Université de Lyon, CREATIS, CNRS UMR 5220, INSERM U1044, INSA-Lyon, Université Lyon 1, France.
Med Image Anal. 2013 Jul;17(5):573-85. doi: 10.1016/j.media.2013.03.006. Epub 2013 Mar 30.
We aim at investigating arterial diseases at early stage, by assessing the longitudinal (i.e. in the same direction as the blood flow) motion of the intima-media complex. This recently evidenced phenomenon has been shown to provide relevant and complementary information about vascular health. Our method assesses the longitudinal and radial motion from clinical in vivo B-mode ultrasound sequences. To estimate the trajectory of a selected point during the cardiac cycle, we introduce a block matching method that involves a temporal update of the reference block using a pixel-wise Kalman filter. The filter uses the initial gray-level of the pixel as control signal to avoid divergence due to cumulating errors. The block and search-window sizes are adapted to the tissue of interest. The method was evaluated on image sequences of the common carotid artery, acquired in 57 healthy volunteers and in 25 patients at high cardiovascular risk. Reference trajectories were generated for each sequence by averaging the tracings performed by three observers. Six different computerized techniques were also compared to our method. With a pixel size of 30 μm, the average absolute motion estimation errors were 84 ± 107 μm and 20 ± 19 μm for the longitudinal and radial directions, respectively. This accuracy was of the same order of magnitude as the inter- and intra-observers variability, and smaller than for the other methods. The estimated longitudinal motion amplitude was significantly reduced in at-risk patients compared with healthy volunteers (408 ± 281 μm vs. 643 ± 274 μm, p<0.0001). Our method can constitute a reliable and time-saving technique to investigate the arterial stiffness in clinical studies, in the objective to detect early-stage atherosclerosis.
我们的目标是通过评估内中膜复合体的纵向(即与血流方向相同)运动来早期发现动脉疾病。这一最近发现的现象已被证明提供了有关血管健康的相关且互补的信息。我们的方法评估了来自临床体内 B 型超声序列的纵向和径向运动。为了估计心脏周期中选定点的轨迹,我们引入了一种块匹配方法,该方法使用基于像素的卡尔曼滤波器对参考块进行时间更新。滤波器使用像素的初始灰度级作为控制信号,以避免由于累积误差而导致发散。块和搜索窗口的大小适应感兴趣的组织。该方法在 57 名健康志愿者和 25 名高心血管风险患者的颈总动脉图像序列上进行了评估。通过平均三个观察者执行的跟踪,为每个序列生成参考轨迹。还将六种不同的计算机化技术与我们的方法进行了比较。像素大小为 30 μm 时,纵向和径向方向的平均绝对运动估计误差分别为 84 ± 107 μm 和 20 ± 19 μm。这种精度与观察者间和观察者内的变异性处于同一数量级,并且小于其他方法。与健康志愿者相比,高风险患者的估计纵向运动幅度明显降低(408 ± 281 μm 比 643 ± 274 μm,p<0.0001)。我们的方法可以构成一种可靠且省时的技术,用于在临床研究中研究动脉僵硬,以检测早期动脉粥样硬化。