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Abstract
Metabolites have to diffuse within the sub-cellular compartments they occupy to specific locations where enzymes are, so reactions could occur. Conventional flux balance analysis (FBA), a method based on linear programming that is commonly used to model metabolism, implicitly assumes that all enzymatic reactions are not diffusion-limited though that may not always be the case. In this work, we have developed a spatial method that implements FBA on a grid-based system, to enable the exploration of diffusion effects on metabolism. Specifically, the method discretises a living cell into a two-dimensional grid, represents the metabolic reactions in each grid element as well as the diffusion of metabolites to and from neighbouring elements, and simulates the system as a single linear programming problem. We varied the number of rows and columns in the grid to simulate different cell shapes, and the method was able to capture diffusion effects at different shapes. We then used the method to simulate heterogeneous enzyme distribution, which suggested a theoretical effect on variability at the population level. We propose the use of this method, and its future extensions, to explore how spatiotemporal organisation of sub-cellular compartments and the molecules within could affect cell behaviour.
Original language | English |
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Article number | 39 |
Number of pages | 37 |
Journal | Bulletin of Mathematical Biology |
Volume | 86 |
Issue number | 4 |
Early online date | 6 Mar 2024 |
DOIs | |
Publication status | E-pub ahead of print - 6 Mar 2024 |
Bibliographical note
AcknowledgementsWe thank Alexandra-Anamaria Sorinca who tested the idea behind this method as a summer undergraduate project funded by the London Mathematical Society (URB-2022-19). This work was funded by the United Kingdom Research Innovation Future Leaders Fellowship (MR/T043571/1).
Keywords
- Grid-based
- Cell shape
- Spatial method
- Metabolism
- Flux balance analysis
- Reaction–diffusion
ASJC Scopus subject areas
- General Neuroscience
- Immunology
- General Mathematics
- General Biochemistry,Genetics and Molecular Biology
- General Environmental Science
- Pharmacology
- General Agricultural and Biological Sciences
- Computational Theory and Mathematics
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Systems-Mechanobiology of Health and Disease
Spill, F. (Principal Investigator)
1/02/21 → 30/09/25
Project: Research Councils