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Attenuation correction for TOF-PET with a limited number of stationary coincidence line-sources

机译:使用有限数量的固定符合线源对TOF-pET进行衰减校正

摘要

INTRODUCTION Accurate attenuation correction remains a major issue in combined PET/MRI. We have previously presented a method to derive the attenuation map by performing a transmission scan using an annulus-shaped source placed close to the edge of the FOV of the scanner. With this method, simultaneous transmission and emission data acquisition is possible as transmission data can be extracted using Time-of-Flight (TOF) information. As this method is strongly influenced by photon scatter and dead time effects, its performance depends on the accuracy of the correction techniques for these effects. In this work we present a new approach in which the annulus source is replaced with a limited number of line-sources positioned at 35 cm from the center of the FOV. By including the location of the line sources into the algorithm, the extraction of true transmission data can be improved. The setup was validated with simulations studies and evaluated with a phantom study acquired on the LaBr3-based TOF-PET scanner installed at UPENN. MATERIALS AND METHODS First we performed GATE simulations using the digital NCAT phantom. The phantom was segmented into bone, lung and soft-tissue and injected with 6.5 Mbq/kg 18F-FDG. Simultaneous transmission/emission scans of 3 minutes were simulated using 6, 12 and 24 18F-FDG line sources with a total activity of 0.5 mCi. To obtain the attenuation map, the transmission data is first extracted using TOF information. To reduce misclassification of prompt emission data as transmission data, only events on LORs, which pass within a radial distance of 1 cm from at least one line source, are accepted. The attenuation map is then reconstructed using an iterative gradient descent approach. As a proof of concept, the method was evaluated on the LaBr3-based TOF PET scanner using an anthropomorphic torso phantom injected with 2mCi of 18F-FDG. 24 line-sources of 20μCi each were fixed to a wooden template at the back of the scanner. Simultaneous transmission/emission scans were acquired using 24 line sources. RESULTS Simulation results demonstrate that the fraction of scattered emission events classified as transmission data was reduced from 4.32% with the annulus source to 2.29%, 1.25% and 0.63% for the 24, 12 and 6 line sources respectively. The fraction of misclassified true emission events was reduced from 1.10% to 0.42%, 0.24% and 0.13% respectively. Only in case of 6 line sources, the attenuation maps showed severe artifacts. Compared to the classification solely based on TOF-information, preliminary experimental results indicate an improvement in the accuracy of the attenuation coefficients of 10.44%, 0.12% and 5.09% for soft-tissue, lung and bone tissue respectively. CONCLUSION The proposed method can be used for attenuation correction in sequential or simultaneous TOF-PET/MRI systems. The PET transmission and emission data are acquired simultaneously so no acquisition time for attenuation correction is lost in PET or MRI. Attenuation maps with higher accuracy can be obtained by including information about the location of the line-sources. However, at least 12 line sources are needed to avoid severe artifacts.
机译:引言精确的衰减校正仍然是组合PET / MRI的主要问题。我们先前已经提出了一种方法,该方法通过使用位于扫描仪FOV边缘附近的环形空间进行传输扫描来得出衰减图。通过这种方法,可以同时获取发射和发射数据,因为可以使用飞行时间(TOF)信息提取发射数据。由于该方法受光子散射和死区时间效应的强烈影响,因此其性能取决于这些效应的校正技术的准确性。在这项工作中,我们提出了一种新方法,其中环空源替换为距离FOV中心35 cm处的有限数量的线源。通过将线路源的位置包括在算法中,可以改善真实传输数据的提取。该设置通过仿真研究进行了验证,并通过在UPENN上安装的基于LaBr3的TOF-PET扫描仪进行的幻像研究进行了评估。材料和方法首先,我们使用数字NCAT幻象进行了GATE仿真。将体模分为骨骼,肺和软组织,并注射6.5 Mbq / kg的18F-FDG。使用6、12和24个18F-FDG线源模拟了3分钟的同时发射/发射扫描,总活性为0.5 mCi。为了获得衰减图,首先使用TOF信息提取传输数据。为了减少即时发射数据作为传输数据的错误分类,仅接受LOR上的事件,这些事件在距至少一个线源1厘米的径向距离内通过。然后使用迭代梯度下降方法重建衰减图。作为概念证明,该方法在基于LaBr3的TOF PET扫描仪上进行了评估,使用了2mCi的18F-FDG注射的拟人躯干体模。 24个20μCi的线源分别固定在扫描仪背面的木制模板上。使用24个线源采集了同时进行的发射/发射扫描。结果仿真结果表明,分类为传输数据的散射发射事件的比例分别从环源的4.32%降低到24、12和6线源的2.29%,1.25%和0.63%。错误分类的真实排放事件的比例分别从1.10%减少到0.42%,0.24%和0.13%。仅在6个线源的情况下,衰减图才会显示出严重的伪影。与仅基于TOF信息的分类相比,初步的实验结果表明,软组织,肺和骨组织的衰减系数的准确性分别提高了10.44%,0.12%和5.09%。结论所提出的方法可以用于顺序或同时TOF-PET / MRI系统中的衰减校正。同时采集PET发射和发射数据,因此在PET或MRI中不会损失用于衰减校正的采集时间。通过包含有关线源位置的信息,可以获得更高精度的衰减图。但是,至少需要12个线源才能避免出现严重的伪影。

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