Pattern Recognition Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.
Siemens Healthcare GmbH, Forchheim, Germany.
Phys Med Biol. 2023 Sep 13;68(18). doi: 10.1088/1361-6560/acf3ce.
Multiple algorithms have been proposed for data driven gating (DDG) in single photon emission computed tomography (SPECT) and have successfully been applied to myocardial perfusion imaging (MPI). Application of DDG to acquisition types other than SPECT MPI has not been demonstrated so far, as limitations and pitfalls of current methods are unknown.We create a comprehensive set of phantoms simulating the influence of different motion artifacts, view angles, moving objects, contrast, and count levels in SPECT. We perform Monte Carlo simulation of the phantoms, allowing the characterization of DDG algorithms using quantitative metrics derived from the data and evaluate the Center of Light (COL) and Laplacian Eigenmaps methods as sample DDG algorithms.View angle, object size, count rate density, and contrast influence the accuracy of both DDG methods. Moreover, the ability to extract the respiratory motion in the phantom was shown to correlate with the contrast of the moving feature to the background, the signal to noise ratio, and the noise in the data.We showed that reporting the average correlation to an external physical reference signal per acquisition is not sufficient to characterize DDG methods. Assessing DDG methods on a view-by-view basis using the simulations and metrics from this work could enable the identification of pitfalls of current methods, and extend their application to acquisitions beyond SPECT MPI.
已经提出了多种用于单光子发射计算机断层扫描(SPECT)中数据驱动门控(DDG)的算法,并已成功应用于心肌灌注成像(MPI)。到目前为止,尚未证明 DDG 可应用于 SPECT MPI 以外的采集类型,因为目前方法的局限性和缺陷尚不清楚。我们创建了一套全面的模拟不同运动伪影、视角、移动物体、对比度和 SPECT 计数水平影响的体模。我们对体模进行了蒙特卡罗模拟,允许使用从数据中得出的定量指标来描述 DDG 算法,并评估中心光(COL)和拉普拉斯特征映射方法作为示例 DDG 算法。视角、物体大小、计数率密度和对比度会影响两种 DDG 方法的准确性。此外,还证明了在体模中提取呼吸运动的能力与运动特征与背景的对比度、信噪比以及数据中的噪声相关。我们表明,按每次采集向外部物理参考信号报告平均相关性不足以描述 DDG 方法。使用本工作中的模拟和指标逐视图评估 DDG 方法,可以识别当前方法的缺陷,并将其应用扩展到 SPECT MPI 以外的采集。