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Determination of Optimal Image Type and Lowest Detectable Concentration for Iodine Detection on a Photon Counting Detector-Based Multi-Energy CT System

机译:基于光子计数检测器的多能CT系统中碘检测的最佳图像类型和最低可检测浓度的确定

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摘要

Photon counting detector (PCD) based multi-energy CT is able to generate different types of images such as virtual monoenergetic images (VMIs) and material specific images (e.g., iodine maps) in addition to the conventional single energy images. The purpose of this study is to determine the image type that has optimal iodine detection and to determine the lowest detectable iodine concentration using a PCD-CT system. A 35 cm body phantom with iodine inserts of 4 concentrations and 2 sizes was scanned on a research PCD-CT system. For each iodine concentration, 80 repeated scans were performed and images were reconstructed for each energy threshold. In addition, VMIs at different keVs and iodine maps were also generated. CNR was measured for each type of images. A channelized Hotelling observer was used to assess iodine detectability after being validated with human observer studies, with area under the ROC curve (AUC) as a figure of merit. The agreement between model and human observer performance indicated that model observer could serve as an effective approach to determine optimal image type for the clinical practice and to determine the lowest detectable iodine concentration. Results demonstrated that for all size and concentration combinations, VMI at 70 keV had similar performance as that of threshold low images, both of which outperformed the iodine map images. At the AUC value of 0.8, iodine concentration as low as 0.2 mgI/cc could be detected for an 8 mm object and 0.5 mgI/cc for a 4 mm object with a 5 mm slice thickness.
机译:除了常规的单能图像外,基于光子计数检测器(PCD)的多能CT还能生成不同类型的图像,例如虚拟单能图像(VMI)和材料特定的图像(例如碘图)。这项研究的目的是确定具有最佳碘检测的图像类型,并使用PCD-CT系统确定最低可检测碘浓度。在研究型PCD-CT系统上扫描了一个35厘米长的人体模型,其中有4种浓度和2种大小的碘插入物。对于每个碘浓度,进行80次重复扫描,并针对每个能量阈值重建图像。此外,还生成了不同keV和碘图的VMI。针对每种类型的图像测量CNR。经过人类观察员研究验证后,使用通道化的Hotelling观察员评估碘的可检测性,其ROC曲线(AUC)下的面积为品质因数。模型与人类观察者性能之间的一致性表明,模型观察者可以作为确定临床实践中最佳图像类型并确定最低可检测碘浓度的有效方法。结果表明,对于所有大小和浓度组合,在70 keV的VMI都具有与阈值低图像相似的性能,两者均优于碘图图像。在AUC值为0.8的情况下,对于8毫米的物体,可以检测到低至0.2 mgI / cc的碘浓度,对于厚度为5毫米的4毫米物体,可以检测到0.5 mgI / cc的碘浓度。

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