A Continuum Approach With Adaptive Mesh Refinement for Platelet Plug Formation

IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL
Ugo Pelissier, Philippe Meliga, Elie Hachem
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引用次数: 0

Abstract

Platelet plug formation is a critical physiological response to vascular injury, serving as a cornerstone of primary hemostasis. Understanding and simulating this process are essential for advancing patient-specific treatments and interventions. However, achieving a balance between model accuracy and computational efficiency, in particular, for patient-specific scenarios, remains a challenge. In this work, we present a continuum-based approach for simulating platelet plug formation using adaptive mesh refinement, providing a novel solution in this field that enables both accuracy and computational feasibility. Indeed, it integrates a stabilized finite element method within the Variational Multiscale framework to model blood flow dynamics, treated as a non-Newtonian fluid, along with the transport of biochemical species such as platelets and agonists. The platelet plug is represented by an extra stress term in the Navier–Stokes equation, capturing its influence on local blood flow dynamics as a rigid body. A key feature is related to anisotropic mesh adaptation, enabling high-resolution representation of the evolving platelet plug boundary while drastically reducing computational cost. We validate the model against two-dimensional benchmarks under varying shear rates and apply it to a 3D scenario, demonstrating its scalability and precision in simulating thrombosis under complex hemodynamic conditions. The results highlight the model's unique capability to facilitate accurate and efficient patient-specific simulations, offering a transformative tool for advancing personalized medicine.

血小板塞形成的自适应网格细化连续体方法
血小板栓的形成是对血管损伤的重要生理反应,是初级止血的基石。理解和模拟这一过程对于推进患者特异性治疗和干预至关重要。然而,实现模型准确性和计算效率之间的平衡,特别是针对特定患者的场景,仍然是一个挑战。在这项工作中,我们提出了一种基于连续体的方法,利用自适应网格细化来模拟血小板塞的形成,为该领域提供了一种新颖的解决方案,既能保证准确性,又能保证计算可行性。事实上,它在变分多尺度框架内集成了稳定的有限元方法来模拟血流动力学,将血流动力学视为非牛顿流体,以及血小板和激动剂等生化物质的运输。血小板栓在Navier-Stokes方程中由一个额外的应力项表示,捕捉其作为刚体对局部血流动力学的影响。一个关键特征与各向异性网格适应有关,能够高分辨率地表示不断变化的血小板塞边界,同时大大降低了计算成本。我们在不同剪切速率的二维基准下验证了该模型,并将其应用于3D场景,证明了其在复杂血流动力学条件下模拟血栓形成的可扩展性和准确性。结果突出了该模型的独特能力,可以促进准确和高效的患者特定模拟,为推进个性化医疗提供变革性工具。
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来源期刊
International Journal for Numerical Methods in Biomedical Engineering
International Journal for Numerical Methods in Biomedical Engineering ENGINEERING, BIOMEDICAL-MATHEMATICAL & COMPUTATIONAL BIOLOGY
CiteScore
4.50
自引率
9.50%
发文量
103
审稿时长
3 months
期刊介绍: All differential equation based models for biomedical applications and their novel solutions (using either established numerical methods such as finite difference, finite element and finite volume methods or new numerical methods) are within the scope of this journal. Manuscripts with experimental and analytical themes are also welcome if a component of the paper deals with numerical methods. Special cases that may not involve differential equations such as image processing, meshing and artificial intelligence are within the scope. Any research that is broadly linked to the wellbeing of the human body, either directly or indirectly, is also within the scope of this journal.
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