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Dual Energy CT Kidney Stone Differentiation in Photon Counting Computed Tomography

机译:光子计数计算机断层扫描中的双能CT肾结石鉴别

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This study evaluates the capabilities of a whole-body photon counting CT system to differentiate between four common kidney stone materials, namely uric acid (UA), calcium oxalate monohydrate (COM), cystine (CYS), and apatite (APA) ex vivo. Two different x-ray spectra (120 kV and 140 kV) were applied and two acquisition modes were investigated. The macro-mode generates two energy threshold based image-volumes and two energy bin based image-volumes. In the chesspattern-mode four energy thresholds are applied. A virtual low energy image, as well as a virtual high energy image are derived from initial threshold-based images, while considering their statistically correlated nature. The energy bin based images of the macro-mode, as well as the virtual low and high energy image of the chesspattern-mode serve as input for our dual energy evaluation. The dual energy ratio of the individually segmented kidney stones were utilized to quantify the discriminability of the different materials. The dual energy ratios of the two acquisition modes showed high correlation for both applied spectra. Wilcoxon-rank sum tests and the evaluation of the area under the receiver operating characteristics curves suggest that the UA kidney stones are best differentiable from all other materials (AUC = 1.0), followed by CYS (AUC ≈ 0.9 compared against COM and APA). COM and APA, however, are hardly distinguishable (AUC between 0.63 and 0.76). The results hold true for the measurements of both spectra and both acquisition modes.
机译:这项研究评估了全身光子计数CT系统区分四种常见肾结石材料的能力,这些材料分别为离体尿酸(UA),一水草酸钙(COM),胱氨酸(CYS)和磷灰石(APA)。应用了两种不同的X射线光谱(120 kV和140 kV),并研究了两种采集模式。宏模式生成两个基于能量阈值的图像量和两个基于能量仓的图像量。在象棋模式下,应用了四个能量阈值。从基于初始阈值的图像中导出虚拟低能量图像以及虚拟高能量图像,同时考虑它们的统计相关性。基于能量仓的宏模式图像以及棋盘模式的虚拟低能量和高能量图像用作我们双重能量评估的输入。单独分割的肾结石的双重能量比用于量化不同材料的可分辨性。两种采集模式的双重能量比在两个应用光谱上均显示出高度相关性。 Wilcoxon秩和检验和接收器工作特性曲线下面积的评估表明,UA肾结石与所有其他材料的区别最大(AUC = 1.0),其次是CYS(与COM和APA相比,AUC≈0.9)。但是,COM和APA几乎无法区分(AUC在0.63和0.76之间)。该结果适用于光谱和两种采集模式的测量。

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