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BioJazz: in silico evolution of cellular networks with unbounded complexity using rule-based modeling
Song Feng1, Julien F Ollivier2, Peter S Swain3
1School of Life Sciences, University of Warwick, Coventry, United Kingdom.
BioJazz simulates the evolution of dynamic biochemical networks, enabling the study of network design principles. This open-source tool allows for unbounded complexity in cellular network evolution.
Area of Science:
- Systems biology
- Synthetic biology
- Computational biology
Background:
- Understanding cellular signaling and regulatory networks is crucial for systems and synthetic biology.
- Investigating evolutionary processes that shape network structure and dynamics is challenging.
- Existing in silico evolution tools for network dynamics are limited.
Purpose of the Study:
- To introduce BioJazz, a novel tool for simulating the evolution of dynamic biochemical networks.
- To enable the study of evolutionary principles in biological network design.
- To facilitate the engineering of novel cellular networks.
Main Methods:
- BioJazz combines rule-based modeling with a genome-like encoding for network representation.
- The tool supports the evolution of cellular networks with unbounded complexity.
- Biologically realistic selective pressures can be implemented within BioJazz.
Main Results:
- BioJazz allows exploration of network architectures and dynamics for specific physiological functions.
- The tool demonstrates the feasibility of simulating evolutionary processes in biochemical networks.
- It provides insights into how evolutionary processes shape network properties.
Conclusions:
- BioJazz is a user-friendly, extendable, open-source tool for simulating the in silico evolution of dynamic biochemical networks.
- It overcomes limitations of previous tools by allowing for unbounded network complexity.
- The tool facilitates research in systems biology, synthetic biology, and evolutionary network design.
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