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A Quantitative Model of Early Atherosclerotic Plaques Parameterized Using In Vitro Experiments.
Moritz P Thon1, Hugh Z Ford2, Michael W Gee3
1Mechanics and High Performance Computing Group, Technical University of Munich, Parkring 35, 85748, Garching bei München, Germany.
Bulletin of Mathematical Biology
|November 29, 2017
Summary
This study presents a data-driven mathematical model of early atherosclerotic plaque development, integrating inflammatory, lipid, and macrophage dynamics. The model offers insights into plaque stability and potential clinical applications.
Area of Science:
- Cardiovascular Biology
- Mathematical Biology
- Immunology
Background:
- Atherosclerotic plaque development involves complex immunological, lipid, and macrophage interactions within the artery wall.
- Existing mathematical models often lack parameters derived from experimental data, limiting their clinical relevance.
Purpose of the Study:
- To develop and analyze a quantitative, data-driven mathematical model of early atherosclerotic plaque development.
- To integrate inflammatory, lipid, and macrophage dynamics using an experimental, bottom-up approach.
Main Methods:
- Developed three simpler submodels fitted to in vitro experimental data.
- Constructed a quantitative model of early plaque development from these submodels.
- Performed local sensitivity analysis and analyzed long-term model outcomes.
Main Results:
- Identified critical parameters and processes influencing plaque development through sensitivity analysis.
- Characterized the stability of model plaques based on recruitment rates of lipoproteins and macrophages.
- The model provides a framework for understanding plaque progression.
Conclusions:
- The developed model is a step towards clinically relevant mathematical tools for atherosclerosis research.
- Further experimental quantification of macrophage behavior and cholesterol dynamics is recommended for deeper insights into long-term plaque outcomes.
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