Influence of phantom design on evaluation metrics in photon counting spectral head CT: a simulation study.

IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Journal of Medical Imaging Pub Date : 2025-07-01 Epub Date: 2025-07-12 DOI:10.1117/1.JMI.12.4.043501
Bahaa Ghammraoui, Mridul Bhattarai, Harsha Marupudi, Stephen J Glick
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引用次数: 0

Abstract

Purpose: Accurate iodine quantification in contrast-enhanced head CT is crucial for precise diagnosis and treatment planning. Traditional CT methods, which use energy-integrating detectors and dual-exposure techniques for material discrimination, often increase patient radiation exposure and are susceptible to motion artifacts and spectral resolution loss. Photon counting detectors (PCDs), capable of acquiring multiple energy windows in a single exposure with superior energy resolution, offer a promising alternative. However, the adoption of these technological advancements requires corresponding developments in evaluation methodologies to ensure their safe and effective implementation. One critical area of concern is the accuracy of iodine quantification, which is commonly assessed using cylindrical phantoms that neither replicate the shape of the human head nor incorporate skull-mimicking materials. These phantoms are widely used not only for testing but also for calibration, which may contribute to an overestimation of system performance in clinical applications. We address the impact of phantom design on evaluation metrics in spectral head CT, comparing conventional cylindrical phantoms to anatomically realistic elliptical phantoms with skull simulants.

Approach: We conducted simulations using a photon-counting spectral CT system equipped with cadmium telluride (CdTe) detectors, utilizing the Photon Counting Toolkit and Tigre CT software for detector response and CT geometry simulations. We compared cylindrical phantoms (20 cm diameter) to elliptical phantoms in three different sizes, incorporating skull materials with major/minor diameters and skull thicknesses of 18/14/0.5, 20/16/0.6, and 23/18/0.7 cm. Iodine inserts at concentrations of 0, 2, 5, and 10    mg / mL with diameters of 1, 0.5, and 0.3 cm were used. We evaluated the influence of bowtie filters, various tube currents, and operating voltages. Image reconstruction was performed after beam hardening correction using the signal-to-thickness calibration (STC) method with standard filtered back projection, followed by both image-based and projection-based material decomposition.

Results: The results showed that image-based methods were more sensitive to phantom design, with cylindrical phantoms exhibiting enhanced performance compared with anatomically realistic designs across key metrics, including systematic error, root mean square error (RMSE), and precision. By contrast, the projection-based material decomposition method demonstrated greater consistency across different phantom designs and improved accuracy and precision. This highlights its potential for more reliable iodine quantification in complex geometries.

Conclusions: These findings underscore the critical importance of phantom design, especially the inclusion of skull-mimicking materials, in the assessment of quantitative results. Cylindrical phantoms, commonly used for calibration and testing, may overestimate performance in iodine quantification for head CT due to their simplified geometry. We emphasize the need for adopting anatomically realistic phantom designs, such as elliptical phantoms with skull simulants, to enable a more clinically relevant and accurate evaluation of spectral photon-counting head CT systems.

光体设计对光子计数谱头CT评价指标影响的模拟研究。
目的:增强头部CT碘定量对准确诊断和制定治疗方案至关重要。传统的CT方法使用能量积分检测器和双曝光技术进行材料识别,通常会增加患者的辐射暴露,并且容易产生运动伪影和光谱分辨率损失。光子计数探测器(PCDs)能够在单次曝光中以优异的能量分辨率获取多个能量窗口,提供了一个有希望的替代方案。然而,采用这些技术进步需要在评价方法方面作出相应的发展,以确保其安全和有效的执行。一个值得关注的关键领域是碘定量的准确性,通常使用圆柱形的模型进行评估,这些模型既不能复制人类头部的形状,也不能使用模拟头骨的材料。这些幻影不仅广泛用于测试,而且还用于校准,这可能导致在临床应用中对系统性能的高估。我们讨论了幽灵设计对光谱头部CT评估指标的影响,比较了传统的圆柱形幽灵与颅骨模拟的解剖学逼真的椭圆形幽灵。方法:我们使用配备碲化镉(CdTe)探测器的光子计数光谱CT系统进行模拟,利用光子计数工具包和Tigre CT软件进行探测器响应和CT几何模拟。我们比较了三种不同尺寸的圆柱形幻影(直径20 cm)和椭圆形幻影,颅骨材料的主要/小直径和颅骨厚度分别为18/14/0.5、20/16/0.6和23/18/0.7 cm。碘插入物浓度分别为0、2、5和10 mg / mL,直径分别为1、0.5和0.3 cm。我们评估了领结滤波器、各种管电流和工作电压的影响。在使用标准滤波后投影的信号-厚度校准(STC)方法进行光束硬化校正后,进行图像重建,然后进行基于图像和基于投影的材料分解。结果:结果表明,基于图像的方法对模型设计更敏感,在系统误差、均方根误差(RMSE)和精度等关键指标上,圆柱形模型比解剖学真实的模型表现出更高的性能。相比之下,基于投影的材料分解方法在不同的模体设计中表现出更大的一致性,并提高了精度和精度。这突出了它在复杂几何形状中更可靠的碘定量的潜力。结论:这些发现强调了假体设计的重要性,特别是在定量结果评估中包含模拟颅骨的材料。通常用于校准和测试的圆柱形幻影,由于其简化的几何形状,可能会高估头部CT碘定量的性能。我们强调需要采用解剖学上真实的幻像设计,例如带有颅骨模拟物的椭圆幻像,以便对光谱光子计数头部CT系统进行更具临床相关性和准确性的评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Medical Imaging
Journal of Medical Imaging RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING-
CiteScore
4.10
自引率
4.20%
发文量
0
期刊介绍: JMI covers fundamental and translational research, as well as applications, focused on medical imaging, which continue to yield physical and biomedical advancements in the early detection, diagnostics, and therapy of disease as well as in the understanding of normal. The scope of JMI includes: Imaging physics, Tomographic reconstruction algorithms (such as those in CT and MRI), Image processing and deep learning, Computer-aided diagnosis and quantitative image analysis, Visualization and modeling, Picture archiving and communications systems (PACS), Image perception and observer performance, Technology assessment, Ultrasonic imaging, Image-guided procedures, Digital pathology, Biomedical applications of biomedical imaging. JMI allows for the peer-reviewed communication and archiving of scientific developments, translational and clinical applications, reviews, and recommendations for the field.
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