基于GATE分析准直器响应建模的卷积强制检测SIMIND验证

M. I. Karamat, T. Farncombe
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摘要

蒙特卡罗是发射层析成像中一个重要而成熟的研究工具。虽然蒙特卡罗技术在研究应用中广泛使用,但由于其检测效率低且采集时间长,因此通常不应用于临床。为了使这个众所周知的缓慢的计算工具更快,我们的团队之前已经将基于卷积的强制检测(CFD)的方差减少技术实现到SIMIND MC代码(CFD-SIMIND)中。在这种方法中,在物体内的每个相互作用点,光子被强迫在垂直于探测器的方向上传播,并与基于准直器响应的高斯模糊核进行卷积。本研究的重点是在没有隔膜穿透和准直散射建模的情况下使用CFD-SIMIND对中低能同位素进行模拟的可行性。在本研究中,为了验证CFD-SIMIND的结果,我们将CFD-SIMIND的结果与GATE Monte Carlo进行了比较。为此,使用CFD-SIMIND和GATE进行了大量的点源模拟,分别采用低能和中能同位素(即分别为99mTc和111In)。在空气和水中获得了不同源到准直器距离的99mTc(低、中能量准直器)和111In(中能量准直器)点源数据。然后利用点源数据对CFD-SIMIND在空间分辨率、灵敏度、图像轮廓和能谱方面进行验证。为了验证扩展源分布和非均匀衰减介质的结果,进行了XCAT模拟。本文还介绍了目前可用的低能量准直器的99mTc数据。在这种情况下,还进行了类似于在水中获得的点源数据的比较。已经观察到,在99mTc和111In的情况下,即使没有准直器散射和间隔穿透建模,CFD-SIMIND与GATE的简单点源模拟数据也具有良好的相关性。低能量准直器的99mTc点源和XCAT幻像数据表明,CFD-SIMIND用于同位素/准直器组合是有效的。为了推广结果,对XCAT模拟中用于点源模拟的其他同位素/准直器对进行了进一步的模拟研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Validation of convolution based forced detection SIMIND with analytical collimator response modeling using GATE
Monte Carlo is an important and well established research tool in emission tomography. While used extensively in research applications, Monte Carlo techniques are not typically implemented clinically due to is its low detection efficiency and resultant long acquisition times. In order to make this notoriously slow computational tool faster, variance reduction techniques known as convolution based forced detection (CFD) have previously been implemented into SIMIND MC code (CFD-SIMIND) by our group. In this method, at each interaction site within the object, photons are forced to travel in a direction perpendicular to the detector and are convolved with a Gaussian blurring kernel based on the collimator response. This study focuses on the feasibility of using CFD-SIMIND in the absence of septal penetration and collimator scatter modeling for low and medium energy isotopes. In this study, the results of CFD-SIMIND have been compared with GATE Monte Carlo in order to validate the CFD-SIMIND results. For this purpose a number of point source simulations were performed using CFD-SIMIND and GATE with low and medium energy isotopes (i.e. 99mTc and 111In respectively). 99mTc point source data (with low and medium energy collimator) and 111In (with medium energy collimator) at different source to collimator distances in air and water was acquired. The point source data was then used for the validation of CFD-SIMIND in terms of spatial resolution, sensitivity, image profiles and energy spectra. In order to validate the results for extended source distribution and non-uniform attenuation media, XCAT phantom simulations are being performed. The 99mTc data with low energy collimator, available so far, has also been presented in the study. A comparison similar to point source data obtained in water was also performed in this case. It has been observed that CFD-SIMIND correlates well with GATE for simple point source simulation data in the case of 99mTc and 111In even in the absence of collimator scatter and septal penetration modeling. Point source as well as XCAT phantom data for 99mTc with low energy collimator showed that the use of CFD-SIMIND is valid for the isotope/collimator combination. In order to generalize the results, further simulation studies for other isotope/collimator pairs, used in point source simulations, are being performed for XCAT phantom.
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