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A method for energy window optimization for quantitative tasks that includes the effects of model-mismatch on bias: application to 90Y bremsstrahlung SPECT imaging

机译:一种用于定量任务能量窗口优化方法其包括上偏压模型失配的影响:应用到90Y轫致辐射spECT成像

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摘要

Quantitative Yttrium-90 (90Y) bremsstrahlung SPECT imaging has shown great potential to provide reliable estimates of90Y activity distribution for targeted radionuclide therapy (TRT) 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 for90Y 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 as90Y 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. In90Y 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 quantitative90Y 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 (RMSE) 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 clinical90Y 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, simulated90Y microsphere imaging with a clinical SPECT system and typical imaging parameters using a previously validated Monte Carlo (MC) 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 100–160 keV. 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:定量的钇-90( 90 y)Bremsstrahlung Spect成像已经显示出提供针对靶向放射核素治疗(TRT)剂量术应用的可靠估计的可靠估计。可能影响活动估计的可靠性的一个因素是获取能源窗口的选择。与成像传统的伽马光子发射器相反,在采集能量窗口通常围绕PhotoPaks,因此由于连续和广泛的能量而言,在采集能量窗口的选择中的选择具有很大的变化Bremsstrahlung光子的分布。在传统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假设了非偏见的估计器,并使用估计中的方差作为优选法(FOM)。然而,对于情况,例如 90 y成像,在重建中使用的图像形成过程的建模中存在错误,在活动估计中将存在偏差。在 90 y bremsstrahlung成像中,由于散射,多次散射和准直器隔膜渗透和散射,这将特别重要。因此,方差不是估计可靠性的完整度量,因此不是完整的FOM。为了解决这个问题,我们首先旨在开发一种新方法来优化由于模型 - 不匹配和活动估计的方差而占偏差的能量窗口。我们应用了这种方法,以优化用于定量 90 y Bremsstrahlung Spect成像的采集能量窗口在微球近距离放射治疗。由于吸收剂量被定义为来自每单位质量组织的辐射的吸收能量,因此在这种新方法中,我们提出了感兴趣体积(VOI)活性估计的大规模加权根均匀误差(RMSE)作为FOM。为了计算该FOM,得出了两个分析表达式,用于计算由于模型不匹配而导致的偏差和VOI活动估计的方差。为了获得临床 90 y微球成像的一般感兴趣的局势的最佳采集能量窗口,我们使用数码幻影产生多种各种尺寸的肿瘤和各种​​肿瘤至正常活动浓度比的幽灵现实地模拟人解剖,模拟 90 y微距和使用先前验证的蒙特卡罗(MC)仿真代码的临床SPECT系统和典型的成像参数,并使用了先前提出的用于建模图像劣化的方法定量SPECT重建的影响。获得的最佳采集能量窗口为100-160 keV。所提出的FOM的值远远大于考虑到活动估计的方差的FOM,因此在我们的实验中展示了由于模型 - 错配引起的活动估计的偏差是比方差更重要的因素限制活动估计的可靠性。

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  • 作者

    Xing Rong; Yong Du; Eric C Frey;

  • 作者单位
  • 年(卷),期 -1(57),12
  • 年度 -1
  • 页码 3711–3725
  • 总页数 21
  • 原文格式 PDF
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