Exponential growth |
- Cell number increases proportionally to the number of cells present |
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- Only output is cell number; does not have spatial information |
Reaction diffusion (RD) |
- Tumor growth is affected by 3 parameters: proliferation rate, diffusion coefficient, and carrying capacity |
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- Only average cell behaviors are considered |
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- Cannot resolve individual cell trajectories or cell-cell interactions |
Reaction diffusion convection (RDC) |
- Directed, non-random movement (e.g. chemotaxis) is also considered |
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- Cannot resolve individual cell trajectories or interactions |
Agent based (AB)/individual-cell based lattice |
- For computational efficiency, cell movements and/or division events are confined to a lattice of specified size |
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- Interactions below the spatial scale of the lattice cannot be modeled |
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- Migration is often modeled as cells ‘jumping’ from one lattice location to the next, or otherwise cell movement only occurs after a proliferation event when the new cell occupies a free lattice location |
Agent based (AB)/individual-cell based |
- Individual cells (‘agents’) and their interactions are modeled |
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- Computationally very expensive |
Hybrid AB and RD |
- Combines the computational speed of RD with the stochasticity of AB models to show relevant activity at the cell and tissue levels |