Division of General Radiology, Department of Radiology, Medical University of Graz, Augenbruggerplatz 9/P, A-8036 Graz, Austria; Institute of Medical Engineering, Graz University of Technology, Stremayrgasse 16/III, A-8010 Graz, Austria.
Division of General Radiology, Department of Radiology, Medical University of Graz, Augenbruggerplatz 9/P, A-8036 Graz, Austria.
Magn Reson Imaging. 2022 May;88:132-141. doi: 10.1016/j.mri.2022.02.007. Epub 2022 Feb 18.
Elevated mean pulmonary arterial pressure (mPAP), or pulmonary hypertension (PH), is associated with vortical blood flow along the main pulmonary artery. We present and validate a method for automated detection and tracking of the PH-related vortex from magnetic resonance 4D flow data that allows estimation of mPAP.
The proposed method detects the presence of a PH-related vortex in the main pulmonary artery based on geometrical properties of swirling streamlines and estimates mPAP from the PH-related vortex duration (t) using a previously established model. 4D flow data of 32 subjects (19/13 with/without PH) who underwent right heart catheterization (RHC) for mPAP measurement and diagnosis of PH (mPAP >20 mmHg) were used to compare visual and automated PH-related vortex detection and to validate estimated mPAP against RHC-derived results.
Visually and automatically determined t values correlated strongly (r = 0.98); they yielded no bias, and the standard deviation of differences between them was small (5.9% of the cardiac interval). mPAP estimates from visual and automated analyses both allowed diagnosis of PH with an area under the curve of 1.00 [0.89,1.00]. For subjects with PH, neither visually nor automatically estimated mPAP differed from mPAP measured by RHC, while the standard deviation between estimated and invasively measured mPAP was lower with visual estimation (3.1 mmHg vs. 5.3 mmHg).
An automated method for PH-related vortex detection and tracking from magnetic resonance 4D flow data was introduced, which demonstrated very good agreement with visual analysis and accurate estimation of elevated mPAP.
肺动脉平均压(mPAP)升高,即肺动脉高压(PH),与主肺动脉内的旋流血流有关。我们提出并验证了一种从磁共振 4D 流数据自动检测和跟踪 PH 相关涡流的方法,该方法可以估计 mPAP。
该方法基于旋流流线的几何特性来检测主肺动脉中 PH 相关涡流的存在,并使用先前建立的模型,根据 PH 相关涡流的持续时间(t)来估计 mPAP。使用 32 名接受右心导管检查(RHC)以测量 mPAP 和诊断 PH(mPAP >20mmHg)的受试者的 4D 流数据来比较视觉和自动 PH 相关涡流检测,并验证估计的 mPAP 与 RHC 衍生结果的一致性。
视觉和自动确定的 t 值相关性很强(r=0.98);它们没有偏差,而且它们之间的差异标准差很小(心脏间隔的 5.9%)。视觉和自动分析得出的 mPAP 估计值都可以诊断 PH,曲线下面积为 1.00 [0.89,1.00]。对于 PH 患者,无论是视觉还是自动估计的 mPAP 都与 RHC 测量的 mPAP 无差异,而视觉估计的 mPAP 与侵入性测量的 mPAP 之间的标准偏差较低(3.1mmHg 比 5.3mmHg)。
提出了一种从磁共振 4D 流数据自动检测和跟踪 PH 相关涡流的方法,该方法与视觉分析非常吻合,并且可以准确估计升高的 mPAP。