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An agent-based model of the response to angioplasty and bare-metal stent deployment in an atherosclerotic blood vessel

机译:对动脉粥样硬化血管中的血管成形术和裸金属支架展开的响应的基于代理的模型

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摘要

Purpose: While animal models are widely used to investigate the development of restenosis in blood vessels following an intervention, computational models offer another means for investigating this phenomenon. A computational model of the response of a treated vessel would allow investigators to assess the effects of altering certain vessel- and stent-related variables. The authors aimed to develop a novel computational model of restenosis development following an angioplasty and bare-metal stent implantation in an atherosclerotic vessel using agent-based modeling techniques. The presented model is intended to demonstrate the body's response to the intervention and to explore how different vessel geometries or stent arrangements may affect restenosis development. Methods: The model was created on a two-dimensional grid space. It utilizes the post-procedural vessel lumen diameter and stent information as its input parameters. The simulation starting point of the model is an atherosclerotic vessel after an angioplasty and stent implantation procedure. The model subsequently generates the final lumen diameter, percent change in lumen cross-sectional area, time to lumen diameter stabilization, and local concentrations of inflammatory cytokines upon simulation completion. Simulation results were directly compared with the results from serial imaging studies and cytokine levels studies in atherosclerotic patients from the relevant literature. Results: The final lumen diameter results were all within one standard deviation of the mean lumen diameters reported in the comparison studies. The overlapping-stent simulations yielded results that matched published trends. The cytokine levels remained within the range of physiological levels throughout the simulations. Conclusion: We developed a novel computational model that successfully simulated the development of restenosis in a blood vessel following an angioplasty and bare-metal stent deployment ba sed on the characteristics of the vessel crosssection and stent. A further development of this model could ultimately be used as a predictive tool to depict patient outcomes and inform treatment options. © 2014 Curtin, Zhou.
机译:目的:虽然动物模型被广泛用于研究干预后血管再狭窄的发展,但计算模型为研究这种现象提供了另一种方法。治疗血管反应的计算模型将使研究者能够评估改变某些血管和支架相关变量的影响。作者旨在使用基于代理的建模技​​术,在动脉粥样硬化血管内进行血管成形术和裸机支架植入后,开发出一种新的再狭窄发展计算模型。提出的模型旨在证明人体对干预的反应,并探索不同的血管几何形状或支架布置如何影响再狭窄的发展。方法:模型是在二维网格空间上创建的。它利用术后血管腔直径和支架信息作为输入参数。该模型的模拟起点是经过血管成形术和支架植入程序的动脉粥样硬化血管。该模型随后在仿真完成时生成最终管腔直径,管腔横截面积变化百分比,管腔直径稳定时间以及炎症细胞因子的局部浓度。将模拟结果与相关文献中系列成像研究和动脉粥样硬化患者细胞因子水平研究的结果直接进行比较。结果:最终管腔直径结果均在对比研究中报告的平均管腔直径的一个标准偏差之内。支架重叠模拟产生的结果与已发布的趋势相匹配。在整个模拟过程中,细胞因子水平保持在生理水平范围内。结论:我们开发了一种新颖的计算模型,该模型基于血管横截面和支架的特征成功地模拟了血管成形术和裸金属支架展开后血管再狭窄的发展。该模型的进一步开发最终可以用作描述患者预后并提供治疗选择的预测工具。 ©2014年科廷大学。

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    Curtin AE; Zhou L;

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