Single-energy CT

单能量 CT
  • 文章类型: Journal Article
    在这项研究中,开发了一种利用条件去噪扩散概率模型(C-DDPM)的深度学习方法,以从非对比单能量CT(SECT)扫描中创建合成对比增强双能量CT(CE-DECT)图像。CE-DECT扫描对于生成碘密度图和描绘目标和危险器官(OAR)至关重要。在放射治疗计划的标准CT模拟期间,这是必不可少的,但经常受到双能量CT(DECT)扫描仪可用性有限的限制。为了应对这一挑战,我们提出的方法提供了一个有价值的替代方案,减轻与碘化造影剂相关的健康风险,特别是那些高危患者。在这项研究中,从130名头颈部(HN)癌症患者收集影像学数据,谁经历了非对比SECT和CE-DECT扫描。使用平均绝对误差(MAE)、结构相似性指数(SSIM),和峰值信噪比(PSNR)。评估显示了有希望的结果,高能CT(H-CT)的MAE值为27.37±3.35Hounsfield单位(HU),低能CT(L-CT)的MAE值为24.57±3.35HU,H-CT的SSIM值为0.74±0.22,L-CT的SSIM值为0.78±0.22,H-CT的PSNR值为18.51±4.55分贝(dB),L-CT的PSNR值为18.91±4.55dB。这些指标突出了深度学习模型的功效及其通过生成合成对比剂DECT来显著受益于放射治疗计划的潜力,即使在缺乏DECT扫描仪的设施中。此外,它为不适合碘对比成像的患者提供了更安全的替代成像解决方案,从而扩大了先进成像在癌症治疗计划中的应用范围和有效性。 .
    Objective.The study aimed to generate synthetic contrast-enhanced Dual-energy CT (CE-DECT) images from non-contrast single-energy CT (SECT) scans, addressing the limitations posed by the scarcity of DECT scanners and the health risks associated with iodinated contrast agents, particularly for high-risk patients.Approach.A conditional denoising diffusion probabilistic model (C-DDPM) was utilized to create synthetic images. Imaging data were collected from 130 head-and-neck (HN) cancer patients who had undergone both non-contrast SECT and CE-DECT scans.Main Results.The performance of the C-DDPM was evaluated using Mean Absolute Error (MAE), Structural Similarity Index (SSIM), and Peak Signal-to-Noise Ratio (PSNR). The results showed MAE values of 27.37±3.35 Hounsfield Units (HU) for high-energy CT (H-CT) and 24.57±3.35HU for low-energy CT (L-CT), SSIM values of 0.74±0.22 for H-CT and 0.78±0.22 for L-CT, and PSNR values of 18.51±4.55 decibels (dB) for H-CT and 18.91±4.55 dB for L-CT.Significance.The study demonstrates the efficacy of the deep learning model in producing high-quality synthetic CE-DECT images, which significantly benefits radiation therapy planning. This approach provides a valuable alternative imaging solution for facilities lacking DECT scanners and for patients who are unsuitable for iodine contrast imaging, thereby enhancing the reach and effectiveness of advanced imaging in cancer treatment planning.
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  • 文章类型: Journal Article
    本研究旨在与单能量CT(SECT)相比,使用双能量CT(DECT)和迭代重建(IR)技术评估胰胆管扩张患者的三维(3D)阴性对比CT胰胆管造影(nCTCP)图像质量。
    患者,67和56接受了常规SECT(SECT设置)和带有IR技术的DECT(DECT设置),分别。在门静脉阶段对所有患者进行回顾性分析,以比较客观图像质量和其他数据,包括患者人口统计学,肝和胰腺实质增强,噪音,扩张导管和增强肝实质之间的衰减差异(AD),信噪比(SNR),对比噪声比(CNR),和CT体积剂量指数(CTDIvol)。两位放射科医生使用五点李克特尺度来评估3DnCTCP关于图像噪声的主观图像质量,扩张导管的清晰度,和整体图像质量。统计分析使用Mann-WhitneyU检验。
    在客观评估过程中,任一CT组的患者人口统计学均无明显差异(p>0.05)。然而,肝脏和胰腺实质增强,AD,SNR,与SECT相比,DECT上的CNR和较低的肝和胰腺噪声(p<0.005)以及CTDIvol(p=0.005)。图像噪声显示DECT的平均等级高于SECT(4.65vs3.92),扩张导管的锐度(4.52比3.94),和整体图像质量(4.45对3.91;p<0.001),分别在主观评价过程中。
    在胰胆管扩张患者中,使用IR技术的DECT可以获得比常规SECT更高的3DnCTCP总体图像质量和更低的辐射剂量。
    UNASSIGNED: This study aimed to evaluate three-dimensional (3D) negative-contrast CT cholangiopancreatography (nCTCP) image quality using dual-energy CT (DECT) with iterative reconstruction (IR) technique in patients with pancreatobiliary dilatation compared with single-energy CT (SECT).
    UNASSIGNED: Of the patients, 67 and 56 underwent conventional SECT (SECT set) and DECT with IR technique (DECT set), respectively. All patients were retrospectively analyzed during the portal phase to compare objective image quality and other data including patient demographics, hepatic and pancreatic parenchymal enhancement, noise, and attenuation difference (AD) between dilated ducts and enhanced hepatic parenchyma, signal-to-noise ratio (SNR), contrast-to-noise ratio (CNR), and CT volume dose index (CTDIvol). Two radiologists used the five-point Likert scale to evaluate the subjective image quality of 3D nCTCP regarding image noise, sharpness of dilated ducts, and overall image quality. Statistical analyses used the Mann-Whitney U test.
    UNASSIGNED: No significant difference in patient demographics in either CT set was showed during objective evaluation (p > 0.05). However, higher hepatic and pancreatic parenchymal enhancement, AD, SNR, and CNR and lower hepatic and pancreatic noise (p < 0.005) as well as CTDIvol (p = 0.005) on DECT than on SECT were observed. Higher mean grades on DECT than on SECT were showed for image noise (4.65 vs 3.92), sharpness of dilated ducts (4.52 vs 3.94), and overall image quality (4.45 vs 3.91; p < 0.001), respectively during subjective evaluation.
    UNASSIGNED: A higher overall image quality and lower radiation dose on 3D nCTCP can be obtained by DECT with IR technique than with conventional SECT in patients with pancreatobiliary dilatation.
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  • 文章类型: Journal Article
    背景:鼻咽癌(NPC)的颅底浸润被证明是不良的负面预后因素,双能CT(DECT)预示着一种新的方法来检测这种情况。本研究旨在评估DECT检测NPC颅底侵犯的价值,并比较DECT与模拟单能量CT(SECT)和MRI的诊断性能。
    方法:在这项回顾性研究中,评估了50例接受DECT检查的NPC患者和31例对照组参与者的影像学表现。由两名盲人观察者使用5点量表评估颅底侵入。ROC分析,Mcnemar测试,配对t检验,加权K统计量和组内相关系数来评估模拟SECT的诊断性能,MRI和DECT。
    结果:DECT参数的定量分析显示,与正常骨骼相比,硬化中的标准化碘浓度和有效原子序数值较高,而侵蚀值较低(均p<0.05)。与模拟SECT和MRI相比,DECT的诊断灵敏度从75%(模拟SECT)和84.26%(MRI)显著提高到90.74%(DECT)(均p<0.001),特异性从93.23%和93.75%到95.31(均p<0.001),准确度从86.67%和90.33%到93.67%,和AUC从0.927和0.955到0.972(均p<0.05),分别。
    结论:DECT在检测NPC颅底侵犯方面比模拟SECT和MRI表现出更好的诊断性能,即使是那些早期的轻微骨侵入,具有更高的灵敏度,特异性和准确性。
    BACKGROUND: Skull base invasion in nasopharyngeal carcinoma (NPC) was shown to be a poor negative prognostic factor, and dual-energy CT (DECT) has heralded a new approach to detect this condition. The study aims to evaluate the value of DECT for detection of skull base invasion in NPC and compare the diagnostic performance of DECT with those of simulated single-energy CT (SECT) and MRI.
    METHODS: The imaging findings of 50 NPC patients and 31 participants in control group which underwent DECT examinations were assessed in this retrospective study. The skull base invasions were evaluated using 5-point scale by two blind observers. ROC analysis, Mcnemar test, paired t test, weighted K statistics and intraclass correlation coefficient were performed to evaluate the diagnostic performance of simulated SECT, MRI and DECT.
    RESULTS: Quantitative analysis of DECT parameters showed higher normalized iodine concentration and effective atomic number values in sclerosis and lower values in erosion than those in normal bones (both p < 0.05). Compared with simulated SECT and MRI, the diagnostic sensitivity for DECT was significantly improved from 75% (simulated SECT) and 84.26% (MRI) to 90.74% (DECT) (both p < 0.001), specificity from 93.23% and 93.75% to 95.31 (both p < 0.001), accuracy from 86.67% and 90.33% to 93.67%, and AUC from 0.927 and 0.955 to 0.972 (both p < 0.05), respectively.
    CONCLUSIONS: DECT demonstrates better diagnostic performance than simulated SECT and MRI for detecting skull base invasions in NPC, even those slight bone invasions in early stage, with higher sensitivity, specificity and accuracy.
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  • 文章类型: Journal Article
    目的:研究表明,来自欧洲质子中心的计算机断层扫描(CT)的停止功率比(SPR)预测差异很大。为了标准化这个过程,此处提供了有关指定Hounsfield查找表(HLUT)的分步指南。
    方法:HLUT规范过程分为六个步骤:幻影设置,CT采集,CT数提取,SPR测定,HLUT规范,和HLUT验证。适当的CT体模有头部和身体大小的部分,关于X射线和质子相互作用的组织等效插入物。从覆盖每个插入件的内部70%的感兴趣区域中提取CT编号,并在扫描方向上提取几个轴向CT切片。为了获得最佳的HLUT规格,在质子束中测量体模插入物的SPR,并以100MeV的化学计量计算制表的人体组织的SPR。包括体模插入物和制表的人体组织都增加了HLUT的稳定性。在四个组织组(肺,脂肪,软组织,和骨头),然后用直线连接。最后,进行彻底但简单的验证。
    结果:每个步骤都全面解释了最佳实践和个人挑战。提出了一种定义明确的策略,用于指定HLUT各个线段之间的连接点。该指南在不同供应商的三台CT扫描仪上进行了示例性测试,证明其可行性。
    结论:提出的基于CT的HLUT规范的分步指南以及建议和示例有助于减少SPR预测中的中心间差异。
    Studies have shown large variations in stopping-power ratio (SPR) prediction from computed tomography (CT) across European proton centres. To standardise this process, a step-by-step guide on specifying a Hounsfield look-up table (HLUT) is presented here.
    The HLUT specification process is divided into six steps: Phantom setup, CT acquisition, CT number extraction, SPR determination, HLUT specification, and HLUT validation. Appropriate CT phantoms have a head- and body-sized part, with tissue-equivalent inserts in regard to X-ray and proton interactions. CT numbers are extracted from a region-of-interest covering the inner 70% of each insert in-plane and several axial CT slices in scan direction. For optimal HLUT specification, the SPR of phantom inserts is measured in a proton beam and the SPR of tabulated human tissues is computed stoichiometrically at 100 MeV. Including both phantom inserts and tabulated human tissues increases HLUT stability. Piecewise linear regressions are performed between CT numbers and SPRs for four tissue groups (lung, adipose, soft tissue, and bone) and then connected with straight lines. Finally, a thorough but simple validation is performed.
    The best practices and individual challenges are explained comprehensively for each step. A well-defined strategy for specifying the connection points between the individual line segments of the HLUT is presented. The guide was tested exemplarily on three CT scanners from different vendors, proving its feasibility.
    The presented step-by-step guide for CT-based HLUT specification with recommendations and examples can contribute to reduce inter-centre variations in SPR prediction.
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  • 文章类型: Journal Article
    在COVID-19大流行期间,与控制措施有关的生产设施关闭导致全球碘化造影剂短缺。本文介绍了在美国一个大型卫生系统中实施的策略,以在持续短缺期间保持护理连续性。这些策略包括试图购买额外的股票,重新包装现有库存,供更多患者使用,使用非对比CT或替代成像方式代替对比增强CT,并与放射学以外的专业合作,参与保护工作。此外,个别CT协议进行了量身定制的修改,以使用双能量技术和/或较低的管电压,允许较低的造影剂剂量,并保持组织增强的可视化。在此期间的经验提供了见解,以促进造影剂剂量的长期减少和在供应恢复到正常水平后正在进行的CT方案优化。在减轻短缺影响的整个努力中,关键是系统一级的行动,操作灵活性,以及卫生系统放射科医生的密切沟通,技术人员,物理学家,药剂师,和订购供应商。
    A production facility shutdown related to containment measures during the COVID-19 pandemic has resulted in a global shortage of iodinated contrast media. This article describes the strategies implemented at one large U.S. health system to maintain care continuity during the ongoing shortage. The strategies have included attempts to procure additional stock, repackage existing stock for use in larger numbers of patients, use noncontrast CT or alternative imaging modalities in place of contrast-enhanced CT, and collaborate with specialties outside of radiology to participate in conservation efforts. In addition, individual CT protocols underwent tailored modifications to use dual-energy technique and/or lower tube voltages, to allow lower contrast media doses with maintained visualization of tissue enhancement. The experiences during this period provide insights to facilitate long-term reductions in contrast media doses and ongoing CT protocol optimization after supplies return to normal levels. Critical throughout the efforts to mitigate the impact of the shortage have been system-level action, operational flexibility, and close communication by the health system\'s radiologists, technologists, physicists, pharmacists, and ordering providers.
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  • 文章类型: Journal Article
    目的:专用CT仿真模型有可能研究几种采集,重建,或后处理参数,而不给患者任何辐射剂量。开发了用于模拟和分析单能量和双能量CT图像的软件程序。描述了软件的仿真和分析功能。
    方法:在软件中,命名为VOXSI(VOXelizedCTSImulator),X射线源,用户指定的模拟几何,CT设置和检测器能量响应可以变化。可以利用ASTRA工具箱的实现来执行CT图像重建。在DECT后处理工具包中,提供GUI工具来计算有效原子序数,相对电子密度,伪单能量图像,和材料地图图像。定量CT数验证,基于RMI467组织表征体模模型,使用第三代CT扫描仪在三种不同的X射线管电势(80、120和140kVp)下在实验和模拟CT扫描之间进行。
    结果:总体而言,发现RMI467插入物的平均CT数具有良好的一致性。对于所有的能量,实验数据和模拟数据之间的最大CT数差异对于软组织低于17HU,对于骨组织低于48HU。
    结论:软件的模拟算法显示了不同能量下RMI467体模的CT测量和CT模拟之间的良好一致性。通过详细的双能CT研究示例证明了该软件的功能。
    OBJECTIVE: Dedicated CT simulation models have the potential to investigate several acquisition, reconstruction, or post-processing parameters without giving any radiation dose to patients. A software program was developed for the simulation and the analysis of single-energy and dual-energy CT images. Simulation and analysis functionalities of the software are described.
    METHODS: In the software, named VOXSI (VOXelized CT SImulator), the X-ray source, user specified simulation geometry, CT setup and the detector energy response can be varied. CT image reconstructions can be performed with an implementation of the ASTRA toolbox. In the DECT post processing toolkit, GUI tools are provided to calculate effective atomic number, relative electron density, pseudo-monoenergetic images, and material map images. Quantitative CT number validation, based on a RMI 467 tissue characterization phantom model, was performed between experimental and simulated CT scans at three different X-ray tube potentials (80, 120, and 140 kVp) with a third generation CT scanner.
    RESULTS: Overall, a good agreement was found for the mean CT numbers of the RMI 467 inserts. For all energies, the maximum difference in CT numbers between experimental and simulated data was below 17 HU for the soft tissues and below 48 HU for the osseous tissues.
    CONCLUSIONS: The software\'s simulation algorithm showed a good agreement between the CT measurements and CT simulations of the RMI 467 phantom at different energies. The capabilities of the software are demonstrated by an elaborated dual-energy CT research example.
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  • 文章类型: Journal Article
    OBJECTIVE: To evaluate the detectability of breast cancer and visibility of the tumor extent using 70-kV single-energy contrast-enhanced (CE) breast computed tomography (70-kV CECT) compared with CE breast magnetic resonance imaging (CEMR).
    METHODS: Between 2013 and 2015, 110 patients with 112 breast cancer lesions who underwent breast surgery after undergoing both 70-kV CECT and CEMR were enrolled. The major axis lengths of the breast lesion were measured and compared with the pathologically determined major axes. Agreement in the measured major axes was evaluated using the intra-class correlation coefficient (ICC).
    RESULTS: Both 70-kV CECT and CEMR depicted all breast cancer lesions. The mean major axis was 3.0 (95% confidence interval [CI], 2.5-3.4) cm on CECT and 2.9 (2.6-3.3) cm on CEMR. The mean differences between the pathologically and radiologically measured major axes on 70-kV CECT and CEMR were 0.9 (0.7-1.1) and 1.0 (0.8-1.2) cm, respectively. The accuracy of the radiological major axes compared with the pathological major axes was 82.1% and 80.4% on CECT and CEMR, respectively (p = 0.81). The major axes on the two modalities demonstrated moderate agreement (ICC = 0.69, 95% CI 0.58-0.77). Pathologically and radiologically measured major axes on 70-kV CECT and CEMR demonstrated excellent agreement (ICC = 0.91, 95% CI 0.93-0.96).
    CONCLUSIONS: Low-tube voltage (70-kV) CECT is the preferred modality to identify breast cancer lesions and tumor extent for preoperative planning because it has a similar diagnostic ability to CEMR and can be performed in the supine position.
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  • 文章类型: Comparative Study
    OBJECTIVE. The purpose of this study was to compare a combined dual-energy CT (DECT) and single-energy CT (SECT) metal artifact reduction technique with a SECT metal artifact reduction technique for detecting lesions near an arthroplasty in a phantom model. MATERIALS AND METHODS. Two CT phantoms with a cobalt chromium sphere attached to a titanium rod, simulating an arthroplasty, within a background of soft-tissue attenuation containing spherical lesions (range, 10-20 mm) around the head and stem of different attenuations from the background (range of attenuation, 10-70 HU) were scanned with a single CT scanner individually (unilateral) and together (bilateral) with the following three dose-equivalent techniques: the currently used clinical protocol (140 kVp, 300 Reference mAs); 100 kVp; and DECT (100 kVp and 150 kVp with a tin filter). Three radiologists reviewed the datasets to identify lesions. Nonparametric AUC was estimated for each reader with each technique. Multireader ANOVA was performed to compare AUCs. Multiple-variable logistic regression analysis was used to identify factors affecting sensitivity and specificity. RESULTS. Accuracy was lower (p < 0.001) for the DECT 130-keV technique than for the 100-, 70-, and 140-kVp techniques. Sensitivity was higher with unilateral arthroplasties (p = 0.037), with greater contrast differences from background (p < 0.001), and with the SECT 100-kVp technique versus other techniques (p < 0.001). The difference in specificities of modalities was not statistically significant (p = 0.148). CONCLUSION. Combining DECT and SECT techniques does not provide additional benefits for lesion detection as opposed to using SECT alone.
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  • 文章类型: Journal Article
    OBJECTIVE: To evaluate the influence of different scan parameters for single-energy CT and dual-energy CT, as well as the impact of different material used in a TKA prosthesis on image quality and the extent of metal artifacts.
    METHODS: Eight pairs of TKA prostheses from different vendors were examined in a phantom set-up. Each pair consisted of a conventional CoCr prosthesis and the corresponding anti-allergic prosthesis (full titanium, ceramic, or ceramic-coated) from the same vendor. Nine different (seven dual-energy CT and two single-energy CT) scan protocols with different characteristics were used to determine the most suitable CT protocol for TKA imaging. Quantitative image analysis included assessment of blooming artifacts (metal implants appear thicker on CT than they are, given as virtual growth in mm in this paper) and streak artifacts (thick dark lines around metal). Qualitative image analysis was used to investigate the bone-prosthesis interface.
    RESULTS: The full titanium prosthesis and full ceramic knee showed significantly fewer blooming artifacts compared to the standard CoCr prosthesis (mean virtual growth 0.6-2.2 mm compared to 2.9-4.6 mm, p < 0.001). Dual-energy CT protocols showed less blooming (range 3.3-3.8 mm) compared to single-energy protocols (4.6-5.5 mm). The full titanium and full ceramic prostheses showed significantly fewer streak artifacts (mean standard deviation 77-86 Hounsfield unit (HU)) compared to the standard CoCr prosthesis (277-334 HU, p < 0.001). All dual-energy CT protocols had fewer metal streak artifacts (215-296 HU compared to single-energy CT protocols (392-497 HU)). Full titanium and ceramic prostheses were ranked superior with regard to the image quality at the bone/prosthesis interface compared to a standard CoCr prosthesis, and all dual-energy CT protocols were ranked better than single-energy protocols.
    CONCLUSIONS: Dual-energy CT and ceramic or titanium prostheses reduce CT artifacts and provide superior image quality of total knee arthroplasty at the bone/prosthesis interface. These findings support the use of dual-energy CT as a solid imaging base for clinical decision-making and the use of full-titanium or ceramic prostheses to allow for better CT visualization of the bone-prosthesis interface.
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  • 文章类型: Comparative Study
    OBJECTIVE: The purpose of this article is to evaluate virtual monochromatic spectral imaging and metal artifact reduction software for reducing metal artifact and to compare it with conventional single-energy CT (SECT) in an animal model.
    METHODS: Postmortem juvenile (n = 5) and adult (n = 1) swine specimens were scanned with SECT followed by a dual-energy CT (DECT) pediatric protocol after the insertion of two rods into their paraspinal thoracolumbar regions. Virtual monochromatic spectral images were extrapolated from DECT images at five monoenergetic levels (64, 69, 75, 88, and 105 keV) with and without the use of metal artifact reduction software. Images were evaluated by a 5-point scoring system for the extent of metallic artifacts and image interpretability in soft-tissue and bone windows. The density in the most pronounced artifact was measured. CT dose index was recorded.
    RESULTS: In studies without metal artifact reduction software, higher energy reconstructions resulted in fewer artifacts and better image interpretability in both soft-tissue and bone windows (p < 0.0001). Artifact density decreased from -792 HU at 64 keV to -128 HU at 105 keV without the use of metal artifact reduction software. No difference was noted in attributes\' scores or in artifact density in studies using metal artifact reduction software (p > 0.05). DECT studies showed lower scores compared with SECT with regard to all attributes. A new faint perimetallic hypodense halo was seen in all studies with metal artifact reduction software. The CT dose index of DECT was 1.18-3.56 times higher than that of SECT techniques.
    CONCLUSIONS: DECT at all energy levels with metal artifact reduction software and higher energy extrapolations without metal artifact reduction software reduced metallic artifact and enhanced image interpretability compared with SECT. Radiation dose with DECT could be significantly higher than SECT.
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