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使用自动化参数化网格生成进行血流模拟的大规模特定主题大脑动脉树建模。

Large-scale subject-specific cerebral arterial tree modeling using automated parametric mesh generation for blood flow simulation.

机构信息

Department of Bioengineering, University of Illinois at Chicago, Chicago, IL, USA.

Department of Bioengineering, University of Illinois at Chicago, Chicago, IL, USA; Department of Neurosurgery, University of Illinois at Chicago, Chicago, IL, USA.

出版信息

Comput Biol Med. 2017 Dec 1;91:353-365. doi: 10.1016/j.compbiomed.2017.10.028. Epub 2017 Oct 24.

DOI:10.1016/j.compbiomed.2017.10.028
PMID:29126049
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5696053/
Abstract

In this paper, we present a novel technique for automatic parametric mesh generation of subject-specific cerebral arterial trees. This technique generates high-quality and anatomically accurate computational meshes for fast blood flow simulations extending the scope of 3D vascular modeling to a large portion of cerebral arterial trees. For this purpose, a parametric meshing procedure was developed to automatically decompose the vascular skeleton, extract geometric features and generate hexahedral meshes using a body-fitted coordinate system that optimally follows the vascular network topology. To validate the anatomical accuracy of the reconstructed vasculature, we performed statistical analysis to quantify the alignment between parametric meshes and raw vascular images using receiver operating characteristic curve. Geometric accuracy evaluation showed an agreement with area under the curves value of 0.87 between the constructed mesh and raw MRA data sets. Parametric meshing yielded on-average, 36.6% and 21.7% orthogonal and equiangular skew quality improvement over the unstructured tetrahedral meshes. The parametric meshing and processing pipeline constitutes an automated technique to reconstruct and simulate blood flow throughout a large portion of the cerebral arterial tree down to the level of pial vessels. This study is the first step towards fast large-scale subject-specific hemodynamic analysis for clinical applications.

摘要

在本文中,我们提出了一种新颖的技术,用于自动生成特定于主体的大脑动脉树的参数化网格。这项技术为快速血流模拟生成高质量和解剖准确的计算网格,将 3D 血管建模的范围扩展到大脑动脉树的大部分。为此,开发了一种参数化网格剖分过程,以自动分解血管骨架,提取几何特征,并使用最佳跟随血管网络拓扑的体坐标系生成六面体网格。为了验证重建血管的解剖准确性,我们进行了统计分析,使用接收者操作特征曲线量化参数化网格和原始血管图像之间的对齐程度。几何精度评估显示,构建的网格与原始 MRA 数据集之间的曲线下面积值的一致性为 0.87。参数化网格平均比非结构化四面体网格在正交和等角斜交质量方面提高了 36.6%和 21.7%。参数化网格和处理管道构成了一种自动技术,可用于重建和模拟大脑动脉树的大部分区域的血流,直至脑膜血管水平。这项研究是朝着临床应用的快速大规模特定于主体的血液动力学分析迈出的第一步。

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