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Multi-Grid Reaction-Diffusion Master Equation: Applications to Morphogen Gradient Modelling

Abstract:
The multi-grid reaction-diffusion master equation (mgRDME) provides a generalization of stochastic compartment-based reaction-diffusion modelling described by the standard reaction-diffusion master equation (RDME). By enabling different resolutions on lattices for biochemical species with different diffusion constants, the mgRDME approach improves both accuracy and efficiency of compartment-based reaction-diffusion simulations. The mgRDME framework is examined through its application to morphogen gradient formation in stochastic reaction-diffusion scenarios, using both an analytically tractable first-order reaction network and a model with a second-order reaction. The results obtained by the mgRDME modelling are compared with the standard RDME model and with the (more detailed) particle-based Brownian dynamics simulations. The dependence of error and numerical cost on the compartment sizes is defined and investigated through a multi-objective optimization problem.
Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1007/s11538-024-01377-y

Authors


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Institution:
University of Oxford
Division:
MPLS
Department:
Mathematical Institute
Role:
Author
ORCID:
0000-0001-8470-3763


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Funder identifier:
https://ror.org/018mejw64


Publisher:
Springer
Journal:
Bulletin of Mathematical Biology More from this journal
Volume:
87
Issue:
1
Article number:
6
Publication date:
2024-11-27
Acceptance date:
2024-10-21
DOI:
EISSN:
1522-9602
ISSN:
0092-8240


Language:
English
Keywords:
Source identifiers:
2454121
Deposit date:
2024-11-27
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