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A versatile hybrid agent-based particle and partial differential equations method to analyze vascular adaptation

机译:一种基于杂合剂的通用基于粒子和偏微分方程的方法来分析血管适应

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摘要

Peripheral arterial occlusive disease is a chronic pathology affecting at least 8–12 million people in the USA, typically treated with a vein graft bypass or through the deployment of a stent in order to restore the physiological circulation. Failure of peripheral endovascular interventions occurs at the intersection of vascular biology, biomechanics, and clinical decision making. It is our hypothesis that the majority of endovascular treatment approaches share the same driving mechanisms and that a deep understanding of the adaptation process is pivotal in order to improve the current outcome of the procedure. The postsurgical adaptation of vein graft bypasses offers the perfect example of how the balance between intimal hyperplasia and wall remodeling determines the failure or the success of the intervention. Accordingly, this work presents a versatile computational model able to capture the feedback loop that describes the interaction between events at cellular/tissue level and mechano-environmental conditions. The work here presented is a generalization and an improvement of a previous work by our group of investigators, where an agent-based model uses a cellular automata principle on a fixed hexagonal grid to reproduce the leading events of the graft’s restenosis. The new hybrid model here presented allows a more realistic simulation both of the biological laws that drive the cellular behavior and of the active role of the membranes that separate the various layers of the vein. The novel feature is to use an immersed boundary implementation of a highly viscous flow to represent SMC motility and matrix reorganization in response to graft adaptation. Our implementation is modular, and this makes us able to choose the right compromise between closeness to the physiological reality and complexity of the model. The focus of this paper is to offer a new modular implementation that combines the best features of an agent-based model, continuum mechanics, and particle-tracking methods to cope with the multiscale nature of the adaptation phenomena. This hybrid method allows us to quickly test various hypotheses with a particular attention to cellular motility, a process that we demonstrated should be driven by mechanical homeostasis in order to maintain the right balance between cells and extracellular matrix in order to reproduce a distribution similar to histological experimental data from vein grafts.Electronic supplementary materialThe online version of this article (10.1007/s10237-018-1065-0) contains supplementary material, which is available to authorized users.
机译:外周动脉闭塞性疾病是一种慢性病,在美国影响至少8-12百万人,通常采用静脉搭桥术或通过部署支架来恢复生理循环。周围血管内介入治疗的失败发生在血管生物学,生物力学和临床决策制定的交汇处。我们的假设是,大多数血管内治疗方法具有相同的驱动机制,并且对适应过程的深入了解对于改善该过程的当前结果至关重要。静脉搭桥手术的术后适应性提供了内膜增生与壁重塑之间的平衡如何决定干预失败或成功的完美范例。因此,这项工作提出了一种通用的计算模型,该模型能够捕获描述细胞/组织水平上的事件与机械环境条件之间的相互作用的反馈回路。本文介绍的工作是对我们研究人员小组先前工作的概括和改进,其中基于代理的模型在固定的六角形网格上使用细胞自动机原理来再现移植物再狭窄的主要事件。这里介绍的新的混合模型可以更实际地模拟驱动细胞行为的生物学规律和分隔静脉各层的膜的主动作用。新颖的功能是使用高粘性流的浸入边界实现来表示SMC动力和响应于移植物适应的基质重组。我们的实现是模块化的,这使我们能够在与生理现实的紧密程度和模型的复杂性之间做出正确的折衷。本文的重点是提供一种新的模块化实现,该实现结合了基于代理的模型的最佳功能,连续体力学和粒子跟踪方法,以应对适应现象的多尺度性质。这种混合方法使我们能够快速测试各种假设,并特别注意细胞运动性,我们证明了这一过程应由机械稳态来驱动,以便维持细胞和细胞外基质之间的正确平衡,从而再现类似于组织学的分布电子补充材料本文的在线版本(10.1007 / s10237-018-1065-0)包含补充材料,授权用户可以使用。

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