SBDyNetVis: a visualization tool of dynamic network for systems biology model
1Faculty of Engineering, University of Miyazaki, Miyazaki, Japan.
Bio Systems
|November 7, 2025
Summary
SBDyNetVis is a new Python library that visualizes biological network dynamics. It helps researchers understand complex molecular interactions by integrating simulation data with interactive network visualizations.
Area of Science:
- Systems biology
- Computational biology
- Bioinformatics
Background:
- Analyzing complex molecular interactions requires integrating network structure with dynamic simulation data.
- Traditional tools often present static networks or separate simulation outputs, hindering concurrent interpretation of temporal dynamics and network topology.
- A need exists for integrated platforms that visualize dynamic biological processes effectively.
Purpose of the Study:
- To introduce SBDyNetVis, a novel Python library for creating interactive JavaScript visualizations of biological networks and time-course data.
- To enable intuitive exploration of reaction kinetics, flux equations, and dynamic changes within biological systems.
- To facilitate collaboration and data sharing among researchers through a web-based interface.
Main Methods:
- Developed SBDyNetVis as a Python-based library.
- Integrated Cytoscape.js for interactive JavaScript visualizations.
- Incorporated multiple network layout algorithms and animated node/edge representations.
- Tested conversion of 913 models from BioModels and applied to the IKK-NFκB-IκB reaction case study.
Main Results:
- Successfully converted 913 models from BioModels using SBDyNetVis.
- Demonstrated the tool's utility in visualizing the dynamics of the IKK-NFκB-IκB reaction.
- Created an integrated platform for exploring network structure and temporal dynamics simultaneously.
- Enabled intuitive visualization of reaction kinetics and flux equations.
Conclusions:
- SBDyNetVis effectively bridges the gap between static network representations and dynamic simulation visualizations.
- The library enhances understanding of cellular processes and advances systems biology research.
- Its web-based nature promotes accessibility and collaboration for researchers of all technical levels.
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