主动脉夹层降维模型的蒙特卡罗敏感性分析

IF 1.6 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Cardiovascular Engineering and Technology Pub Date : 2024-06-01 Epub Date: 2024-02-21 DOI:10.1007/s13239-024-00718-1
Hamed Keramati, Erik Birgersson, Sangho Kim, Hwa Liang Leo
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引用次数: 0

摘要

目的:主动脉夹层与高死亡率有关。尽管计算方法已经揭示了该疾病的许多方面,但仍需要进行敏感性分析,以确定不同因素的重要性。三维流固耦合(FSI)模拟因其复杂的几何形状和高昂的计算费用,并不适合进行敏感性分析:方法:我们进行了蒙特卡罗模拟(MCS),以研究血液动力学量对零维(0D)模型的叠加参数的敏感性。我们对模型参数对重要血液动力学量的影响进行了局部和全局分析:MCS显示,假腔和泪道的整块阻力值越大,假腔的逆流率就越高(变异系数[公式:见正文],敏感度[公式:见正文],斯皮尔曼系数[公式:见正文])。对于腔内压,我们的结果显示真腔的阻力和惰性(真腔惰性的变异系数[公式:见正文]、灵敏度[公式:见正文]和斯皮尔曼系数[公式:见正文])起着重要作用:本研究强调了比较局部和全局灵敏度分析结果的必要性,以了解多个整数参数的重要性。由于该方法的高效性,我们的方法可能有助于研究和分析医疗规划。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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A Monte Carlo Sensitivity Analysis for a Dimensionally Reduced-Order Model of the Aortic Dissection.

Purpose: Aortic dissection is associated with a high mortality rate. Although computational approaches have shed light on many aspects of the disease, a sensitivity analysis is required to determine the significance of different factors. Because of its complex geometry and high computational expense, the three-dimensional (3D) fluid-structure interaction (FSI) simulation is not a suitable approach for sensitivity analysis.

Methods: We performed a Monte Carlo simulation (MCS) to investigate the sensitivity of hemodynamic quantities to the lumped parameters of our zero-dimensional (0D) model with numerically calculated lumped parameters. We performed local and global analyses on the effect of the model parameters on important hemodynamic quantities.

Results: The MCS showed that a larger lumped resistance value for the false lumen and the tears result in a higher retrograde flow rate in the false lumen (the coefficient of variation, c v , i = 0.0183 , the sensitivity S X i σ = 0.54 , Spearman's coefficient, ρ s = 0.464 ). For the intraluminal pressure, our results show a significant role in the resistance and inertance of the true lumen (the coefficient of variation, c v , i = 0.0640 , the sensitivity S X i σ = 0.85 , and Spearman's coefficient, ρ s = 0.855 for the inertance of the true lumen).

Conclusion: This study highlights the necessity of comparing the results of the local and global sensitivity analyses to understand the significance of multiple lumped parameters. Because of the efficiency of the method, our approach is potentially useful to investigate and analyze medical planning.

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来源期刊
Cardiovascular Engineering and Technology
Cardiovascular Engineering and Technology Engineering-Biomedical Engineering
CiteScore
4.00
自引率
0.00%
发文量
51
期刊介绍: Cardiovascular Engineering and Technology is a journal publishing the spectrum of basic to translational research in all aspects of cardiovascular physiology and medical treatment. It is the forum for academic and industrial investigators to disseminate research that utilizes engineering principles and methods to advance fundamental knowledge and technological solutions related to the cardiovascular system. Manuscripts spanning from subcellular to systems level topics are invited, including but not limited to implantable medical devices, hemodynamics and tissue biomechanics, functional imaging, surgical devices, electrophysiology, tissue engineering and regenerative medicine, diagnostic instruments, transport and delivery of biologics, and sensors. In addition to manuscripts describing the original publication of research, manuscripts reviewing developments in these topics or their state-of-art are also invited.
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