Table 1.
Existing model assumptions.
Model type | Assumptions/comments |
---|---|
Exponential growth | - Cell number increases proportionally to the number of cells present |
- 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 |
- Only average cell behaviors are considered | |
- Cannot resolve individual cell trajectories or cell-cell interactions | |
Reaction diffusion convection (RDC) | - Directed, non-random movement (e.g. chemotaxis) is also considered |
- 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 |
- Interactions below the spatial scale of the lattice cannot be modeled | |
- 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 |
- 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 |