CREATIS UMR 5220, U1294, University Lyon 1, INSA Lyon, France.
IMAG UMR 5149, University of Montpellier, France.
Phys Med Biol. 2021 Dec 16;66(24). doi: 10.1088/1361-6560/ac3ffe.
Color Doppler by transthoracic echocardiography creates two-dimensional fan-shaped maps of blood velocities in the cardiac cavities. It is a one-component velocimetric technique since it only returns the velocity components parallel to the ultrasound beams. Intraventricular vector flow mapping (VFM) is a method to recover the blood velocity vectors from the Doppler scalar fields in an echocardiographic three-chamber view. We improved ourVFM numerical scheme by imposing physical constraints. TheVFM consisted in minimizing regularized Doppler residuals subject to the condition that two fluid-dynamics constraints were satisfied, namely planar mass conservation, and free-slip boundary conditions. The optimization problem was solved by using the Lagrange multiplier method. A finite-difference discretization of the optimization problem, written in the polar coordinate system centered on the cardiac ultrasound probe, led to a sparse linear system. The single regularization parameter was determined automatically for non-supervision considerations. The physics-constrained method was validated using realistic intracardiac flow data from a patient-specific computational fluid dynamics (CFD) model. The numerical evaluations showed that theVFM-derived velocity vectors were in very good agreement with the CFD-based original velocities, with relative errors ranged between 0.3% and 12%. We calculated two macroscopic measures of flow in the cardiac region of interest, the mean vorticity and mean stream function, and observed an excellent concordance between physics-constrainedVFM and CFD. The capability of physics-constrainedVFM was finally tested withcolor Doppler data acquired in patients routinely examined in the echocardiographic laboratory. The vortex that forms during the rapid filling was deciphered. The physics-constrainedVFM algorithm is ready for pilot clinical studies and is expected to have a significant clinical impact on the assessment of diastolic function.
经胸超声心动图的彩色多普勒技术可创建心脏腔室中血流速度的二维扇形图。它是一种单分量速度测量技术,因为它只返回与超声束平行的速度分量。心室内向量血流图(VFM)是一种从超声心动图三腔视图中的多普勒标量场中恢复血流速度向量的方法。我们通过施加物理约束来改进我们的 VFM 数值方案。VFM 包括最小化正则化多普勒残差,同时满足两个流体动力学约束条件,即平面质量守恒和无滑移边界条件。优化问题通过使用拉格朗日乘子法来解决。优化问题的有限差分离散化,以心脏超声探头为中心的极坐标系统表示,导致稀疏线性系统。由于非监督考虑,单个正则化参数自动确定。该物理约束方法使用来自特定于患者的计算流体动力学 (CFD) 模型的真实心内流数据进行了验证。数值评估表明,VFM 导出的速度向量与基于 CFD 的原始速度非常吻合,相对误差在 0.3%至 12%之间。我们计算了心脏感兴趣区域的两个宏观流动度量,平均涡度和平均流函数,并观察到物理约束 VFM 和 CFD 之间的极好一致性。最后,使用在超声心动图实验室常规检查的患者获得的彩色多普勒数据对物理约束 VFM 进行了测试。解析了快速充盈过程中形成的涡流。物理约束 VFM 算法已准备好进行试点临床研究,并有望对舒张功能评估产生重大的临床影响。