Law of Mass Action (Deterministic) |
Expresses any well-mixed chemical system as a collection of coupled non-linear first order differential equations which typically must be numerically integrated. PDEs must be used when space is explicitly included |
BioNetGen [15], COPASI [82], VCell [146], DBSolve [66] |
Virus Assembly: [125, 173, 27, 70], Metabolomic Networks[90] |
SSA/Gillespie Approaches |
Provides a way to simulate kinetically correct trajectories consistent with the Chemical Master Equation |
Moleculizer [114], BioNetGen [15], VCell [146], DESSA [218] |
Virus assembly: [184, 97] |
Spatial Stochastic |
Usually combine Gillespie or Stochastic Langevin with diffusion or subunit geometry |
MCell [182], StochSim [108], VCell [146], Smoldyn [4], SRSim [69] |
Geometric Constraints with Diffusion: [68], Amyloid-Beta: [192] |
Rule-Based |
Primarly network-free rule-based methods which may incorporate stochasticity and spatial modeling |
RuleMonkey [32], BioNetGen, ML-Space [13], VCell [164], SRSim [69] |
Multivalent ligand-receptor interactions: [213], Prion Aggregation [154], Virus Assembly: [167, 218] |
Brownian Dynamics |
An explicitly spatial model where Brownian motion is computed with the Langevin equation |
Smoldyn [4], MCell [182] |
Multiscale Reaction-Diffusion [58], Virus Assembly: [167, 71, 128, 46, 47, 17], Crowding/Amyloids: [205], Clathrin Cage Formation: [87] |