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多模态配准和数据融合在心脏再同步治疗优化中的应用。

Multimodal registration and data fusion for cardiac resynchronization therapy optimization.

出版信息

IEEE Trans Med Imaging. 2014 Jun;33(6):1363-72. doi: 10.1109/TMI.2014.2311694.

Abstract

Cardiac resynchronization therapy (CRT) has been shown to improve cardiovascular function in specific patients suffering from heart failure. This procedure still needs to be optimized to overcome the high rate of implanted patients that do not respond to this therapy. We propose in this work a better characterization of the electro-mechanical (EM) coupling of each region of the left ventricle (LV) that could be useful to precise the best implantation site. A new descriptor is proposed with the extraction of local electro-mechanical delays. Their measurement is based on the fusion of anatomical, functional and electrical data acquired using computed tomography (CT), speckle tracking echocardiography (STE), and electro-anatomical mappings (EAM). We propose a workflow to place multimodal data in the same geometrical referential system and to extract local electro-mechanical descriptors. It implies the fusion of electrical and mechanical data on a 3D+ t anatomical model of the LV. It mainly consists in four steps: 1) the modeling of the endocardium using a dynamic surface estimated from CT images; 2) the semi-interactive registration of EAM data and CT images; 3) the automatic registration of STE data on the dynamic model, using a metric based on Fourier descriptors and dynamic time warping; 4) the temporal alignment between EAM and STE and the estimation of local electro-mechanical delays. The proposed process has been applied to real data corresponding to five patients undergoing CRT. Results show that local electro-mechanical delays provide meaningful information on the local characterization of the LV and may be useful for the optimal pacing site selection in CRT.

摘要

心脏再同步治疗(CRT)已被证明可改善特定心力衰竭患者的心血管功能。为了克服对这种治疗方法没有反应的植入患者比例高的问题,该程序仍需要优化。我们在这项工作中提出了一种更好的方法来描述左心室(LV)各个区域的机电(EM)耦合,这可能有助于精确确定最佳植入部位。我们提出了一种新的描述符,通过提取局部机电延迟来实现。它们的测量基于使用计算机断层扫描(CT)、斑点跟踪超声心动图(STE)和电解剖图(EAM)获取的解剖、功能和电数据的融合。我们提出了一种工作流程,将多模态数据置于同一几何参考系统中,并提取局部机电描述符。它涉及在 LV 的 3D+t 解剖模型上融合电气和机械数据。它主要包括四个步骤:1)使用从 CT 图像估计的动态表面对心内膜进行建模;2)EAM 数据和 CT 图像的半交互式注册;3)基于傅里叶描述符和动态时间弯曲的自动将 STE 数据注册到动态模型上;4)EAM 和 STE 之间的时间对准以及局部机电延迟的估计。所提出的过程已应用于正在接受 CRT 的五名患者的真实数据。结果表明,局部机电延迟提供了有关 LV 局部特征描述的有意义的信息,可能有助于 CRT 中的最佳起搏部位选择。

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