Department of Electrical Engineering and Computer Science and Radiology, University of Michigan, Ann Arbor, MI 48109, USA.
IEEE Trans Med Imaging. 2013 Feb;32(2):295-305. doi: 10.1109/TMI.2012.2225441. Epub 2012 Oct 18.
Compensating for the collimator-detector response (CDR) in SPECT is important for accurate quantification. The CDR consists of both a geometric response and a septal penetration and collimator scatter response. The geometric response can be modeled analytically and is often used for modeling the whole CDR if the geometric response dominates. However, for radionuclides that emit medium or high-energy photons such as I-131, the septal penetration and collimator scatter response is significant and its modeling in the CDR correction is important for accurate quantification. There are two main methods for modeling the depth-dependent CDR so as to include both the geometric response and the septal penetration and collimator scatter response. One is to fit a Gaussian plus exponential function that is rotationally invariant to the measured point source response at several source-detector distances. However, a rotationally-invariant exponential function cannot represent the star-shaped septal penetration tails in detail. Another is to perform Monte-Carlo (MC) simulations to generate the depth-dependent point spread functions (PSFs) for all necessary distances. However, MC simulations, which require careful modeling of the SPECT detector components, can be challenging and accurate results may not be available for all of the different SPECT scanners in clinics. In this paper, we propose an alternative approach to CDR modeling. We use a Gaussian function plus a 2-D B-spline PSF template and fit the model to measurements of an I-131 point source at several distances. The proposed PSF-template-based approach is nearly non-parametric, captures the characteristics of the septal penetration tails, and minimizes the difference between the fitted and measured CDR at the distances of interest. The new model is applied to I-131 SPECT reconstructions of experimental phantom measurements, a patient study, and a MC patient simulation study employing the XCAT phantom. The proposed model yields up to a 16.5 and 10.8% higher recovery coefficient compared to the results with the conventional Gaussian model and the Gaussian plus exponential model, respectively.
补偿单光子发射型计算机断层成像术(SPECT)中的准直器-探测器响应(CDR)对于准确量化非常重要。CDR 由几何响应和隔室穿透以及准直器散射响应组成。如果几何响应占主导地位,则可以对几何响应进行分析建模,并且通常用于对整个 CDR 进行建模。然而,对于发射中能或高能光子的放射性核素,例如 I-131,隔室穿透和准直器散射响应非常重要,因此在 CDR 校正中对其进行建模对于准确量化非常重要。有两种主要的方法可以对深度相关的 CDR 进行建模,以包括几何响应和隔室穿透以及准直器散射响应。一种是拟合旋转不变的高斯加指数函数,以拟合几个源-探测器距离处测量的点源响应。然而,旋转不变的指数函数无法详细表示星状隔室穿透尾部。另一种是进行蒙特卡罗(MC)模拟,以生成所有必要距离的深度相关点扩散函数(PSF)。然而,需要仔细建模 SPECT 探测器组件的 MC 模拟可能具有挑战性,并且并非所有临床中的不同 SPECT 扫描仪都可以获得准确的结果。在本文中,我们提出了一种替代 CDR 建模的方法。我们使用高斯函数加二维 B 样条 PSF 模板,并根据在几个距离处测量的 I-131 点源拟合模型。所提出的基于 PSF 模板的方法几乎是非参数的,可捕获隔室穿透尾部的特征,并最小化感兴趣距离处拟合和测量 CDR 之间的差异。新模型应用于实验体模测量、患者研究和使用 XCAT 体模的 MC 患者模拟研究的 I-131 SPECT 重建。与使用传统高斯模型和高斯加指数模型相比,新模型的恢复系数分别提高了 16.5%和 10.8%。