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A proof-of-concept study for predicting the region of atherosclerotic plaque development based on plaque growth modeling in carotid arteries

机译:基于颈动脉斑块噬菌体的斑块生长模拟预测动脉粥样硬化斑块区域的概念验证研究

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In this work, we present a computational model for plaque growth utilizing magnetic resonance data of a patient's carotid artery. More specifically, we model blood flow utilizing the Navier-Stokes equations, as well as LDL and HDL transport using the convection-diffusion equation in the arterial lumen. The accumulated LDL in the arterial wall is oxidized considering the protective effect of HDL. Macrophages recruitment and foam cells formation are the final step of the proposed multi-level modeling approach of the plaque growth. The simulated results of our model are compared with the follow-up MRI findings in 12 months regarding the change to the arterial wall thickness. WSS and LDL may indicate potential regions of plaque growth (R-2=0.35), but the contribution of foam cells formation, macrophages and oxidized LDL increased the prediction significantly (R-2=0.75).
机译:在这项工作中,我们介绍了利用患者颈动脉的磁共振数据的斑块生长的计算模型。更具体地,我们利用Navier-Stokes方程以及使用动脉内腔中的对流扩散方程来利用Navier-Stokes方程的血流以及LDL和HDL运输。考虑到HDL的保护作用,动脉壁中的累积LDL被氧化。巨噬细胞募集和泡沫细胞形成是所提出的斑块生长的多级模型方法的最后步骤。将模型的模拟结果与12个月内的后续MRI调查结果进行比较,关于动脉壁厚的变化。 WSS和LDL可以指示斑块生长的潜在区域(R-2 = 0.35),但泡沫细胞形成的贡献,巨噬细胞和氧化LDL显着增加预测(R-2 = 0.75)。

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