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SMARTool: A Tool for Clinical Decision Support for the Management of Patients with Coronary Artery Disease Based on Modeling of Atherosclerotic Plaque Process

机译:SMARTOOL:一种基于动脉粥样硬化斑块的模拟的冠状动脉疾病患者临床决策支持的工具

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SMARTool aims to the development of a clinical decision support system (CDSS) for the management and stratification of patients with coronary artery disease (CAD). This will be achieved by performing computational modeling of the main processes of atherosclerotic plaque growth. More specifically, computed tomography coronary angiography (CTCA) is acquired and 3-dimensional (3D) reconstruction is performed for the arterial trees. Then, blood flow and plaque growth modeling is employed simulating the major processes of atherosclerosis, such as the estimation of endothelial shear stress (ESS), the lipids transportation, low density lipoprotein (LDL) oxidation, macrophages migration and plaque development. The plaque growth model integrates information from genetic and biological data of the patients. The SMARTool system enables also the calculation of the virtual functional assessment index (vFAI), an index equivalent to the invasively measured fractional flow reserve (FFR), to provide decision support for patients with stenosed arteries. Finally, it integrates modeling of stent deployment. In this work preliminary results are presented. More specifically, the reconstruction methodology has mean value of Dice Coefficient and Hausdorff Distance is 0.749 and 1.746, respectively, while low ESS and high LDL concentration can predict plaque progression.
机译:Smartool旨在开发临床决策支持系统(CDS),用于冠状动脉疾病(CAD)的患者的管理和分层。这将通过执行动脉粥样硬化斑块生长的主要过程的计算建模来实现。更具体地,获取计算的断层扫描冠状动脉造影(CTCA),并且对动脉树进行三维(3D)重建。然后,采用血流和斑块生长建模模拟动脉粥样硬化的主要过程,例如内皮剪切应力(ESS),脂质运输,低密度脂蛋白(LDL)氧化,巨噬细胞迁移和斑块发育。斑块生长模型将信息与患者的遗传和生物数据相结合。 SmartOool系统也能够计算虚拟功能评估指数(VFAI),该指数相当于令人侵略地测量的分数流量储备(FFR),为令人抑制的动脉提供决策支持。最后,它集成了支架部署的建模。在这项工作中,提出了初步结果。更具体地,重建方法具有骰子系数和Hausdorff距离的平均值分别为0.749和1.746,而低ESS和高LDL浓度可以预测斑块进展。

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