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首页> 外文期刊>Physics in medicine and biology. >A method for energy window optimization for quantitative tasks that includes the effects of model-mismatch on bias: Application to Y-90 bremsstrahlung SPECT imaging
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A method for energy window optimization for quantitative tasks that includes the effects of model-mismatch on bias: Application to Y-90 bremsstrahlung SPECT imaging

机译:一种用于定量任务的能量窗口优化的方法,该方法包括模型不匹配对偏差的影响:在Y-90 stra致辐射SPECT成像中的应用

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摘要

Quantitative Yttrium-90 ( 90Y) bremsstrahlung single photon emission computed tomography (SPECT) imaging has shown great potential to provide reliable estimates of 90Y activity distribution for targeted radionuclide therapy dosimetry applications. One factor that potentially affects the reliability of the activity estimates is the choice of the acquisition energy window. In contrast to imaging conventional gamma photon emitters where the acquisition energy windows are usually placed around photopeaks, there has been great variation in the choice of the acquisition energy window for 90Y imaging due to the continuous and broad energy distribution of the bremsstrahlung photons. In quantitative imaging of conventional gamma photon emitters, previous methods for optimizing the acquisition energy window assumed unbiased estimators and used the variance in the estimates as a figure of merit (FOM). However, for situations, such as 90Y imaging, where there are errors in the modeling of the image formation process used in the reconstruction there will be bias in the activity estimates. In 90Y bremsstrahlung imaging this will be especially important due to the high levels of scatter, multiple scatter, and collimator septal penetration and scatter. Thus variance will not be a complete measure of reliability of the estimates and thus is not a complete FOM. To address this, we first aimed to develop a new method to optimize the energy window that accounts for both the bias due to model-mismatch and the variance of the activity estimates. We applied this method to optimize the acquisition energy window for quantitative 90Y bremsstrahlung SPECT imaging in microsphere brachytherapy. Since absorbed dose is defined as the absorbed energy from the radiation per unit mass of tissues in this new method we proposed a mass-weighted root mean squared error of the volume of interest (VOI) activity estimates as the FOM. To calculate this FOM, two analytical expressions were derived for calculating the bias due to model-mismatch and the variance of the VOI activity estimates, respectively. To obtain the optimal acquisition energy window for general situations of interest in clinical 90Y microsphere imaging, we generated phantoms with multiple tumors of various sizes and various tumor-to-normal activity concentration ratios using a digital phantom that realistically simulates human anatomy, simulated 90Y microsphere imaging with a clinical SPECT system and typical imaging parameters using a previously validated Monte Carlo simulation code, and used a previously proposed method for modeling the image degrading effects in quantitative SPECT reconstruction. The obtained optimal acquisition energy window was 100160keV. The values of the proposed FOM were much larger than the FOM taking into account only the variance of the activity estimates, thus demonstrating in our experiment that the bias of the activity estimates due to model-mismatch was a more important factor than the variance in terms of limiting the reliability of activity estimates.
机译:定量的Yttrium-90(90Y)ms致辐射单光子发射计算机断层扫描(SPECT)成像显示了巨大的潜力,可以为靶向放射性核素剂量学应用提供可靠的90Y活性分布估计。可能影响活动估计的可靠性的一个因素是采集能量窗口的选择。与通常将采集能量窗口放置在光峰周围的常规伽马光子发射器成像相反,由于the致辐射光子的连续且广泛的能量分布,对于90Y成像,采集能量窗口的选择存在很大差异。在常规伽马光子发射器的定量成像中,用于优化采集能量窗口的先前方法采用了无偏估计器,并将估计中的方差用作品质因数(FOM)。但是,对于诸如90Y成像的情况,在重建中使用的图像形成过程的建模存在错误的情况下,活动估计会存在偏差。在90年代的致辐射成像中,由于高水平的散射,多次散射以及准直器隔片的渗透和散射,这将特别重要。因此,方差将不是对估计值可靠性的完整度量,因此也不是完整的FOM。为了解决这个问题,我们首先旨在开发一种新的方法来优化能量窗口,该方法考虑了模型不匹配导致的偏差和活动估计的方差。我们应用此方法来优化微球近距离放射治疗中90Y致辐射SPECT成像的采集能量窗口。由于在这种新方法中,吸收剂量定义为单位质量的组织从辐射吸收的能量,因此我们提出了目标体积(VOI)活性估计值的质量加权均方根误差作为FOM。为了计算此FOM,分别导出了两个解析表达式,用于计算由于模型不匹配和VOI活性估计值的方差引起的偏差。为了在临床90Y微球成像中获得感兴趣的一般情况的最佳采集能量窗口,我们使用数字幻影模拟了90Y微球,从而生成了具有多种大小的多种肿瘤以及各种肿瘤与正常活动浓度比的幻影。使用以前验证过的蒙特卡洛模拟代码使用临床SPECT系统成像和典型成像参数成像,并使用先前提出的方法对定量SPECT重建中的图像降解效果进行建模。获得的最佳采集能量窗口为100160keV。仅考虑活动估计的方差,建议的FOM的值比FOM大得多,因此在我们的实验中证明,由于模型不匹配而导致的活动估计的偏差比方差更重要。限制活动估计的可靠性。

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