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Global sensitivity analysis of a model for venous valve dynamics.

机译:静脉瓣动力学模型的全局敏感性分析。

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摘要

Chronic venous disease is defined as dysfunction of the venous system caused by incompetent venous valves with or without a proximal venous obstruction. Assessing the severity of the disease is challenging, since venous function is determined by various interacting hemodynamic factors. Mathematical models can relate these factors using physical laws and can thereby aid understanding of venous (patho-)physiology. To eventually use a mathematical model to support clinical decision making, first the model sensitivity needs to be determined. Therefore, the aim of this study is to assess the sensitivity of the venous valve model outputs to the relevant input parameters. Using a 1D pulse wave propagation model of the tibial vein including a venous valve, valve dynamics under head up tilt are simulated. A variance-based sensitivity analysis is performed based on generalized polynomial chaos expansion. Taking a global approach, individual parameter importance on the valve dynamics as well as importance of their interactions is determined. For the output related to opening state of the valve, the opening/closing pressure drop (dpvalve,0) is found to be the most important parameter. The venous radius (rvein,0) is related to venous filling volume and is consequently most important for the output describing venous filling time. Finally, it is concluded that improved assessment of rvein,0 and dpvalve,0 is most rewarding when simulating valve dynamics, as this results in the largest reduction in output uncertainty. In practice, this could be achieved using ultrasound imaging of the veins and fluid structure interaction simulations to characterize detailed valve dynamics, respectively.
机译:慢性静脉疾病定义为由于静脉瓣膜功能不全导致或不伴有近端静脉阻塞而引起的静脉系统功能障碍。由于静脉功能是由各种相互作用的血液动力学因素决定的,因此评估疾病的严重程度具有挑战性。数学模型可以利用物理定律将这些因素联系起来,从而有助于理解静脉(病理)生理学。为了最终使用数学模型来支持临床决策,首先需要确定模型的敏感性。因此,本研究的目的是评估静脉瓣膜模型输出对相关输入参数的敏感性。使用包括静脉瓣膜在内的胫骨静脉的一维脉搏波传播模型,模拟了抬头向上倾斜时的瓣膜动力学。基于广义多项式混沌展开进行基于方差的敏感性分析。采用全局方法,确定了阀门动力学上各个参数的重要性及其相互作用的重要性。对于与阀的打开状态相关的输出,打开/关闭压降(dpvalve,0)被认为是最重要的参数。静脉半径(rvein,0)与静脉充盈量有关,因此对于描述静脉充盈时间的输出最为重要。最后,得出的结论是,在模拟阀动力学时,对rvein,0和dpvalve,0的改进评估是最有意义的,因为这会导致最大的输出不确定性降低。实际上,这可以通过使用静脉的超声成像和流体结构相互作用模拟分别表征详细的瓣膜动力学来实现。

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