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2D versus 3D cross-correlation-based radial and circumferential strain imaging in a 3D atherosclerotic carotid artery model using ultrafast plane wave ultrasound

机译:使用超快平面波超声在3D动脉粥样硬化颈动脉模型中基于2D与3D互相关的径向和周向应变成像

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Three-dimensional vascular strain estimation is crucial for assessment of the location of high strain regions in the carotid artery (CA) and the identification of vulnerable plaque features. This study compares 2D vs. 3D displacement estimation in terms of radial and circumferential strain using simulated ultrasound images of a 3D atherosclerotic CA model at the bifurcation embedded in surrounding tissue. The 3D finite element model (FEM) of a patient-specific, pulsating atherosclerotic CA (pulse pressure 60 mmHg) was generated with ABAQUS FEM software. Global longitudinal motion was superimposed to the model. Radiofrequency (RF) ultrasound data were simulated in Field II by moving point scatterers (vessel wall) according to the deformation patterns of the model. A linear array transducer (f = 9 MHz, pitch = 198 μm, 192 elements) was used which transmitted plane waves at 3 alternating angles (+19.5°, 0°, -19.5°) at a pulse repetition rate of 10 kHz. Simulations with 20 ms (systole) and 100 ms (diastole) inter-frame (IF) time were performed for 191 equally spaced (0.1 mm) longitudinal positions of the internal CA containing fatty and calcified areas. After delay-and-sum beamforming, IF axial displacements were estimated using a coarse-to-fine normalized cross-correlation method. The axial displacement at 0° was used as the vertical displacement component. Projection of the -19.5° and +19.5° axial displacements yielded the horizontal displacement component. A polar grid and the lumen center were determined in the end-diastolic frame of each longitudinal position and used to convert the tracked vertical and horizontal displacements into radial and circumferential displacements. Least squares strain estimation was performed to determine accumulated radial and circumferential strain. The performance of the 2D and 3D method was compared by calculating the root-mean-squared error (RMSE) of the estimated strains - ith respect to the reference strains obtained from the model. More accurate strain images were obtained using the 3D displacement estimation for the entire cardiac cycle. The 3D technique clearly outperforms the 2D technique in phases with high IF longitudinal motion.
机译:三维血管应变估计对于评估颈动脉(CA)中高应变区域的位置以及确定易损斑块特征至关重要。这项研究使用嵌入周围组织的分叉处的3D动脉粥样硬化CA模型的模拟超声图像,比较了径向和周向应变方面的2D与3D位移估计。使用ABAQUS FEM软件生成了患者特定的脉动性动脉粥样硬化CA(脉压60 mmHg)的3D有限元模型。全局纵向运动被叠加到该模型上。根据模型的变形模式,通过运动点散射体(容器壁)在场II中模拟了射频(RF)超声数据。使用线性阵列换能器(f = 9 MHz,间距= 198μm,192个元素),它以10 kHz的脉冲重复率以3个交替的角度(+ 19.5°,0°,-19.5°)传输平面波。对包含脂肪和钙化区域的内部CA的191个等距(0.1毫米)纵向位置执行了20 ms(收缩期)和100 ms(舒张期)帧间(IF)时间的模拟。在延迟和求和波束成形之后,使用粗到细归一化互相关方法估计IF轴向位移。使用0°时的轴向位移作为垂直位移分量。 -19.5°和+ 19.5°轴​​向位移的投影产生水平位移分量。在每个纵向位置的舒张末期框架中确定极坐标和管腔中心,并将其用于将跟踪的垂直和水平位移转换为径向和周向位移。进行最小二乘应变估计以确定累积的径向和周向应变。通过计算估计应变的均方根误差(RMSE)(相对于从模型获得的参考应变),比较了2D和3D方法的性能。使用整个心动周期的3D位移估算可以获得更准确的应变图像。在高中频纵向运动的相位中,3D技术明显优于2D技术。

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