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Construction of Realistic Liver Phantoms from Patient Images using 3D Printer and Its Application in CT Image Quality Assessment

机译:使用3D打印机从患者图像中构建逼真的肝脏体模及其在CT图像质量评估中的应用

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摘要

The purpose of this study is to use 3D printing techniques to construct a realistic liver phantom with heterogeneous background and anatomic structures from patient CT images, and to use the phantom to assess image quality with filtered backprojection and iterative reconstruction algorithms. Patient CT images were segmented into liver tissues, contrast-enhanced vessels, and liver lesions using commercial software, based on which stereolithography (STL) files were created and sent to a commercial 3D printer. A 3D liver phantom was printed after assigning different printing materials to each object to simulate appropriate attenuation of each segmented object. As high opacity materials are not available for the printer, we printed hollow vessels and filled them with iodine solutions of adjusted concentration to represent enhance levels in contrast-enhanced liver scans. The printed phantom was then placed in a 35×26 cm oblong-shaped water phantom and scanned repeatedly at 4 dose levels. Images were reconstructed using standard filtered backprojection and an iterative reconstruction algorithm with 3 different strength settings. Heterogeneous liver background were observed from the CT images and the difference in CT numbers between lesions and background were representative for low contrast lesions in liver CT studies. CT numbers in vessels filled with iodine solutions represented the enhancement of liver arteries and veins. Images were run through a Channelized Hotelling model observer with Garbor channels and ROC analysis was performed. The AUC values showed performance improvement using the iterative reconstruction algorithm and the amount of improvement increased with strength setting.
机译:这项研究的目的是使用3D打印技术从患者CT图像构建具有异质背景和解剖结构的逼真的肝脏幻影,并使用幻影通过滤波后投影和迭代重建算法来评估图像质量。使用商业软件将患者的CT图像分割为肝组织,造影剂增强的血管和肝脏病变,然后基于该软件创建立体光刻(STL)文件并将其发送到商业3D打印机。在为每个对象分配不同的打印材料以模拟每个分割对象的适当衰减之后,打印3D肝脏模型。由于打印机不具备高不透明度的材料,因此我们打印了中空的容器,并在容器中填充了浓度已调整的碘溶液,以表示增强的肝脏扫描水平。然后将印刷的体模放置在35×26 cm的长方形水体模中,并以4种剂量水平反复扫描。使用标准的滤波反投影和具有3种不同强度设置的迭代重建算法重建图像。从CT图像观察到异质性肝本底,在肝脏CT研究中,病变与本底之间CT数的差异代表了低对比度病变。装满碘溶液的血管中的CT数表示肝动脉和静脉的增强。图像通过带有Garbor通道的Channelized Hotelling模型观察器运行,并进行了ROC分析。使用迭代重建算法,AUC值显示出性能改进,并且随着强度设置的增加,改进量有所增加。

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