A       Date:  1988-05       Impact factor: 11.205

Review 7.  Nature, nurture, or chance: stochastic gene expression and its consequences.

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Journal:  Cell       Date:  2008-10-17       Impact factor: 41.582

8.  Stochastic diffusion processes on Cartesian meshes.

Authors:  Lina Meinecke; Per Lötstedt
Journal:  J Comput Appl Math       Date:  2015-08-05       Impact factor: 2.621

9.  Lattice Microbes: high-performance stochastic simulation method for the reaction-diffusion master equation.

Authors:  Elijah Roberts; John E Stone; Zaida Luthey-Schulten
Journal:  J Comput Chem       Date:  2012-09-25       Impact factor: 3.376

Review 10.  Simulation tools for particle-based reaction-diffusion dynamics in continuous space.

Authors:  Johannes Schöneberg; Alexander Ullrich; Frank Noé
Journal:  BMC Biophys       Date:  2014-10-24       Impact factor: 4.778

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  3 in total

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Review 2.  Spatial Stochastic Intracellular Kinetics: A Review of Modelling Approaches.

Authors:  Stephen Smith; Ramon Grima
Journal:  Bull Math Biol       Date:  2018-05-21       Impact factor: 1.758

3.  A multiscale compartment-based model of stochastic gene regulatory networks using hitting-time analysis.

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