Discretised Flux Balance Analysis for Reaction–Diffusion Simulation of Single-Cell Metabolism

Yin Hoon Chew*, Fabian Spill

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

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 languageEnglish
Article number39
Number of pages37
JournalBulletin of Mathematical Biology
Volume86
Issue number4
Early online date6 Mar 2024
DOIs
Publication statusE-pub ahead of print - 6 Mar 2024

Bibliographical note

Acknowledgements
We 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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