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Published on: August 9, 2024
Modular dynamics paradigm in biosystems multilevel modeling: Software design and PBPK/PD validation.
1Departamento de Ingeniería Gráfica and Multilevel Modeling and Emerging Technologies in Bioengineering Group, ETSi, Universidad de Sevilla, C. de los descubrimientos s/n, Seville, 41092, Spain.
This study introduces Cyborgs Simulator (CybSim), a novel modeling and simulation tool for biological systems. CybSim utilizes a modular dynamics paradigm for flexible and evolving mechanistic models, validated with physiologically based pharmacokinetic (PBPK) models.
Area of Science:
- Computational Biology
- Systems Biology
- Pharmacokinetics
Background:
- Mechanistic modeling and simulation (M&S) are crucial for understanding complex biological systems.
- Existing M&S tools often impose rigid links between biological components and their dynamics.
- Advancements require flexible M&S tools that accommodate evolving mechanistic knowledge.
Purpose of the Study:
- To present Cyborgs Simulator (CybSim), a novel M&S software tool.
- To introduce a modular modeling paradigm within an acausal object-oriented modeling language (OOML) architecture.
- To facilitate the integration of new mechanistic discoveries into biosystems models.
Main Methods:
- Developed CybSim based on a modular dynamics paradigm and an acausal OOML architecture.
- Implemented features including multi-modeling, separation of biological and artificial components, and algorithmic blocks.
- Validated CybSim by constructing and comparing physiologically based pharmacokinetic (PBPK) models against published references in other M&S tools.
Main Results:
- CybSim demonstrated high accuracy in predicting bacterial counts (logarithmic absolute errors < 2%) and physiological parameters.
- Prediction errors in CybSim were comparable to the numerical precision of established integrators.
- The modular modeling paradigm in CybSim proved reliable, requiring minimal components for complex PBPK/PD models.
Conclusions:
- The modular dynamics paradigm is effectively implementable in modern acausal OOML M&S tools.
- CybSim successfully integrates this paradigm, offering a flexible graphical tool for biosystems modeling.
- The validation confirms CybSim's reliability for PBPK modeling and its potential for advancing mechanistic biological understanding.
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