Liu Zhongming, Liu Chenguang, He Bin
Department of Biomedical Engineering, University of Minnesota, Twin Cities, Minneapolis, MN 55455, USA.
IEEE Trans Med Imaging. 2006 Oct;25(10):1307-18. doi: 10.1109/tmi.2006.882140.
We propose a new electrocardiographic (ECG) inverse approach for imaging the three-dimensional (3-D) ventricular activation sequence based on the modeling and estimation of the equivalent current density throughout the entire volume of the ventricular myocardium. The spatio-temporal coherence of the ventricular excitation process has been utilized to derive the activation time from the estimated time course of the equivalent current density. In the present study, we explored four different linear inverse algorithms (the minimum norm and weighted minimum norm estimates in combination with two regularization schemes: the instant-by-instant regularization and the isotropy method) to estimate the current density at each time instant during the ventricular depolarization. The activation time at any given location within the ventricular myocardium was determined as the time point with the occurrence of the maximum local current density estimate. Computer simulations were performed to evaluate this approach using single- and dual-site pacing protocols in a physiologically realistic cellular automaton heart model. The performance and stability of the proposed approach was evaluated with respect to the various levels of measurement noise (0, 5, 10, 20, 40, and 60 microV), the various numbers of ECG electrodes and the modeling errors on the torso geometry and heart position. The simulation results demonstrate that: 1) the single-site paced 3-D activation sequence can be well reconstructed from 200-channel body surface potential maps with additive Gaussian white noise of 20 microV (correlation coefficient = 0.90, relative error = 0.19, and localization error = 5.49 mm); 2) a higher imaging accuracy can be obtained when the activation is initiated from the left/right ventricle (LV/RV) compared to from the septum; 3) the isotropy method gives rise to a better performance than the conventional instant-by-instant regularization; 4) a decreased imaging accuracy results from a larger noise level, a fewer number of electrodes, or the volume conductor modeling errors; however, a reasonable imaging accuracy can still be obtained with a 60 microV noise level, 64 electrodes, or mild errors on both the torso geometry and heart position, respectively; 5) the dual-site paced 3-D activation sequence can be imaged when the two sites are paced either simultaneously or with a time delay of 20 ms; 6) two pacing sites can be resolved and localized in the imaged 3-D activation sequence when they are located at the contralateral sides of ventricles or at the ventricular lateral wall and the apex, respectively.
我们提出了一种新的心电图(ECG)逆向方法,用于基于对整个心室心肌体积内等效电流密度的建模和估计来成像三维(3-D)心室激活序列。利用心室兴奋过程的时空相干性,从估计的等效电流密度时间历程中得出激活时间。在本研究中,我们探索了四种不同的线性逆向算法(最小范数和加权最小范数估计与两种正则化方案相结合:逐时刻正则化和各向同性方法),以估计心室去极化期间每个时刻的电流密度。心室心肌内任何给定位置的激活时间被确定为局部电流密度估计值最大时的时间点。在一个生理逼真的细胞自动机心脏模型中,使用单部位和双部位起搏协议进行了计算机模拟,以评估该方法。针对不同水平的测量噪声(0、5、10、20、40和60微伏)、不同数量的ECG电极以及躯干几何形状和心脏位置的建模误差,评估了所提出方法的性能和稳定性。模拟结果表明:1)从200通道体表电位图中,利用20微伏的加性高斯白噪声可以很好地重建单部位起搏的3-D激活序列(相关系数 = 0.90,相对误差 = 0.19,定位误差 = 5.49毫米);2)与从室间隔开始激活相比,从左/右心室(LV/RV)开始激活时可获得更高的成像精度;3)各向同性方法比传统的逐时刻正则化具有更好的性能;4)噪声水平更高、电极数量更少或体积导体建模误差会导致成像精度降低;然而,分别在60微伏噪声水平、64个电极或躯干几何形状和心脏位置存在轻度误差的情况下,仍可获得合理的成像精度;5)当两个部位同时起搏或以20毫秒的时间延迟起搏时,可以对双部位起搏的3-D激活序列进行成像;6)当两个起搏部位分别位于心室的对侧或心室侧壁和心尖时,可以在成像的3-D激活序列中分辨并定位这两个起搏部位。