Almond Mushroom, ABM · 2025 · Journal Article
Medium relevanceModeling adhesion in stochastic and mean-field models of cell migration.
Agaricus blazei
Key points
- Adhesion between cells plays an important role in many biological processes such as tissue morphogenesis and homeostasis, wound healing, and cancer cell metastasis
- From a mathematical perspective, adhesion between multiple cell types has been previously analyzed using discrete and continuum models, including the cellular Potts models and partial differential equations (PDEs)
- While these models can represent certain biological situations well, cellular Potts models can be computationally expensive, and continuum models capture only the macroscopic behavior of a population of cells, ignoring stochasticity and the discrete nature of cell dynamics
- Cellular automaton models allow us to address these problems and can be used for a wide variety of biological systems
- In this paper we consider a cellular automaton approach and develop an on-lattice agent-based model (ABM) for cell migration and adhesion in a population composed of two cell types
- By deriving and comparing the corresponding PDEs to the ABM, we demonstrate that cell aggregation and cell sorting are not possible in the PDE model
Metadata-grounded summary
Citation abstract
Adhesion between cells plays an important role in many biological processes such as tissue morphogenesis and homeostasis, wound healing, and cancer cell metastasis. From a mathematical perspective, adhesion between multiple cell types has been previously analyzed using discrete and continuum models, including the cellular Potts models and partial differential equations (PDEs). While these models can represent certain biological situations well, cellular Potts models can be computationally expensive, and continuum models capture only the macroscopic behavior of a population of cells, ignoring stochasticity and the discrete nature of cell dynamics. Cellular automaton models allow us to address these problems and can be used for a wide variety of biological systems. In this paper we consider a cellular automaton approach and develop an on-lattice agent-based model (ABM) for cell migration and adhesion in a population composed of two cell types. By deriving and comparing the corresponding PDEs to the ABM, we demonstrate that cell aggregation and cell sorting are not possible in the PDE model. Therefore, we propose a set of discrete mean equations which better capture the behavior of the ABM in one and two dimensions.
Citation
Noureen SR, Mort RL, Yates CA (2025). Modeling adhesion in stochastic and mean-field models of cell migration. Physical review. E https://doi.org/10.1103/PhysRevE.111.014419 PMID: 39972829
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