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Toward a Multi-Scale Computational Model of Arterial Adaptation in Hypertension: Verification of a Multi-Cell Agent Based Model

机译:迈向高血压动脉适应的多尺度计算模型:基于多细胞Agent的模型验证

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摘要

Agent-based models (ABMs) represent a novel approach to study and simulate complex mechano chemo-biological responses at the cellular level. Such models have been used to simulate a variety of emergent responses in the vasculature, including angiogenesis and vasculogenesis. Although not used previously to study large vessel adaptations, we submit that ABMs will prove equally useful in such studies when combined with well-established continuum models to form multi-scale models of tissue-level phenomena. In order to couple agent-based and continuum models, however, there is a need to ensure that each model faithfully represents the best data available at the relevant scale and that there is consistency between models under baseline conditions. Toward this end, we describe the development and verification of an ABM of endothelial and smooth muscle cell responses to mechanical stimuli in a large artery. A refined rule-set is proposed based on a broad literature search, a new scoring system for assigning confidence in the rules, and a parameter sensitivity study. To illustrate the utility of these new methods for rule selection, as well as the consistency achieved with continuum-level models, we simulate the behavior of a mouse aorta during homeostasis and in response to both transient and sustained increases in pressure. The simulated responses depend on the altered cellular production of seven key mitogenic, synthetic, and proteolytic biomolecules, which in turn control the turnover of intramural cells and extracellular matrix. These events are responsible for gross changes in vessel wall morphology. This new ABM is shown to be appropriately stable under homeostatic conditions, insensitive to transient elevations in blood pressure, and responsive to increased intramural wall stress in hypertension.
机译:基于代理的模型(ABM)代表了一种在细胞水平上研究和模拟复杂的机械化学生物学反应的新颖方法。这样的模型已经被用于模拟脉管系统中的各种紧急反应,包括血管生成和血管生成。尽管以前没有用于研究大型血管适应性疾病,但我们认为,将ABM与成熟的连续体模型结合以形成组织级现象的多尺度模型时,在此类研究中同样有用。但是,为了耦合基于代理的模型和连续模型,需要确保每个模型如实地代表相关规模上的最佳可用数据,并且在基线条件下模型之间必须保持一致。为此,我们描述了对大动脉机械刺激的内皮和平滑肌细胞反应的ABM的开发和验证。在广泛的文献检索,用于分配规则置信度的新评分系统以及参数敏感性研究的基础上,提出了一种完善的规则集。为了说明这些新方法在规则选择中的实用性以及在连续水平模型中实现的一致性,我们在稳态过程中模拟了小鼠主动脉的行为,并响应了压力的瞬时和持续增加。模拟的响应取决于改变的七个关键促有丝分裂,合成和蛋白水解生物分子的细胞产生,而这又控制了壁内细胞和细胞外基质的周转。这些事件是造成血管壁形态发生重大变化的原因。这种新的ABM已显示在稳态条件下适当稳定,对血压的短暂升高不敏感,并且对高血压中的壁内壁应力增加有反应。

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