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Modeling thrombosis in silico: Frontiers, challenges, unresolved problems and milestones.
A V Belyaev1, J L Dunster2, J M Gibbins2
1M.V. Lomonosov Moscow State University, 119991 Moscow, Russia; RUDN University, ul. Miklukho-Maklaya 6, Moscow, 117198, Russia.
Computational modeling advances our understanding of hemostasis and thrombosis, focusing on blood clot formation. This review highlights challenges and future directions in modeling these complex physiological processes.
Area of Science:
- Biophysics
- Computational Biology
- Physiology
Background:
- Hemostasis maintains vascular integrity via platelets and coagulation, forming a hemostatic plug.
- Disorders of hemostasis, including bleeding and thrombosis, are major causes of mortality.
- Complex regulation involves cell mechanics, fluid dynamics, signaling, and network interactions.
Purpose of the Study:
- Review state-of-the-art computational modeling methods for thrombosis.
- Analyze unresolved challenges in modeling hemostasis and thrombosis.
- Highlight fundamental understanding and future prospects in the field.
Main Methods:
- Review of computational modeling techniques for thrombosis.
- Analysis of classical and innovative computational approaches.
- Discussion of coarse-graining, continuum vs. particle-based, multiscale, and hybrid models.
Main Results:
- Identified key challenges: physics of platelet aggregates/fibrin gels, computational limitations, biological unknowns, and spatiotemporal regulation complexities.
- Considered various modeling approaches including coarse-graining and multiscale methods.
- Highlighted fundamental insights gained from theoretical models.
Conclusions:
- Computational modeling is crucial for understanding complex hemostasis and thrombosis.
- Addressing identified challenges will advance predictive capabilities.
- Future research should focus on integrating multiscale models and parameter estimation for improved accuracy.
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