Development of Software Tools Based on Clinical Data and Phantom Studies for Mathematical Simulation Modeling to Assess Brain Perfusion and Improve Image Quality During SPECT/CT with 99mTc-GMPAO

N.V. Denisova, A.V. Nesterova, S.M. Minin, Zh.Zh. Anashbayev, S.E. Krasilnikov, W. Yu. Ussov
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Abstract

Purpose: To develop a software package Virtual examination of brain perfusion by the method of SPECT/CT with 99mTc-HMPAO (Teoxime) and its practical application to study the conditions for achieving the best image quality in clinical studies of patients. Material and methods: The studies were performed using clinical data and the method of computer simulation. Clinical data of single-photon emission computed tomography combined with X-ray computed tomography (SPECT/CT) with 99mTc-hexamethylpropyleneamine oxime (99mTc-Teoxime, produced by DIAMED LLC) of a patient with an ischemic stroke of the right frontal cortex were obtained on a two-detector gamma-camera NM/CT 670 DR GE Discovery (USA) using high-resolution low-energy collimators (LEHR). The measured data were processed using specialized software Q.Brain and Q.Volumetrix MI on a Xeleris 4.0 DR workstation from GE Healthcare (USA) to obtain reconstructed axial tomographic slices. To carry out simulation computer simulation of the procedure of examination of perfusion of GM by the method of SPECT/CT has developed a software package that includes a mathematical Hoffman phantom with the ability to simulate clinical cases of hypoperfusion of different localization and size (Virtual Patient), modeling the collection of “raw” projection data and an image reconstruction program based on the OSEM algorithm (Ordered Subset Expectation Maximization). An important advantage of the mathematical modeling method is the ability to assess the quality of the reconstructed image by calculating the root-mean-square error when compared with a given phantom. In numerical experiments, the dependence of the reconstruction error on the parameters of the OSEM algorithm (on the number of subgroups – subsets, and on the number of iterations) was investigated in order to determine the conditions for achieving the best image quality. A statistical stop criterion was developed and tested. Results: For the first time, a software package was developed and tested that allows us to investigate errors in the reconstruction algorithm, which is a great difficulty when using clinical research methods. A criterion for stopping iterations is proposed when using the OSEM reconstruction algorithm – minimizing the functional deviation of the chi-square function from the target value, while the detector pixels with non-zero values are combined into blocks according to the 2×2 scheme. There is a reliable good correlation between the proposed stop criterion and the minimum of the root-mean-square error of image reconstruction. This makes it possible to introduce this criterion into the clinical practice of using computational tools for reconstructing sections of the SPECT to obtain the best image. The simulation results demonstrated the possibility of reducing the time of data recording, during which the patient must remain motionless, at least twice. Conclusion: The method of computer simulation developed in this work is a practically useful technology that helps optimize the use of SPECT to achieve the best possible results of brain imaging in patients.
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开发基于临床数据和模型研究的软件工具,用于在使用 99mTc-GMPAO 进行 SPECT/CT 时进行数学模拟建模,以评估脑灌注情况并提高图像质量
目的:开发99mTc-HMPAO (te肟)SPECT/CT方法脑灌注虚拟检查软件包及其实际应用,研究患者临床研究中获得最佳图像质量的条件。材料和方法:采用临床资料和计算机模拟方法进行研究。采用高分辨率低能准直器(LEHR),在美国通用电气公司(GE Discovery)的双探测器伽马照相机NM/CT 670 DR上获得了1例右侧额叶皮质缺血性卒中患者的单光子发射计算机断层扫描和x射线计算机断层扫描(SPECT/CT)的临床资料。测量数据在GE Healthcare (USA)的Xeleris 4.0 DR工作站上使用专用软件Q.Brain和Q.Volumetrix MI进行处理,以获得重建的轴向断层扫描切片。为了对SPECT/CT方法检查GM灌注过程进行计算机模拟,开发了一个软件包,该软件包包括能够模拟不同位置和大小的临床灌注不足病例的数学霍夫曼模型(Virtual Patient),对“原始”投影数据的收集进行建模,以及基于OSEM算法(有序子集期望最大化)的图像重建程序。数学建模方法的一个重要优点是能够通过计算与给定幻影相比较的均方根误差来评估重建图像的质量。在数值实验中,为了确定获得最佳图像质量的条件,研究了重构误差与OSEM算法参数(子群-子集数量和迭代次数)的依赖关系。开发并测试了统计停止准则。结果:我们首次开发并测试了一个软件包,使我们能够调查重建算法中的错误,这是使用临床研究方法时的一大难点。提出了OSEM重构算法停止迭代的准则——最小化卡方函数与目标值的函数偏差,同时根据2×2方案将非零值的检测器像素组合成块。所提出的停止准则与图像重建的均方根误差最小值之间具有良好的相关性。这使得将这一标准引入临床实践成为可能,使用计算工具重建SPECT切片以获得最佳图像。模拟结果证明了减少数据记录时间的可能性,在此期间,患者必须保持不动,至少两次。结论:本研究开发的计算机模拟方法是一种实用的技术,有助于优化SPECT的使用,以达到患者脑成像的最佳效果。
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来源期刊
Medical Radiology and Radiation Safety
Medical Radiology and Radiation Safety Medicine-Radiology, Nuclear Medicine and Imaging
CiteScore
0.40
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72
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