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AI in cervical spine CT: not a second reader, but a value-generating system intervention. 颈椎CT中的人工智能:不是第二个阅读器,而是一个价值生成系统干预。
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-27 DOI: 10.1007/s00330-026-12336-7
Tatiane Cantarelli Rodrigues, Moritz B Bastian
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引用次数: 0
Advancing personalized prognostic assessment in rectal cancer through multi-instance deep learning. 通过多实例深度学习推进直肠癌个性化预后评估。
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-27 DOI: 10.1007/s00330-026-12340-x
Yashbir Singh, João Miranda, Natally Horvat
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引用次数: 0
ESR Essentials: Perfusion MRI-practice recommendations by the European Society for Magnetic Resonance in Medicine and Biology. ESR要点:欧洲磁共振医学和生物学学会的灌注mri实践建议。
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-27 DOI: 10.1007/s00330-025-12306-5
Petra J van Houdt, Lena Václavů, Steven Sourbron, Eve S Shalom, Christian Federau, Mami Iima, Mira M Liu, Linda Knutsson, Ronnie Wirestam, Matthias Günther, Matthias J P van Osch, Rianne A van der Heijden

Perfusion MRI techniques-including dynamic susceptibility contrast (DSC) MRI, dynamic contrast-enhanced (DCE) MRI, arterial spin labeling (ASL) MRI, and intravoxel incoherent motion (IVIM) MRI-hold strong potential as imaging techniques for diagnosing, staging, and monitoring disease across a range of clinical applications. However, clinical adoption, especially of quantitative parameters, remains variable across techniques. Key barriers to broader implementation include a lack of standardized acquisition and analysis protocols, leading to poor reproducibility and reduced clinical confidence. Additionally, limited awareness and understanding of certain techniques among radiologists contribute to underutilization in practice. This work provides practice recommendations to support radiologists in integrating perfusion MRI into routine clinical workflows. It includes guidance on technique selection, acquisition, and analysis, supported by a flowchart outlining typical imaging pathways. These efforts align with ongoing initiatives such as the Quantitative Medical Imaging Coalition (formerly QIBA) and the ISMRM Open Science Initiative for Perfusion Imaging (OSIPI), which are developing standards and tools to enhance reproducibility and clinical utility. Ultimately, the successful adoption of state-of-the-art perfusion MRI depends on close collaboration between clinicians, researchers, and industry stakeholders to ensure robust, standardized, and clinically meaningful application. KEY POINTS: Perfusion MRI parameters hold great promise as imaging biomarkers, but their clinical adoption, especially of quantitative parameters, remains variable across perfusion MRI techniques. An overview of perfusion MRI techniques, explaining the physics, illustrating clinical applications, and addressing common technical challenges, is provided to support perfusion MRI use in clinical practice. Successful adoption of state-of-the-art perfusion MRI depends on close collaboration between clinicians, researchers, and industry stakeholders to ensure robust, standardized, and clinically meaningful applications for patient care.

灌注MRI技术——包括动态敏感性对比(DSC) MRI、动态对比增强(DCE) MRI、动脉自旋标记(ASL) MRI和体素内非相干运动(IVIM) MRI——在一系列临床应用中作为诊断、分期和监测疾病的成像技术具有强大的潜力。然而,临床采用,特别是定量参数,仍然不同的技术。广泛实施的主要障碍包括缺乏标准化的采集和分析方案,导致可重复性差,降低临床信心。此外,放射科医生对某些技术的认识和理解有限,导致在实践中利用不足。这项工作提供了实践建议,以支持放射科医生将灌注MRI纳入常规临床工作流程。它包括对技术选择、获取和分析的指导,并以概述典型成像途径的流程图为支持。这些努力与定量医学成像联盟(原QIBA)和ISMRM灌注成像开放科学倡议(OSIPI)等正在进行的倡议相一致,这些倡议正在开发标准和工具,以提高可重复性和临床实用性。最终,最先进灌注MRI的成功采用取决于临床医生、研究人员和行业利益相关者之间的密切合作,以确保稳健、标准化和有临床意义的应用。灌注MRI参数作为成像生物标志物具有很大的前景,但其临床应用,特别是定量参数,在灌注MRI技术中仍然存在差异。灌注MRI技术概述,解释物理,说明临床应用,并解决常见的技术挑战,以支持灌注MRI在临床实践中的应用。最先进灌注MRI的成功采用取决于临床医生、研究人员和行业利益相关者之间的密切合作,以确保对患者护理的稳健、标准化和临床有意义的应用。
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引用次数: 0
Integrated CT pipeline for automatic intracranial hemorrhage evaluation with GPT-enhanced clinical decision support. 集成的CT管道自动颅内出血评估与gpt增强临床决策支持。
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-26 DOI: 10.1007/s00330-025-12316-3
Xianjing Zhao, Ruxuan Yan, Jianlin Wang, Liting Shi, Kun Chen, Yulong Yang, Hui Xu, Zheng Lin, Bo Chen, Long Liang, Chengting Lin, Rende Wang, Linka Wang, Yifan Cai, Zhenwei Yao, Lei Shi

Objectives: Intracranial hemorrhage (ICH) is a time-critical neurological emergency in which rapid CT-based assessment directly informs treatment decisions. This study aimed to develop an automated deep-learning pipeline to enhance ICH detection, segmentation, and localization, complemented by clinical decision-making support through a large language model.

Materials and methods: The detection model was trained on 21,784 labeled and 3528 unlabeled CT scans from the RSNA dataset using semi-supervised learning. The segmentation model was trained on 1226 scans from the HS dataset to delineate six ICH subtypes. Hydrocephalus and midline-shift models were trained on a dedicated 507-scan subset of the HS dataset. Hemorrhage and edema locations were registered to standard brain regions to improve interpretability. For evaluation, the CQ500 dataset (491 patients) was used as an external validation and test cohort. Clinical recommendations were generated using the GPT-4o Assistants API based on published guidelines and trials.

Results: On the test set, detection achieved an AUC of 0.96 (95% CI: 0.94-0.98), and segmentation yielded Dice values ranging from 0.71 to 0.93 with corresponding 95% CIs from 0.61-0.76 to 0.90-0.96, while volume estimation showed high concordance (CCC 0.820-0.996). Intraparenchymal hemorrhage (IPH) localization demonstrated strong agreement with κ values of 0.85-1.00 across brain regions. Clinical decisions generated by the pipeline were highly rated, with one neurosurgeon assigning median scores of 4 and 5 for examination and treatment, and the other assigning 5 for both.

Conclusions: This deep learning pipeline combines imaging analysis with actionable clinical decisions, demonstrating significant potential as a valuable tool for emergency care.

Key points: Question Rapid and accurate identification of ICH on CT is critical for guiding treatment, yet remains difficult using standard emergency radiological evaluation. Findings The end-to-end artificial intelligence pipeline achieved high accuracy in ICH detection, segmentation, and localization, with strong concordance to manual measurements and reliable clinical recommendations. Clinical relevance By automating image analysis and clinical decision-making, the pipeline demonstrated significant potential to reduce diagnostic delays, improve treatment guidance, and enhance patient outcomes in emergency care settings.

目的:颅内出血(ICH)是一种时间紧迫的神经急症,基于ct的快速评估直接为治疗决策提供信息。本研究旨在开发一种自动化的深度学习管道,以增强ICH检测、分割和定位,并通过大型语言模型补充临床决策支持。材料和方法:使用半监督学习对来自RSNA数据集的21,784个标记CT扫描和3528个未标记CT扫描进行检测模型训练。该分割模型在来自HS数据集的1226次扫描上进行训练,以描绘出6种ICH亚型。脑积水和中线移位模型在HS数据集的专用507扫描子集上进行训练。出血和水肿的位置被记录到标准脑区,以提高可解释性。为了评估,CQ500数据集(491例患者)被用作外部验证和测试队列。临床建议是根据已发表的指南和试验使用gpt - 40助手API生成的。结果:在测试集上,检测的AUC为0.96 (95% CI: 0.94-0.98),分割得到的Dice值为0.71 - 0.93,对应的95% CI为0.61-0.76 - 0.90-0.96,而体积估计显示出高一致性(CCC 0.820-0.996)。脑实质内出血(IPH)定位与各脑区κ值0.85-1.00高度一致。由该管道产生的临床决策得到了很高的评价,一位神经外科医生给检查和治疗的中位评分分别为4分和5分,另一位给两者都打了5分。结论:该深度学习管道将成像分析与可操作的临床决策相结合,显示出作为急诊护理有价值工具的巨大潜力。CT上快速准确地识别脑出血对指导治疗至关重要,但使用标准的急诊放射学评估仍然很困难。发现端到端人工智能管道在脑出血检测、分割和定位方面具有较高的准确性,与人工测量结果一致性强,临床推荐可靠。通过自动化图像分析和临床决策,该管道在减少诊断延误、改善治疗指导和提高急诊护理环境中的患者预后方面显示出巨大的潜力。
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引用次数: 0
Performance of GPT-5 vs GPT-4V for radiological image analysis. GPT-5与GPT-4V在放射图像分析中的性能。
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-26 DOI: 10.1007/s00330-025-12287-5
Dana Brin, Vera Sorin, Yiftach Barash, Eli Konen, Girish Nadkarni, Benjamin S Glicksberg, Eyal Klang
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引用次数: 0
Contrast-enhanced CT in sepsis: insights from a European Emergency Radiology survey. 对比增强CT诊断败血症:来自欧洲急诊放射学调查的见解。
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-26 DOI: 10.1007/s00330-025-12256-y
Ann-Christine Stahl, Kerstin Rubarth, Maria Isabel Opper Hernando, Anne Frisch, Ana Blanco-Barrio, Raffaella Basilico, Vittorio Miele, Francesca Iacobellis, Myrto Bolanaki, Denis Witham, Marc Dewey, Julian Pohlan

Objectives: To gain insight into emergency radiologists' views on the role of contrast-enhanced CT (CECT) in sepsis management.

Materials and methods: This analysis of a survey distributed in 2023 to members of the European Society of Emergency Radiology (ESER) (n = 297) gathered perspectives on the role of CECT in patients with sepsis. The previously validated questionnaire used for this survey encompassed demographic information, clinical experience, and inquiries regarding the timing and rationale for CT. Results were compared with data from a prior single-center survey among clinicians and general radiologists. Responses were collected anonymously and analyzed using descriptive statistics and chi-square tests. As not all items were mandatory, item-specific response numbers may vary and are reported accordingly throughout the manuscript.

Results: A total of 144 emergency radiologists participated, with most of them endorsing a 1-6-h timeframe for CECT after the diagnosis of sepsis (45.8%; n = 27/59). However, a notable proportion accepted longer intervals > 12 h (35.6%; n = 21/59). Emergency radiologists particularly opted for repeat imaging in patients with sepsis and clinical deterioration (35.3%; 24/68), whereas clinicians tended to be more hesitant (2.9%; n = 10/341).

Conclusion: The results of this survey indicate strong agreement among emergency radiologists on the relevance of prompt CECT for the timely diagnostic management of patients with sepsis. Several aspects related to timing and indication show significant interdisciplinary differences, requiring further study.

Key points: Question While contrast-enhanced CT can aid in detecting the infectious focus, this study explores emergency radiologists' perspectives on its role in sepsis management. Findings Radiologists and clinicians from different subspecialties agree on the importance of promptly performed (≥ 1-6 h) CECT in sepsis management and the contraindications of contrast application. Clinical relevance This survey shows that radiologists and clinicians largely agree on the importance of CECT in sepsis management.

目的:了解急诊放射科医师对对比增强CT (CECT)在脓毒症治疗中的作用的看法。材料和方法:本研究分析了2023年向欧洲急诊放射学会(ESER)成员(n = 297)分发的一项调查,收集了关于CECT在脓毒症患者中的作用的观点。本次调查使用的先前有效的问卷包括人口统计信息、临床经验以及有关CT时机和理由的询问。结果比较了先前在临床医生和普通放射科医生中进行的单中心调查的数据。匿名收集反馈,并使用描述性统计和卡方检验进行分析。由于并非所有项目都是强制性的,项目特定的响应数可能会有所不同,并在整个手稿中相应地报告。结果:共有144名急诊放射科医生参与,其中大多数人支持在败血症诊断后1-6小时内进行CECT (45.8%; n = 27/59)。然而,35.6% (n = 21/59)的显著比例接受较长的间隔时间(bb0 ~ 12h)。急诊放射科医生尤其在脓毒症和临床恶化的患者中选择重复成像(35.3%;24/68),而临床医生往往更犹豫(2.9%;n = 10/341)。结论:这项调查的结果表明急诊放射科医生对及时诊断脓毒症患者进行CECT的重要性有着强烈的共识。与时间和指示有关的几个方面存在显著的跨学科差异,需要进一步研究。虽然对比增强CT可以帮助发现感染病灶,但本研究探讨了急诊放射科医生对其在脓毒症管理中的作用的看法。来自不同专科的放射科医生和临床医生一致认为及时进行(≥1-6小时)CECT在脓毒症治疗中的重要性和造影剂应用的禁忌症。这项调查显示,放射科医生和临床医生在很大程度上同意CECT在脓毒症治疗中的重要性。
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引用次数: 0
Thank you to our reviewers for 2025! 感谢我们2025年的审稿人!
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-24 DOI: 10.1007/s00330-026-12344-7
Bernd Hamm
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引用次数: 0
High-frequency ultrasound combined with microbubbles for preoperative lymphatic mapping for lymphedema with a non-linear pattern in indocyanine green lymphography. 高频超声联合微泡术前淋巴管造影检查淋巴水肿伴非线性吲哚菁绿淋巴管造影。
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-24 DOI: 10.1007/s00330-025-12293-7
ShuFang Yuan, LiPing Chen, LanJing Wu, ChenYang Zhao, JingJing Wen, Long Biao Yu, ZheGang Zhou, DeSheng Sun, ZhengMing Hu

Objectives: Lymphatic-venous anastomosis (LVA) is an effective surgical treatment for lymphedema, which requires accurate identification of lymphatic vessels. Indocyanine Green (ICG) lymphography, the most common method for lymphatic mapping, cannot always successfully identify lymphatic vessels. We aimed to explore high-frequency ultrasound (HFUS) and contrast-enhanced ultrasound (CEUS) as a reliable alternative for lymphatic mapping when ICG lymphography is not feasible.

Materials and methods: We performed combined HFUS and CEUS for lymphatic mapping on the patients who exhibited no obvious linear pattern on ICG lymphography. The inner and outer diameters and depths of the lymphatic vessels were measured. We subsequently evaluated the accuracy of US lymphatic mapping by comparing it with the operative results. And the postoperative volume and circumference of the affected limbs were compared with the preoperative measurements.

Results: We recruited 111 patients with lymphedema, including 96 limbs and 24 perineal areas affected. Three hundred forty-five lymphatics in the limbs and 52 in the perineum underwent anastomosis and were analyzed. Comparable lymphatic vessel diameter (inner: 0.5-0.9 mm; outer: 0.8-0.9 mm) and depth (9-10 mm) measurements across HFUS, CEUS, and combined HFUS + CEUS. However, HFUS + CEUS significantly improved detection sensitivity, identifying 313 vessels (91.1% accuracy) vs 114 (88.6%) for HFUS and 22 (90.9%) for CEUS. Significant postoperative reductions in limb circumference (39.3 ± 7.4 cm to 37.8 ± 7.1 cm) and volume (81.1 ± 35.8 L to 74.2 ± 33.4 L, p < 0.001). All ultrasound methods consistently showed volume reduction (HFUS: 93.3 ± 25.4 L to 89.6 ± 24.1 L; CEUS: 92.4 ± 28.9 L to 83.4 ± 19.8 L; HFUS + CEUS: 91.2 ± 31.8 L to 84.2 ± 21.5 L, p < 0.001-0.002).

Conclusions: High-frequency US combined with CEUS serves as a reliable pre-op lymphatic mapping alternative when ICG lymphography fails.

Key points: Question In over 40% of lymphedema patients, preoperative ICG lymphangiography fails to show a linear pattern; can HFUS and CEUS provide complementary information? Findings ICG failed to visualize in 42.53% of patients; HFUS and CEUS identified lymphatics in all and achieved 94.5% accuracy. Clinical relevance This study confirmed that HFUS combined with CEUS improves the detection of lymphatic vessels and the success of LVA in ICG-negative cases.

目的:淋巴-静脉吻合术(LVA)是治疗淋巴水肿的一种有效的手术方法,需要准确识别淋巴管。吲哚菁绿(ICG)淋巴管造影是最常用的淋巴管造影方法,但并不总是能成功地识别淋巴管。我们的目的是探索高频超声(HFUS)和对比增强超声(CEUS)作为一种可靠的替代淋巴定位时,ICG淋巴造影是不可行的。材料和方法:对ICG淋巴造影无明显线性模式的患者,采用HFUS和CEUS联合进行淋巴管作图。测量淋巴管的内径、外径和深度。我们随后通过与手术结果的比较来评估US淋巴定位的准确性。并将术后患肢的体积和围度与术前测量结果进行比较。结果:我们招募了111例淋巴水肿患者,包括96个肢体和24个会阴受累区。对345条四肢淋巴管和52条会阴淋巴管进行吻合分析。HFUS、CEUS和HFUS + CEUS联合测量的淋巴管直径(内:0.5-0.9 mm;外:0.8-0.9 mm)和深度(9-10 mm)可比较。然而,HFUS + CEUS显著提高了检测灵敏度,识别出313条血管(准确率为91.1%),而HFUS和CEUS分别识别出114条血管(准确率为88.6%)和22条血管(准确率为90.9%)。术后肢体围(39.3±7.4 cm至37.8±7.1 cm)和体积(81.1±35.8 L至74.2±33.4 L)显著减少,p结论:高频超声联合超声造影可在ICG淋巴造影失败时作为可靠的术前淋巴标测替代方案。在超过40%的淋巴水肿患者中,术前ICG淋巴管造影未能显示线性模式;HFUS和CEUS能提供补充信息吗?结果:42.53%的患者ICG显像失败;HFUS和CEUS在所有病例中均能识别淋巴管,准确率为94.5%。临床意义本研究证实HFUS联合超声造影提高了icg阴性病例淋巴血管的检出率和LVA的成功率。
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引用次数: 0
Beyond morphology: multi-radiotracer PET/CT for comprehensive assessment of carotid plaque risk. 形态学之外:多放射性示踪剂PET/CT用于综合评估颈动脉斑块风险。
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-24 DOI: 10.1007/s00330-025-12286-6
Paloma Puyalto
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引用次数: 0
Added value of multiparametric MRI combining dynamic contrast-enhanced and diffusion-weighted imaging for determining thyroid-associated ophthalmopathy activity. 多参数MRI结合动态增强和弥散加权成像对甲状腺相关眼病活动性的诊断价值。
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-24 DOI: 10.1007/s00330-025-12303-8
Xiong-Ying Pu, Ying Wan, Huan-Huan Chen, Jin-Ling Lu, Jiang Zhou, Fei-Yun Wu, Hao Hu, Xiao-Quan Xu

Objective: To evaluate the performance of model-based dynamic contrast-enhanced (DCE)-MRI and diffusion-weighted imaging (DWI) in determining the disease activity of thyroid-associated ophthalmopathy (TAO), and to establish their additional value to fat-suppressed T2-weighted imaging (FS-T2WI) for staging TAO.

Materials and methods: Seventy-two patients with TAO (48 active, 96 eyes; 24 inactive, 48 eyes) were prospectively enrolled. DCE-MRI, DWI and FS-T2WI were scanned for pre-treatment evaluation. Simplified histogram parameters (min, mean, max) of DCE-MRI-derived Ktrans, Kep and Ve, apparent diffusion coefficient (ADC) and signal intensity ratio (SIR) on FS-T2WI of extraocular muscles were calculated for each orbit and compared between active and inactive groups. Multivariate analyses were used to identify independent indicators for disease activity. Receiver operating characteristic (ROC) curves analyses and DeLong tests were performed to evaluate and compare the performances of the identified significant imaging parameters and their combinations.

Results: Active TAO patients showed significantly higher mean and maximum Ve, higher minimum, mean and maximum ADC, higher minimum, mean and maximum SIR than inactive patients (p < 0.05). Mean SIR (odds ratio (OR) = 3.449, p = 0.002), mean ADC (OR = 1.008, p < 0.001), and mean Ve (OR = 14.138, p = 0.022) were found to be independent predictors of active TAO. Combination of mean Ve, mean ADC and mean SIR outperformed mean SIR alone in staging TAO (area under ROC curves, 0.839 vs 0.769, p = 0.016).

Conclusion: DCE-MRI and DWI could determine the disease activity of TAO and provide additional value to FS-T2WI in staging TAO.

Key points: Question Fat-suppressed T2-weighted imaging was the most commonly used imaging technique for determining the disease activity of thyroid-associated ophthalmopathy; however, its performance needs to be improved. Findings Dynamic contrast-enhanced magnetic resonance imaging and diffusion-weighted imaging could provide added value to fat-suppressed T2-weighted imaging for determining the clinical activity of thyroid-associated ophthalmopathy. Clinical relevance Dynamic contrast-enhanced magnetic resonance imaging and diffusion-weighted imaging can provide information about tissue permeability and water molecule diffusion of extraocular muscles in patients with thyroid-associated ophthalmopathy (TAO), and therefore provide additional value to fat-suppressed T2-weighted imaging in staging TAO.

目的:评价基于模型的动态对比增强(DCE)-MRI和弥散加权成像(DWI)对甲状腺相关性眼病(TAO)疾病活动性的诊断价值,并探讨其与脂肪抑制t2加权成像(FS-T2WI)对TAO分期的附加价值。材料与方法:前瞻性纳入72例TAO患者(活动期48例,96眼;活动期24例,48眼)。扫描DCE-MRI、DWI、FS-T2WI进行治疗前评估。计算各眼眶dce - mri导出的Ktrans、Kep、Ve的简化直方图参数(min、mean、max),以及FS-T2WI眼外肌表观扩散系数(ADC)和信号强度比(SIR),并比较活动组和非活动组之间的差异。采用多变量分析确定疾病活动性的独立指标。采用受试者工作特征(ROC)曲线分析和DeLong检验来评价和比较识别出的重要成像参数及其组合的性能。结果:活动性TAO患者的平均和最大Ve、最小、平均和最大ADC、最小、平均和最大SIR均高于非活动性TAO患者(p = 14.138, p = 0.022),是活动性TAO的独立预测因子。在TAO分期中,平均Ve、平均ADC和平均SIR联合使用优于单独使用平均SIR (ROC曲线下面积,0.839 vs 0.769, p = 0.016)。结论:DCE-MRI和DWI可判断TAO的病变活动性,对FS-T2WI诊断TAO分期有附加价值。脂肪抑制t2加权成像是确定甲状腺相关性眼病疾病活动性的最常用成像技术;但是,它的性能还有待提高。发现动态磁共振增强成像和弥散加权成像可为脂肪抑制的t2加权成像确定甲状腺相关性眼病的临床活动性提供附加价值。动态磁共振增强成像和弥散加权成像可以提供甲状腺相关性眼病(TAO)患者眼外肌组织通透性和水分子扩散的信息,从而为脂肪抑制的t2加权成像在TAO分期中提供额外的价值。
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引用次数: 0
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European Radiology
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