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BiPSim: a flexible and generic stochastic simulator for polymerization processes.
Stephan Fischer1, Marc Dinh1, Vincent Henry1
1INRAE, MaIAGE, Université Paris-Saclay, Jouy-en-Josas, France.
BiPSim is a new open-source simulator for whole-cell modeling. It efficiently simulates stochastic polymerization processes like gene expression, enabling adaptable genome-wide biological simulations.
Area of Science:
- Computational Biology
- Systems Biology
- Biophysics
Background:
- Whole-cell modeling integrates diverse cellular processes for comprehensive simulation.
- Existing methods face challenges in tractably simulating complex, heterogeneous biological systems.
Purpose of the Study:
- Introduce BiPSim, an open-source stochastic simulator for template-based polymerization processes.
- Enable efficient and scalable whole-cell simulations of genome-wide biological phenomena.
Main Methods:
- Developed BiPSim with an abstract reaction representation and a constant-time Gillespie's Stochastic Simulation Algorithm (SSA).
- Implemented multi-level descriptions for polymerization processes to balance speed and granularity.
- Evaluated performance via genome-wide bacterial gene expression simulations.
Main Results:
- BiPSim demonstrates high efficiency for large-scale stochastic polymerization process simulations.
- The simulator supports simultaneous multi-level descriptions, allowing adjustable trade-offs between speed and model detail.
- Models developed with BiPSim are adaptable to different species due to the absence of hard-coded species-specific information.
Conclusions:
- BiPSim provides a powerful tool for simulating stochastic phenomena in biology at the genome-wide scale.
- The simulator's efficiency, flexibility, and adaptability open new avenues for whole-cell modeling research.
- Facilitates the study of complex biological systems across different organisms.
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