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Development and evaluation of a LOR-based image reconstruction with 3D system response modeling for a PET insert with dual-layer offset crystal design

机译:具有双层胶印晶体设计的PET插入物基于LOR的3D系统响应建模的图像重建的开发和评估

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In this study we present a method of 3D system response calculation for analytical computer simulation and statistical image reconstruction for a magnetic resonance imaging (MRI) compatible positron emission tomography (PET) insert system that uses a dual-layer offset (DLO) crystal design. The general analytical system response functions (SRFs) for detector geometric and inter-crystal penetration of coincident crystal pairs are derived first. We implemented a 3D ray-tracing algorithm with 4π sampling for calculating the SRFs of coincident pairs of individual DLO crystals. The determination of which detector blocks are intersected by a gamma ray is made by calculating the intersection of the ray with virtual cylinders with radii just inside the inner surface and just outside the outer-edge of each crystal layer of the detector ring. For efficient ray-tracing computation, the detector block and ray to be traced are then rotated so that the crystals are aligned along the X-axis, facilitating calculation of ray/crystal boundary intersection points. This algorithm can be applied to any system geometry using either single-layer (SL) or multi-layer array design with or without offset crystals. For effective data organization, a direct lines of response (LOR)-based indexed histogram-mode method is also presented in this work. SRF calculation is performed on-the-fly in both forward and back projection procedures during each iteration of image reconstruction, with acceleration through use of eight-fold geometric symmetry and multi-threaded parallel computation. To validate the proposed methods, we performed a series of analytical and Monte Carlo computer simulations for different system geometry and detector designs. The full-width-at-half-maximum of the numerical SRFs in both radial and tangential directions are calculated and compared for various system designs. By inspecting the sinograms obtained for different detector geometries, it can be seen that the DLO crystal design can provide better sampling density than SL or dual-layer no-offset system designs with the same total crystal length. The results of the image reconstruction with SRFs modeling for phantom studies exhibit promising image recovery capability for crystal widths of 1.27-1.43 mm and top/bottom layer lengths of 4/6 mm. In conclusion, we have developed efficient algorithms for system response modeling of our proposed PET insert with DLO crystal arrays. This provides an effective method for both 3D computer simulation and quantitative image reconstruction, and will aid in the optimization of our PET insert system with various crystal designs.
机译:在这项研究中,我们提出了一种用于3D系统响应计算的方法,该方法用于使用双层胶印(DLO)晶体设计的磁共振成像(MRI)兼容正电子发射断层扫描(PET)插入系统的分析计算机仿真和统计图像重建。首先得出用于检测器几何和重合晶体对的晶体间穿透的通用分析系统响应函数(SRF)。我们实现了具有4π采样的3D射线跟踪算法,用于计算单个DLO晶体的重合对的SRF。通过计算射线与虚拟圆柱体的交点来确定哪些检测器块被伽马射线相交,该虚拟圆柱体的半径恰好在检测器环的每个晶体层的内表面内侧和外部边缘外侧。为了进行有效的光线追踪计算,然后旋转检测器块和要追踪的光线,以使晶体沿X轴对齐,从而便于计算光线/晶体边界交点。使用单层(SL)或具有或不具有偏置晶体的多层阵列设计,该算法均可应用于任何系统几何。为了有效地组织数据,本工作中还提出了基于直接响应线(LOR)的索引直方图模式方法。 SRF计算是在图像重建的每个迭代过程中,在正向和反向投影过程中即时执行的,通过使用八倍几何对称性和多线程并行计算可实现加速。为了验证所提出的方法,我们针对不同的系统几何形状和检测器设计进行了一系列分析和蒙特卡洛计算机仿真。计算并比较了各种系统设计的数值SRF在径向和切线方向上的半峰全宽。通过检查针对不同探测器几何形状获得的正弦图,可以看出,与具有相同总晶体长度的SL或双层无偏移系统设计相比,DLO晶体设计可以提供更好的采样密度。使用SRF建模进行幻像研究的图像重建结果显示,对于晶体宽度为1.27-1.43 mm且上/下层长度为4/6 mm的图像,其恢复能力令人瞩目。总之,我们已经开发出了有效的算法,用于对我们提出的带有DLO晶体阵列的PET插入件进行系统响应建模。这为3D计算机仿真和定量图像重建提供了一种有效的方法,并将有助于优化我们具有各种晶体设计的PET插入系统。

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