Table 1.
Advantages and disadvantages of selected cancer stem cell in silico modeling techniques
Modeling technique | Advantages | Disadvantages |
---|---|---|
Markov | Establishes the steady-state proportion of the given cell types | Requires cell types to grow at equal rates |
Stochastic processes (birth/death and branching) | Estimates both cell number and proportions | Requires feedback between states to reach a stable steady state |
Differential equation based (partial and ordinary) | Flexible, deployable to address a large number of questions | Requires numerous parameters, some of which might not be measurable |
Agent-based models and cellular automaton | Details of three-dimensional growth of tumors composed of individual cells | Computationally expensive, complex to construct, assumption dependent |