栓塞手术期间血流速度测量的时空频域分析
Spatiotemporal frequency domain analysis for blood velocity measurement during embolization procedures.
作者信息
Wagner Martin G, Whitehead Joseph F, Periyasamy Sarvesh, Laeseke Paul F, Speidel Michael A
机构信息
Department of Radiology, University of Wisconsin, Madison, Wisconsin, USA.
Department of Medical Physics, University of Wisconsin, Madison, Wisconsin, USA.
出版信息
Med Phys. 2024 Mar;51(3):1726-1737. doi: 10.1002/mp.16715. Epub 2023 Sep 4.
BACKGROUND
Currently, determining procedural endpoints and treatment efficacy of vascular interventions is largely qualitative and relies on subjective visual assessment of digital subtraction angiography (DSA) images leading to large interobserver variabilities and poor reproducibility. Quantitative metrics such as the residual blood velocity in embolized vessel branches could help establish objective and reproducible endpoints. Recently, velocity quantification techniques based on a contrast enhanced X-ray sequence such as qDSA and 4D DSA have been proposed. These techniques must be robust, and, to avoid radiation dose concerns, they should be compatible with low dose per frame image acquisition.
PURPOSE
To develop and evaluate a technique for robust blood velocity quantification from low dose contrast enhanced X-ray image sequences that leverages the oscillating signal created by pulsatile blood flow.
METHODS
The proposed spatiotemporal frequency domain (STF) approach quantifies velocities from time attenuation maps (TAMs) representing the oscillating signal over time for all points along a vessel centerline. Due to the time it takes a contrast bolus to travel along the vessel centerline, the resulting TAM resembles a sheared sine wave. The shear angle is related to the velocity and can be determined in the spatiotemporal frequency domain after applying the 2D Fourier transform to the TAM. The approach was evaluated in a straight tube phantom using three different radiation dose levels and compared to ultrasound transit-time-based measurements. The STF velocity results were also compared to previously published approaches for the measurement of blood velocity from contrast enhanced X-ray sequences including shifted least squared (SLS) and phase shift (PHS). Additionally, an in vivo porcine study (n = 8) was performed where increasing amounts of embolic particles were injected into a hepatic or splenic artery with intermittent velocity measurements after each injection to monitor the resulting reduction in velocity.
RESULTS
At the lowest evaluated dose level (average air kerma rate 1.3 mGy/s at the interventional reference point), the Pearson correlation between ultrasound and STF velocity measurements was . This was significantly higher ( ) than corresponding correlation results between ultrasound and the previously published SLS and PHS approaches ( and , respectively). In the in vivo study, a reduction in velocity was observed in of cases after injection of 1 mL, after 3 mL, and after 4 mL of embolic particles.
CONCLUSIONS
The results show good agreement of the spatiotemporal frequency domain approach with ultrasound even in low dose per frame image sequences. Additionally, the in vivo study demonstrates the ability to monitor the physiological changes due to embolization. This could provide quantitative metrics during vascular procedures to establish objective and reproducible endpoints.
背景
目前,确定血管介入手术的操作终点和治疗效果在很大程度上是定性的,依赖于对数字减影血管造影(DSA)图像的主观视觉评估,这导致观察者之间存在很大差异且再现性差。诸如栓塞血管分支中的残余血流速度等定量指标有助于建立客观且可重复的终点。最近,已经提出了基于对比增强X射线序列的速度量化技术,如定量DSA(qDSA)和四维DSA(4D DSA)。这些技术必须稳健,并且为了避免辐射剂量问题,它们应与每帧低剂量图像采集兼容。
目的
开发并评估一种从低剂量对比增强X射线图像序列中进行稳健血流速度量化的技术,该技术利用脉动血流产生的振荡信号。
方法
所提出的时空频域(STF)方法从时间衰减图(TAM)中量化速度,TAM表示沿血管中心线所有点随时间的振荡信号。由于对比剂团块沿血管中心线传播所需的时间,所得TAM类似于剪切后的正弦波。剪切角与速度相关,在对TAM应用二维傅里叶变换后可在时空频域中确定。该方法在直管模型中使用三种不同的辐射剂量水平进行评估,并与基于超声传播时间的测量进行比较。STF速度结果还与先前发表的从对比增强X射线序列测量血流速度的方法进行比较,包括移位最小二乘法(SLS)和相移法(PHS)。此外,进行了一项体内猪研究(n = 8),在每次注射后间歇性测量速度的情况下,向肝动脉或脾动脉注射越来越多的栓塞颗粒,以监测由此导致的速度降低。
结果
在评估的最低剂量水平(介入参考点处的平均空气比释动能率为1.3 mGy/s)下,超声与STF速度测量之间的皮尔逊相关性为 。这显著高于超声与先前发表的SLS和PHS方法之间的相应相关性结果(分别为 和 )。在体内研究中,在注射1 mL栓塞颗粒后, 的病例观察到速度降低,注射3 mL后为 ,注射4 mL后为 。
结论
结果表明,即使在每帧低剂量图像序列中,时空频域方法与超声也具有良好的一致性。此外,体内研究证明了监测栓塞引起的生理变化的能力。这可以在血管手术期间提供定量指标,以建立客观且可重复的终点。