John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA.
Department of Electronic Engineering, City University of Hong Kong, Hong Kong, Hong Kong.
Med Biol Eng Comput. 2017 Dec;55(12):2183-2195. doi: 10.1007/s11517-017-1656-4. Epub 2017 Jun 7.
Measurements of vessel-wall-plus-plaque thickness (VWT) from 3D carotid ultrasound have been shown to be sensitive to the effect of pharmaceutical interventions. Since the geometry of carotid arteries is highly subject-specific, quantitative comparison of the distributions of point-wise VWT measured for different patients or for the same patients at different ultrasound scanning sessions requires the development of a mapping strategy to adjust for the geometric variability of different carotid surface models. In this paper, we present an algorithm mapping each 3D carotid surface to a 2D carotid template with an emphasis on preserving the local geometry of the carotid surface by minimizing local angular distortion. The previously described arc-length scaling (AL) approach was applied to generate an initial 2D VWT map. Using results established in the quasi-conformal theory, a new map was computed to compensate for the angular distortion incurred in AL mapping. As the 2D carotid template lies on an L-shaped non-convex domain, one-to-one correspondence of the mapping operation was not guaranteed. To address this issue, an iterative Beltrami differential chopping and smoothing procedure was developed to enforce bijectivity. Evaluations performed in the 20 carotid surface models showed that the reduction in average angular distortion made by the proposed algorithm was highly significant (P = 2.06 × 10). This study is the first study showing that a bijective conformal map to a non-convex domain can be obtained using the iterative Beltrami differential chopping and smoothing procedure. The improved consistency exhibited in the 2D VWT map generated by the proposed algorithm will allow for unbiased quantitative comparisons of VWT as well as local geometric and hemodynamic quantities in population studies.
从 3D 颈动脉超声测量的血管壁加斑块厚度 (VWT) 已被证明对药物干预的效果敏感。由于颈动脉的几何形状高度因人而异,因此需要开发一种映射策略来调整不同颈动脉表面模型的几何变异性,以便对不同患者或同一患者在不同超声扫描会话中测量的点 VWT 分布进行定量比较。在本文中,我们提出了一种将每个 3D 颈动脉表面映射到 2D 颈动脉模板的算法,重点是通过最小化局部角度变形来保留颈动脉表面的局部几何形状。我们应用了先前描述的弧长缩放 (AL) 方法来生成初始 2D VWT 图。利用拟共形理论的结果,计算了一个新的映射来补偿在 AL 映射中产生的角度变形。由于 2D 颈动脉模板位于 L 形非凸域上,因此不能保证映射操作的一一对应。为了解决这个问题,我们开发了一种迭代的 Beltrami 微分切割和平滑过程来强制实现双射性。在 20 个颈动脉表面模型中的评估表明,所提出的算法减少平均角度变形的效果非常显著(P = 2.06×10)。这项研究首次表明,可以使用迭代 Beltrami 微分切割和平滑过程获得到非凸域的双射共形映射。所提出算法生成的 2D VWT 图中显示出的改进一致性将允许在人群研究中对 VWT 以及局部几何和血液动力学量进行无偏的定量比较。