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Ferumoxytol-Enhanced Cardiac Magnetic Resonance for Delineation of Hyperacute Intramyocardial Hemorrhage With Ex Vivo Validation. 阿魏木糖醇增强心脏磁共振对超急性心内出血的诊断与体外验证。
IF 8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-10 DOI: 10.1097/RLI.0000000000001281
Arutyun Pogosyan, Caroline M Colbert, Mostafa Mahmoudi, Mary J Keushkerian, Aaron C Llanes, Myung S Sim, Gregory A Fishbein, Chunni Zhu, J Paul Finn, Jesse W Currier, Kim-Lien Nguyen

Objectives: Intramyocardial hemorrhage (IMH) is the most severe form of injury associated with reperfusion therapy during acute myocardial infarction (AMI). Although T2*-weighted cardiac MRI is regarded as the reference standard for IMH detection, its application is limited in the hyperacute phase. Ferumoxytol, an iron-based contrast agent characterized by potent T1-shortening and a long intravascular half-life, may enable earlier detection. This study assessed a T1-weighted approach using ferumoxytol-enhanced MRI (FE-MRI) for early detection of IMH after ischemia-reperfusion injury in a swine model.

Materials and methods: IMH was induced in 22 Yorkshire swine using a closed-chest ischemia-reperfusion model with intracoronary collagenase administration. FE-MRI was performed immediately after reperfusion using T1-weighted cine imaging and serial T1 mapping with a modified Look-Locker inversion recovery (MOLLI) pulse sequence. Imaging findings were compared among IMH-positive (IMH+), IMH-negative (IMH-), and control animals. Results were validated through gross pathology, histology, and electron microscopy.

Results: Nine animals completed imaging, of which 5 were IMH+ and 4 IMH- based on histopathology and FE-MRI. In IMH+ animals, the T1 within hemorrhagic reperfused myocardium was significantly lower than remote myocardium [420.8 ms (380.5, 656.3) vs. 806.0 ms (781.0, 818.8); P <0.001], and lower than healthy myocardium in the control animal [808.2 ms (796.3, 811.0)]. IMH- animals exhibited significantly higher myocardial T1 than IMH+ animals in both non-hemorrhagic reperfused [807.8 ms (786.1, 830.3); P <0.001] and remote myocardium [805.6 ms (786.1, 825.5); P <0.001]. A mixed-effects model confirmed significant cohort-specific T1 decrease within hemorrhagic reperfused tissue of IMH+ animals (estimate= -0.49±0.15; P =0.001), with a significant time-dependent effect (β= -0.125±0.03; P <0.001). Remote myocardial and left ventricular blood pool T1 did not differ between groups (both P >0.05). Gross and microscopic findings confirmed extravasated erythrocytes and disrupted myocardial architecture, consistent with hemorrhagic injury.

Conclusions: This proof-of-concept study demonstrates the feasibility and potential of T1-weighted FE-MRI as a unique approach for detecting IMH immediately after ischemia-reperfusion injury. Early identification of IMH by FE-MRI may facilitate translational efforts to develop and evaluate targeted therapies that reduce IMH burden and improve post-AMI outcomes.

目的:心肌内出血(IMH)是急性心肌梗死(AMI)期间与再灌注治疗相关的最严重的损伤形式。虽然T2*加权心脏MRI被视为检测IMH的参考标准,但其在超急性期的应用受到限制。阿霉素是一种铁基造影剂,其特点是有效缩短t1和较长的血管内半衰期,可能有助于早期检测。本研究在猪模型中评估了使用阿魏木糖醇增强MRI (FE-MRI)的t1加权方法对缺血再灌注损伤后IMH的早期检测。材料与方法:22头约克郡猪采用闭胸缺血再灌注模型,冠状动脉内注射胶原酶诱导IMH。再灌注后立即进行FE-MRI,采用T1加权电影成像和序列T1映射,采用改进的Look-Locker反转恢复(MOLLI)脉冲序列。比较IMH阳性(IMH+)、IMH阴性(IMH-)和对照动物的影像学表现。结果通过大体病理、组织学和电子显微镜验证。结果:9只动物完成影像学检查,组织病理学及FE-MRI检查IMH+ 5只,IMH- 4只。在IMH+动物中,出血性再灌注心肌内T1明显低于远端心肌[420.8 ms(380.5, 656.3)比806.0 ms (781.0, 818.8);P 0.05)。肉眼和显微镜检查证实红细胞外渗和心肌结构破坏,符合出血性损伤。结论:这项概念验证研究证明了t1加权FE-MRI作为一种独特的方法在缺血再灌注损伤后立即检测IMH的可行性和潜力。通过FE-MRI早期识别IMH可能有助于开发和评估靶向治疗的转化工作,以减轻IMH负担并改善ami后的预后。
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引用次数: 0
AI-RADS: A Framework for Assessment of Artificial Intelligence Output in Radiology-Development and Multireader Evaluation. AI-RADS:一个评估放射学发展和多阅读器评估中人工智能输出的框架。
IF 8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-09 DOI: 10.1097/RLI.0000000000001272
Maximilian F Russe, Anna Fink, Carl P Simon, Stephan Rau, Kai Kästingschäfer, Fabian Bamberg, Alexander Rau

Background: Despite the growing number of artificial intelligence (AI)-based applications used in radiology, no structured framework exists to assess their case-level reliability or to document overridden outputs in reports.

Purpose: To develop and evaluate the Artificial Intelligence Reporting and Data System (AI-RADS), a structured framework for an objective, case-level assessment of AI output reliability, clinical utility, and recommended actions in radiology.

Materials and methods: The AI-RADS framework was tested in a retrospective, multireader study. Here, 5 board-certified radiologists independently evaluated 350 cases processed by 7 representative AI applications for image-based and generative tasks. Each case was assigned one of 5 AI-RADS categories, applicable modifiers, and an independent correctness rating as a reference. Interreader agreement was quantified using Krippendorff's α with 95% CIs.

Results: Substantial interreader agreement was observed for the core AI-RADS categories in both image-based (Krippendorff's α=0.87; 95% CI: 0.83-0.91) and generative AI tasks (Krippendorff's α=0.93; 95% CI: 0.91-0.95). Reader-assigned correctness aligned well with AI-RADS categories 1 to 2, which indicate outputs suitable for integration into clinical workflows. Outputs rated as "incorrect" were predominantly assigned to categories 4 to 5, warranting override or removal from display.

Conclusion: AI-RADS provides a structured framework for the case-level evaluation of AI output reliability, clinical utility, and consequences for report communication. This multireader study demonstrated substantial interreader agreement and applicability across various AI applications.

背景:尽管在放射学中使用的基于人工智能(AI)的应用越来越多,但没有结构化的框架来评估其病例级可靠性或记录报告中的覆盖输出。目的:开发和评估人工智能报告和数据系统(AI- rads),这是一个结构化的框架,用于客观地评估人工智能输出的可靠性、临床效用和放射学中的建议行动。材料和方法:AI-RADS框架在一项回顾性的多阅读器研究中进行了测试。在这里,5名委员会认证的放射科医生独立评估了由7个代表性人工智能应用程序处理的350个病例,用于基于图像和生成任务。每个案例被分配了5个AI-RADS类别中的一个,适用的修饰符和一个独立的正确性评级作为参考。使用95% ci的Krippendorff's α定量解读者一致性。结果:在基于图像的(Krippendorff's α=0.87; 95% CI: 0.83-0.91)和生成式AI任务(Krippendorff's α=0.93; 95% CI: 0.91-0.95)中,核心AI- rads类别均观察到大量的解释器一致性。读者分配的正确性与AI-RADS类别1至2相一致,这表明输出适合整合到临床工作流程中。被评为“不正确”的输出主要被分配到4到5类,有理由重写或从显示中删除。结论:AI- rads为病例级评估AI输出的可靠性、临床效用和报告沟通的后果提供了一个结构化框架。这项多阅读器研究表明,在各种人工智能应用中,阅读器之间存在大量的一致性和适用性。
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引用次数: 0
Gadopiclenol Breast MRI With Half Standard Gadolinium Dose Maintains High Parenchymal Contrast in Intraindividual Comparison. 加多二烯醇乳腺MRI在半标准剂量钆下保持较高的个体内对比。
IF 8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-05 DOI: 10.1097/RLI.0000000000001271
Philipp Gruschwitz, Konstantin Richter, Michael Meir, Tanja Schlaiß, Jan-Peter Grunz, Sara Aniki Schömig, Svenja Pichlmeier, Thorsten Alexander Bley, Stephanie Tina Sauer

Objectives: To evaluate the contrast enhancement of the breast parenchyma in MRI using gadopiclenol (GP) at half the standard dose of gadolinium compared with gadobutrol (GB) at the standard dose of gadolinium.

Materials and methods: This retrospective, single-center study considered 319 consecutive female patients who underwent breast MRI with a half-standard dose of gadopiclenol (0.05 mmol/kg) between January and March of 2025. Complete data sets of patients who had received a prior cycle-appropriate MRI using a standard dose of gadobutrol (0.1 mmol/kg) within 2 years, without interim therapy, were evaluated. Absolute signal enhancement of the aorta, axillary lymph nodes, and breast parenchyma was measured to provide an objective assessment. Two independent radiologists evaluated subjective image quality and diagnostic confidence using a 5-point Likert Scale in a side-by-side comparison. Statistical analyses were performed using Wilcoxon signed-rank tests and weighted Cohen kappa.

Results: A total of 145 patients (mostly with hereditary breast and ovarian cancer syndrome) met the inclusion criteria. GP revealed significantly higher absolute enhancement values for all regions (eg, breast parenchyma: GP: 41.8, IQR: 27.1 to 65.4 vs GB: 33.4, IQR: 21.6 to 56.3; P < 0.001). Both contrast agents achieved excellent overall diagnostic confidence ratings (5; IQR: 4 to 5) and demonstrated moderate agreement (GP: κ = 0.59/ GB: κ = 0.48). GP received more excellent ratings (71.9% vs 56.8%; P = 0.002). Most pairs were considered equal on terms of image quality (R1: 90/145; R2: 92/145; P = 0.845) with fair agreement (κ = 0.366). Agreement was achieved in 97 of the 145 cases (67 "equal," 21 "pro GP", and 9 "pro GB"). The combination "equal & pro GP" accounted for most of the remaining comparisons (37/48).

Conclusion: Breast MRI using gadopiclenol with half standard gadolinium dose offers equivalent to superior objective contrast enhancement and subjective diagnostic confidence compared with a gadobutrol-enhanced MRI with full standard gadolinium dose.

目的:评价加多二烯醇(GP)在标准剂量钆的一半剂量下与加多布超(GB)在标准剂量钆下对乳腺实质的MRI增强效果。材料和方法:这项回顾性的单中心研究纳入了319例连续的女性患者,这些患者在2025年1月至3月期间接受了半标准剂量的加多苯二酚(0.05 mmol/kg)的乳房MRI检查。对2年内使用标准剂量(0.1 mmol/kg) gadobutrol接受过周期合适MRI的患者的完整数据集进行评估,未进行临时治疗。测量主动脉、腋窝淋巴结和乳腺实质的绝对信号增强以提供客观评估。两名独立的放射科医生在并排比较中使用5点李克特量表评估主观图像质量和诊断信心。采用Wilcoxon符号秩检验和加权Cohen kappa进行统计分析。结果:145例患者(多数为遗传性乳腺癌和卵巢癌综合征)符合纳入标准。GP显示所有区域的绝对增强值明显更高(例如,乳腺实质:GP: 41.8, IQR: 27.1至65.4,而GB: 33.4, IQR: 21.6至56.3,P < 0.001)。两种造影剂均获得了优异的总体诊断置信度评级(5;IQR: 4至5),并表现出中度一致性(GP: κ = 0.59/ GB: κ = 0.48)。GP获得了更高的优等评分(71.9% vs 56.8%; P = 0.002)。大多数对在图像质量方面被认为是相等的(R1: 90/145; R2: 92/145; P = 0.845),具有相当的一致性(κ = 0.366)。145例中有97例达成一致(67例“equal”,21例“pro GP”,9例“pro GB”)。剩下的比较中,“相等+亲GP”组合占了大部分(37/48)。结论:与加多比诺增强的全标准剂量钆MRI相比,加多比诺加一半标准剂量钆的乳腺MRI提供了相当优越的客观对比增强和主观诊断信心。
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引用次数: 0
Gadolinium Presence in the Brain After Gadolinium-based Contrast Agents: Evidence from Animal Behavioral Studies. 钆造影剂后脑内钆的存在:来自动物行为研究的证据。
IF 8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-05 DOI: 10.1097/RLI.0000000000001275
Hiroyuki Akai, Naomasa Okimoto, Shimpei Kato, Toshihiro Furuta, Osamu Abe

Since the discovery of gadolinium (Gd) in the brain following the administration of gadolinium-based contrast agents (GBCAs), considerable progress has been made in understanding their pharmacokinetics and neurotoxicology. This review summarizes animal studies assessing the presence of Gd after GBCA administration, with a specific focus on functional and behavioral outcomes, rather than providing a comprehensive overview of all aspects of Gd presence in the brain. These findings indicate that Gd accumulation in the brain depends on the chemical structure of GBCAs, with linear agents exhibiting greater retention and slower clearance than macrocyclic agents. Gd distribution is nonhomogeneous, primarily localized in deep gray matter structures, and is influenced by cerebrospinal fluid-mediated transport and perivascular deposition. Although motor and cognitive functions are generally unaffected under normal conditions, prolonged exposure to linear GBCAs or preexisting conditions such as inflammation or metabolic disorders may increase neurotoxic risks, resulting in motor and cognitive deficits. Pain and sensory hypersensitivity are frequently and reproducibly observed, particularly when linear agents are used. We will also discuss the potential mechanisms of neurotoxicity caused by free Gd3+ ion. However, these mechanistic findings are limited because the studies cannot be extrapolated to clinical practice. Future studies should investigate the potential associations between GBCA exposure and neurodegenerative diseases. These insights are essential for enhancing GBCA safety and informing clinical guidelines.

自从钆基造影剂(钆基造影剂)在大脑中发现钆后,人们对其药代动力学和神经毒理学的研究取得了长足的进展。这篇综述总结了评估GBCA给药后Gd存在的动物研究,特别关注功能和行为结果,而不是提供Gd在大脑中存在的所有方面的全面概述。这些发现表明Gd在大脑中的积累取决于gbca的化学结构,线性药物比大环药物表现出更大的保留和更慢的清除。Gd分布不均匀,主要局限于深部灰质结构,并受脑脊液介导的转运和血管周围沉积的影响。虽然运动和认知功能在正常情况下通常不受影响,但长期暴露于线性gbca或先前存在的疾病(如炎症或代谢紊乱)可能增加神经毒性风险,导致运动和认知缺陷。疼痛和感觉超敏反应是经常和可重复观察到的,特别是当使用线性药物时。我们还将讨论游离Gd3+离子引起神经毒性的潜在机制。然而,这些机制的发现是有限的,因为这些研究不能外推到临床实践。未来的研究应该调查GBCA暴露与神经退行性疾病之间的潜在联系。这些见解对于加强GBCA的安全性和为临床指南提供信息至关重要。
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引用次数: 0
Impact of Vertical Off-centering on Radiation Dose and Image Noise in Photon-counting Computed Tomography: A Phantom Study. 光子计数计算机断层扫描中垂直离心对辐射剂量和图像噪声的影响:一个幻象研究。
IF 8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-05 DOI: 10.1097/RLI.0000000000001273
Laura Valentina Klüner, Johannes Haubold, Hannah Peuster, Melanie Ebenau, Raya Ocker-Serger, Luca Salhöfer, Lale Umutlu, Michael Forsting, Marcel Opitz, Sebastian Zensen

Objectives: Photon-counting CT (PCCT) represents a newer CT technology with reduced electronic noise and potentially better dose efficiency than conventional CT. However, it remains unclear how vertical off-center positioning affects dose and image quality across a spectrum of patient sizes. The aim was to quantify the effects of vertical off-centering on radiation dose and image noise in PCCT using anthropomorphic phantoms representing both adult and pediatric body sizes.

Materials and methods: Three anthropomorphic phantoms (adult male, 10-year-old, and 5-year-old) were scanned on a commercially available PCCT system at multiple vertical offsets using a posteroanterior localizer with the x-ray tube positioned below the phantom. Chest and abdomen protocols were used, with radiation doses, Monte Carlo-simulated organ doses, and image noise recorded at each offset.

Results: Off-centering markedly affected radiation dose, whereas image noise differed primarily between the predefined image quality levels. A strong linear relationship was observed between vertical offset and CTDIvol [median R2 (IQL) = 0.85 (0.78-0.98)]. Downward off-centering (-4 cm) increased radiation dose by up to 16% in adults and 17% in pediatric phantoms for both chest and abdominal scans, with the largest effects in chest scans without tin filtration. Upward off-centering (+4 cm) reduced dose by up to 11% in adults and 8% in pediatric phantoms. Larger phantoms showed steeper regression slopes, indicating stronger dose dependence on positioning. In contrast, no consistent dependence of image noise on vertical off-centering was observed within a given image quality level [median R2 = 0.23 (0.03-0.52)]. Across all offsets, the overall variation reached +72%/-47% in chest PCCT and +66%/-13% in abdominal PCCT.

Conclusions: Vertical off-center positioning substantially affects radiation dose in PCCT, whereas image noise appears largely independent of vertical positioning within a given image quality level. Meticulous isocenter alignment remains crucial for both adult and pediatric imaging to avoid unnecessary radiation and sustain diagnostic image quality.

目的:光子计数CT (PCCT)是一种较新的CT技术,具有较低的电子噪声和比传统CT更好的剂量效率。然而,目前尚不清楚垂直离中心定位如何影响剂量和图像质量,跨越患者大小的光谱。目的是量化垂直偏离中心对PCCT辐射剂量和图像噪声的影响,使用代表成人和儿童体型的拟人模型。材料和方法:三个拟人化的幽灵(成年男性,10岁和5岁)在市售的PCCT系统上进行扫描,在多个垂直偏移上使用后前定位器,x射线管位于幽灵下方。使用胸部和腹部方案,在每个偏移量记录辐射剂量、蒙特卡罗模拟器官剂量和图像噪声。结果:偏离中心显著影响辐射剂量,而图像噪声主要在预定的图像质量水平之间存在差异。垂直偏移量与CTDIvol之间存在很强的线性关系[中位R2 (IQL) = 0.85(0.78-0.98)]。在胸部和腹部扫描中,向下偏离中心(-4厘米)可使成人的辐射剂量增加16%,儿童的辐射剂量增加17%,在没有锡过滤的胸部扫描中影响最大。向上偏离中心(+4厘米)可使成人和儿童幻影的剂量分别减少11%和8%。更大的幻像显示更陡的回归斜率,表明更强的剂量依赖于定位。相反,在给定的图像质量水平内,没有观察到图像噪声对垂直偏离中心的一致依赖[中位数R2 = 0.23(0.03-0.52)]。在所有偏移中,胸部PCCT的总体差异达到+72%/-47%,腹部PCCT的总体差异达到+66%/-13%。结论:垂直离中心定位对PCCT的辐射剂量有很大影响,而在给定的图像质量水平内,图像噪声在很大程度上与垂直定位无关。细致的等中心对齐仍然是至关重要的成人和儿童成像,以避免不必要的辐射和维持诊断图像质量。
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引用次数: 0
Evaluating the Generalizability and Effectiveness of the 10-to-10 rule: Individualized Contrast Media Protocols for Vascular and Parenchymal CT Scans at Variable Tube Voltages-A Multicenter Trial. 评估10比10规则的普遍性和有效性:可变管电压下血管和实质CT扫描的个体化造影剂方案-一项多中心试验。
IF 8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-04 DOI: 10.1097/RLI.0000000000001265
Lion Stammen, R Nils Planken, Madeleine Kok, Michael M Lell, Hatem Alkadhi, Lloyd Brandts, Bibi Martens
<p><strong>Background: </strong>Previous research has highlighted the benefits of reducing contrast media (CM), demonstrating positive impacts on patient safety, environmental sustainability, and health care costs. The 10-to-10 rule, introduced by a single-center study, adjusts CM dose to total body weight and tube voltage. This approach resulted in a reduced overall CM volume, with homogeneous attenuation and consistent diagnostic image quality (IQ) across varying tube voltages.</p><p><strong>Objectives: </strong>This study aimed to evaluate the effectiveness of the 10-to-10 rule in achieving consistent and homogeneous attenuation in vascular and parenchymal CT in a multicenter clinical practice setting across Europe.</p><p><strong>Materials and methods: </strong>A total of 1,037 patients scheduled for CT of the coronary arteries (high-pitch and sequential CCTA), pulmonary arteries (CTPA), aorta (CTA aorta), and abdominal CT in portal venous phase or venous phase scans of the neck were included in this nonrandomized multicenter trial, conducted at 5 centers in the Netherlands, Germany, and Switzerland. Each center followed its standard scan and reconstruction protocol based on the clinical request. CM protocols were based on the 10-to-10 rule: A 10 kV reduction in tube voltage should be accompanied by a 10% decrease in iodine delivery rate for vascular studies or total iodine load in parenchymal studies, and vice versa. Objective image quality (IQ) was assessed by drawing region of interests, measuring attenuation [Hounsfield Unit (HU)], and calculating signal-to-noise ratio (SNR) and contrast-to-noise ratio (CNR). In vascular studies, a reference line was included, representing the threshold for sufficient diagnostic IQ (CCTA-325 HU, CTPA-200 HU, and CTA Aorta-250 HU). 95% CI of the mean attenuation was calculated, and the lower bound of each 95% CI was used as the reference to assess whether attenuation met these thresholds. Generalized mixed models tested for significant differences in objective IQ across varying tube voltages, presented both unadjusted and multivariate adjusted by age and gender.</p><p><strong>Results: </strong>Results demonstrated no significant differences in attenuation for distal high-pitch CCTA, proximal sequential CCTA, distal CTPA, CTA aorta, abdominal portal venous phase scans, and the thyroid gland and sternocleidomastoid muscle in venous phase scans of the neck after adjusting for age and gender. Proximal high-pitch CCTA, distal sequential CCTA, and proximal CTPA yielded significant results ( P =0.030, P <0.001, and P =0.002, respectively). SNR and CNR showed no significant differences for all scan protocols. The majority of 95% CI lower bounds exceeded the predefined threshold for sufficient diagnostic IQ. Exceptions included high-pitch CCTA scans, where only the 90 kV level met the threshold, as well as in sequential CCTA at 120 kV, and CTPA at 110 and 120 kV, for which the lower bounds remained below the thresho
背景:先前的研究强调了减少造影剂(CM)的好处,证明了对患者安全、环境可持续性和医疗保健成本的积极影响。10-to-10规则是由一项单中心研究引入的,根据总体重和管电压调整CM剂量。这种方法减少了CM的总体体积,在不同的管电压下具有均匀的衰减和一致的诊断图像质量(IQ)。目的:本研究旨在评估10比10规则在欧洲多中心临床实践环境中实现血管和实质CT一致和均匀衰减的有效性。材料和方法:在荷兰、德国和瑞士的5个中心进行的这项非随机多中心试验中,共有1037名患者计划进行冠状动脉CT(高阶和序贯CCTA)、肺动脉(CTPA)、主动脉(CTA主动脉)和腹部CT门静脉期或静脉期颈部扫描。每个中心都根据临床要求遵循其标准的扫描和重建方案。CM方案基于10比10规则:在血管研究中,管电压降低10千伏应伴随着碘输送率降低10%,在实质研究中,碘总负荷应降低10%,反之亦然。通过绘制感兴趣区域,测量衰减[Hounsfield Unit (HU)],计算信噪比(SNR)和噪声对比比(CNR)来评估客观图像质量(IQ)。在血管研究中,纳入了一条参考线,代表足够诊断IQ的阈值(CCTA-325 HU, CTPA-200 HU和CTA主动脉-250 HU)。计算平均衰减的95% CI,并以每个95% CI的下界作为参考,评估衰减是否满足这些阈值。广义混合模型测试了不同管电压下客观智商的显著差异,呈现了未调整和多变量调整的年龄和性别。结果:结果显示,调整年龄和性别后,远端高间距CCTA、近端序贯CCTA、远端CTPA、CTA主动脉、腹部门静脉期扫描、甲状腺和胸锁乳突肌在颈部静脉期扫描中的衰减无显著差异。近端高阶CCTA、远端序贯CCTA和近端CTPA产生了显著的结果(P=0.030, P)。结论:本研究在多中心试验环境和大患者群体中证明了10比10规则的普遍性和有效性,在血管和实质CT研究中显示出不同管电压下碘衰减的有限显著偏差。
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引用次数: 0
Experimental Evaluation of a Hybrid Iodine-Gadolinium Contrast Medium in Photon-counting Detector CT. 杂化碘钆造影剂在光子计数检测器CT中的实验评价。
IF 8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-02 DOI: 10.1097/RLI.0000000000001257
Florian Haag, Johann Rink, Jessica Lohrke, Stefan O Schoenberg, Hubertus Pietsch, Matthias F Froelich, Gregor Jost

Background: Photon-counting CT (PCD-CT) provides spectral imaging in every clinical scan through virtual monoenergetic image (VMI) reconstruction. However, because conventional iodine-based contrast medium has a low k-edge, image contrast in the VMIs decreases at high energies. Contrast media with higher k-edges may improve contrast in high-energy VMIs. Therefore, this study investigates BAY3685750, a novel iodine-gadolinium hybrid contrast medium.

Materials and methods: In vitro experiments compared BAY3685750 with conventional iodine-based and gadolinium-based contrast agents in an anthropomorphic abdominal phantom. Relaxivity (r1) of BAY3685750 was measured at 1.41 T in water and human plasma to assess its potential for both MRI and CT applications. Next, 3 Göttingen minipigs underwent multiphasic contrast-enhanced upper abdominal CT on a first-generation PCD-CT. In 2 animals, BAY3685750 was administered for the first scan, followed by a 60-minute washout and a second multiphasic scan with a standard iodine-based contrast medium. In the third animal, the order was reversed. VMIs were reconstructed for all scans, enabling intraindividual comparison of the 2 contrast agents.

Results: In the phantom study, BAY3685750 produced higher attenuation than the iodine-based contrast medium and lower attenuation than the gadolinium-based medium. Relative to the iodine medium, BAY3685750 attenuation increased continuously with energy, reaching ~20% (70 keV), 36% (100 keV), and 78% (140 keV) higher values. In vivo, all measured structures (aorta, inferior vena cava, portal vein, liver) had higher attenuation with BAY3685750 than with iodine at all phases and VMIs. The r1 relaxivity of BAY3685750 in human plasma (1.41 T) was 8.95 L mmol-1s-1 compared with 5.93 L mmol-1s-1 for gadobutrol.

Conclusion: The hybrid iodine-gadolinium contrast medium BAY3685750 provides higher attenuation than conventional iodine-based CT contrast, suggesting improved image quality in high-energy VMIs.

背景:光子计数CT (PCD-CT)通过虚拟单能图像(VMI)重建为每次临床扫描提供光谱成像。然而,由于传统的碘基造影剂具有低k边缘,在高能量下,vmi中的图像对比度降低。高k边造影剂可以提高高能vmi的对比度。因此,本研究研究了一种新型碘钆杂交造影剂BAY3685750。材料与方法:体外实验将BAY3685750与传统的碘基和钆基造影剂在拟人腹部幻影中进行比较。BAY3685750在水和人血浆中的松弛度(r1)为1.41 T,以评估其在MRI和CT应用中的潜力。接下来,3只Göttingen迷你猪在第一代PCD-CT上接受了多相增强上腹部CT。在2只动物中,使用BAY3685750进行第一次扫描,随后进行60分钟的冲洗,然后使用标准碘基造影剂进行第二次多相扫描。在第三只动物身上,顺序颠倒了。重建所有扫描的vmi,以便对2种造影剂进行个体内比较。结果:在幻影研究中,BAY3685750的衰减高于碘基造影剂,低于钆基造影剂。与碘介质相比,BAY3685750的衰减随能量的增加而不断增加,分别提高了约20% (70 keV)、36% (100 keV)和78% (140 keV)。在体内,BAY3685750在各期和VMIs的所有测量结构(主动脉、下腔静脉、门静脉、肝脏)的衰减均高于碘。BAY3685750在人血浆中的r1松弛度(1.41 T)为8.95 L mmol-1s-1,而gadobutrol为5.93 L mmol-1s-1。结论:混合碘钆造影剂BAY3685750比常规碘基CT造影剂具有更高的衰减,可改善高能VMIs的图像质量。
{"title":"Experimental Evaluation of a Hybrid Iodine-Gadolinium Contrast Medium in Photon-counting Detector CT.","authors":"Florian Haag, Johann Rink, Jessica Lohrke, Stefan O Schoenberg, Hubertus Pietsch, Matthias F Froelich, Gregor Jost","doi":"10.1097/RLI.0000000000001257","DOIUrl":"https://doi.org/10.1097/RLI.0000000000001257","url":null,"abstract":"<p><strong>Background: </strong>Photon-counting CT (PCD-CT) provides spectral imaging in every clinical scan through virtual monoenergetic image (VMI) reconstruction. However, because conventional iodine-based contrast medium has a low k-edge, image contrast in the VMIs decreases at high energies. Contrast media with higher k-edges may improve contrast in high-energy VMIs. Therefore, this study investigates BAY3685750, a novel iodine-gadolinium hybrid contrast medium.</p><p><strong>Materials and methods: </strong>In vitro experiments compared BAY3685750 with conventional iodine-based and gadolinium-based contrast agents in an anthropomorphic abdominal phantom. Relaxivity (r1) of BAY3685750 was measured at 1.41 T in water and human plasma to assess its potential for both MRI and CT applications. Next, 3 Göttingen minipigs underwent multiphasic contrast-enhanced upper abdominal CT on a first-generation PCD-CT. In 2 animals, BAY3685750 was administered for the first scan, followed by a 60-minute washout and a second multiphasic scan with a standard iodine-based contrast medium. In the third animal, the order was reversed. VMIs were reconstructed for all scans, enabling intraindividual comparison of the 2 contrast agents.</p><p><strong>Results: </strong>In the phantom study, BAY3685750 produced higher attenuation than the iodine-based contrast medium and lower attenuation than the gadolinium-based medium. Relative to the iodine medium, BAY3685750 attenuation increased continuously with energy, reaching ~20% (70 keV), 36% (100 keV), and 78% (140 keV) higher values. In vivo, all measured structures (aorta, inferior vena cava, portal vein, liver) had higher attenuation with BAY3685750 than with iodine at all phases and VMIs. The r1 relaxivity of BAY3685750 in human plasma (1.41 T) was 8.95 L mmol-1s-1 compared with 5.93 L mmol-1s-1 for gadobutrol.</p><p><strong>Conclusion: </strong>The hybrid iodine-gadolinium contrast medium BAY3685750 provides higher attenuation than conventional iodine-based CT contrast, suggesting improved image quality in high-energy VMIs.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":""},"PeriodicalIF":8.0,"publicationDate":"2026-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146105358","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
MR Neurography in Children and Adolescents: Multiparametric Assessment of Peripheral Nerve Involvement in Long-chain Fatty Acid Oxidation Disorders. 儿童和青少年的MR神经造影术:长链脂肪酸氧化障碍中周围神经受累的多参数评估。
IF 8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-02 DOI: 10.1097/RLI.0000000000001274
Fabian Preisner, Sven F Garbade, Sarah C Grünert, Daniel Schwarz, Johann M E Jende, Felix T Kurz, Volker Sturm, Dorothea Haas, Steffen Syrbe, Julia Neugebauer, Skadi Beblo, Corina Weigel, Sabine Heiland, Martin Bendszus, Stefan Kölker, Ulrike Mütze

Objectives: MR neurography (MRN) is a modern technique for visualizing peripheral nerves and quantifying microstructural pathology, yet its use in pediatric populations remains largely unexplored. This study evaluates the applicability and diagnostic performance of MRN in children and adolescents with genetically confirmed long-chain 3-hydroxyacyl-CoA dehydrogenase deficiency (LCHADD) and mitochondrial trifunctional protein deficiency (MTPD), in which peripheral neuropathy is a known long-term complication.

Materials and methods: In a prospective cross-sectional study, 15 patients (LCHADD n = 6; MTPD n = 9) and 14 age-matched controls underwent high-resolution mid-thigh MRN of the sciatic nerve to assess (1) T2-based lesion burden for tibial (SNTib) and peroneal (SNPer) fascicles, (2) functional nerve integrity of the tibial fascicles using diffusion tensor metrics, including fractional anisotropy (FA) and radial diffusivity (RD), and (3) tibial fascicle-based T2 relaxometry parameters. In addition, clinical and electrophysiological data were obtained. Age-adjusted linear regression, ROC analyses, and linear discriminant analyses (LDA) quantified group effects and classification performance.

Results: Overall, patients showed higher T2 lesion burden compared with controls (SNTib: +2.75%, P = 0.001; SNPer: +1.94%, P = 0.001), reduced tibial fascicle FA (Δ: -0.098, P = 0.001), and increased tibial fascicle RD (Δ: +147.4×10-6 mm2/s, P = 0.011). Subgroup comparisons between LCHADD and MTPD revealed no significant differences. Of the 15 patients, 7 exhibited signs of clinical neuropathy. Neuropathic individuals showed pronounced abnormalities (SNTib: +4.22%, P < 0.001; SNPer: +2.29%, P = 0.002; ΔFA: -0.138, P < 0.001), while even those without clinical neuropathy exhibited elevated SNPer lesion burden (+1.64%; P = 0.018) and reduced tibial fascicle FA (Δ: -0.062, P = 0.03), compared with controls, indicating subclinical involvement. SNTib lesion burden showed excellent discrimination (AUC: 95.2%), and FA performed well (AUC: 81.2%). Multiparametric LDA achieved 93% apparent in-sample accuracy for patients versus controls, 86% for LCHADD versus MTPD, and 90% for classifying neuropathic, non-neuropathic, and control groups.

Conclusions: MRN can be readily applied in children and adolescents and sensitively detects both clinically manifest and subclinical peripheral nerve involvement in long-chain fatty acid oxidation disorders. Extending this capability, exploratory LDA suggests that combining multiple MRN metrics may provide complementary diagnostic and phenotypic information beyond individual parameters.

目的:MR神经造影(MRN)是一种用于观察周围神经和量化显微结构病理的现代技术,但其在儿科人群中的应用仍未得到充分探索。本研究评估了MRN在遗传上证实的长链3-羟基酰基辅酶a脱氢酶缺乏症(LCHADD)和线粒体三功能蛋白缺乏症(MTPD)的儿童和青少年中的适用性和诊断性能,其中周围神经病变是已知的长期并发症。材料和方法:在一项前瞻性横断面研究中,15名患者(LCHADD n = 6; MTPD n = 9)和14名年龄匹配的对照者对坐骨神经进行了高分辨率大腿中部MRN检查,以评估(1)胫骨(SNTib)和腓神经束(SNPer)基于T2的病变负担,(2)利用弥散张量指标,包括分数各向异性(FA)和径向弥散性(RD),以及(3)基于胫骨肌束的T2松弛测量参数评估胫骨肌束的功能神经完整性。此外,还获得了临床和电生理数据。年龄调整线性回归、ROC分析和线性判别分析(LDA)量化了组效应和分类效果。结果:总体而言,与对照组相比,患者表现出更高的T2病变负担(SNTib: +2.75%, P = 0.001; SNPer: +1.94%, P = 0.001),胫束FA减少(Δ: -0.098, P = 0.001),胫束RD增加(Δ: +147.4×10-6 mm2/s, P = 0.011)。LCHADD与MTPD的亚组比较无显著差异。15例患者中,7例表现出临床神经病变体征。神经病变个体表现出明显的异常(SNTib: +4.22%, P < 0.001; SNPer: +2.29%, P = 0.002; ΔFA: -0.138, P < 0.001),而即使没有临床神经病变的患者也表现出与对照组相比SNPer病变负担增加(+1.64%,P = 0.018)和胫束FA减少(Δ: -0.062, P = 0.03),表明亚临床累及。SNTib病变负荷具有良好的鉴别能力(AUC: 95.2%), FA表现良好(AUC: 81.2%)。多参数LDA对患者和对照组的样本内表观准确率为93%,LCHADD和MTPD的样本内表观准确率为86%,对神经性、非神经性和对照组的样本内表观准确率为90%。结论:MRN可以很容易地应用于儿童和青少年,并且可以灵敏地检测长链脂肪酸氧化障碍的临床表现和亚临床周围神经受累。探索性LDA扩展了这一功能,表明结合多个MRN指标可以提供超越个体参数的互补诊断和表型信息。
{"title":"MR Neurography in Children and Adolescents: Multiparametric Assessment of Peripheral Nerve Involvement in Long-chain Fatty Acid Oxidation Disorders.","authors":"Fabian Preisner, Sven F Garbade, Sarah C Grünert, Daniel Schwarz, Johann M E Jende, Felix T Kurz, Volker Sturm, Dorothea Haas, Steffen Syrbe, Julia Neugebauer, Skadi Beblo, Corina Weigel, Sabine Heiland, Martin Bendszus, Stefan Kölker, Ulrike Mütze","doi":"10.1097/RLI.0000000000001274","DOIUrl":"https://doi.org/10.1097/RLI.0000000000001274","url":null,"abstract":"<p><strong>Objectives: </strong>MR neurography (MRN) is a modern technique for visualizing peripheral nerves and quantifying microstructural pathology, yet its use in pediatric populations remains largely unexplored. This study evaluates the applicability and diagnostic performance of MRN in children and adolescents with genetically confirmed long-chain 3-hydroxyacyl-CoA dehydrogenase deficiency (LCHADD) and mitochondrial trifunctional protein deficiency (MTPD), in which peripheral neuropathy is a known long-term complication.</p><p><strong>Materials and methods: </strong>In a prospective cross-sectional study, 15 patients (LCHADD n = 6; MTPD n = 9) and 14 age-matched controls underwent high-resolution mid-thigh MRN of the sciatic nerve to assess (1) T2-based lesion burden for tibial (SNTib) and peroneal (SNPer) fascicles, (2) functional nerve integrity of the tibial fascicles using diffusion tensor metrics, including fractional anisotropy (FA) and radial diffusivity (RD), and (3) tibial fascicle-based T2 relaxometry parameters. In addition, clinical and electrophysiological data were obtained. Age-adjusted linear regression, ROC analyses, and linear discriminant analyses (LDA) quantified group effects and classification performance.</p><p><strong>Results: </strong>Overall, patients showed higher T2 lesion burden compared with controls (SNTib: +2.75%, P = 0.001; SNPer: +1.94%, P = 0.001), reduced tibial fascicle FA (Δ: -0.098, P = 0.001), and increased tibial fascicle RD (Δ: +147.4×10-6 mm2/s, P = 0.011). Subgroup comparisons between LCHADD and MTPD revealed no significant differences. Of the 15 patients, 7 exhibited signs of clinical neuropathy. Neuropathic individuals showed pronounced abnormalities (SNTib: +4.22%, P < 0.001; SNPer: +2.29%, P = 0.002; ΔFA: -0.138, P < 0.001), while even those without clinical neuropathy exhibited elevated SNPer lesion burden (+1.64%; P = 0.018) and reduced tibial fascicle FA (Δ: -0.062, P = 0.03), compared with controls, indicating subclinical involvement. SNTib lesion burden showed excellent discrimination (AUC: 95.2%), and FA performed well (AUC: 81.2%). Multiparametric LDA achieved 93% apparent in-sample accuracy for patients versus controls, 86% for LCHADD versus MTPD, and 90% for classifying neuropathic, non-neuropathic, and control groups.</p><p><strong>Conclusions: </strong>MRN can be readily applied in children and adolescents and sensitively detects both clinically manifest and subclinical peripheral nerve involvement in long-chain fatty acid oxidation disorders. Extending this capability, exploratory LDA suggests that combining multiple MRN metrics may provide complementary diagnostic and phenotypic information beyond individual parameters.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":""},"PeriodicalIF":8.0,"publicationDate":"2026-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146105503","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Leveraging Representation Learning for Bi-parametric Prostate MRI to Disambiguate PI-RADS 3 and Improve Biopsy Decision Strategies. 利用表征学习在双参数前列腺MRI中消除PI-RADS 3歧义并改善活检决策策略。
IF 8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-01 DOI: 10.1097/RLI.0000000000001218
Lavanya Umapathy, Patricia M Johnson, Tarun Dutt, Angela Tong, Sumit Chopra, Daniel K Sodickson, Hersh Chandarana
<p><strong>Objectives: </strong>Despite its high negative predictive value (NPV) for clinically significant prostate cancer (csPCa), MRI suffers from a substantial number of false positives, especially for intermediate-risk cases. In this work, we determine whether a deep learning model trained with PI-RADS-guided representation learning can disambiguate the PI-RADS 3 classification, detect csPCa from bi-parametric prostate MR images, and avoid unnecessary benign biopsies.</p><p><strong>Materials and methods: </strong>This study included 28,263 MR examinations and radiology reports from 21,938 men imaged for known or suspected prostate cancer between 2015 and 2023 at our institution (21 imaging locations with 34 readers), with 6352 subsequent biopsies. We trained a deep learning model, a representation learner (RL), to learn how radiologists interpret conventionally acquired T2-weighted and diffusion-weighted MR images, using exams in which the radiologists are confident in their risk assessments (PI-RADS 1 and 2 for the absence of csPCa vs. PI-RADS 4 and 5 for the presence of csPCa, n=21,465). We then trained biopsy-decision models to detect csPCa (Gleason score ≥7) using these learned image representations, and compared them to the performance of radiologists, and of models trained on other clinical variables (age, prostate volume, PSA, and PSA density) for treatment-naïve test cohorts consisting of only PI-RADS 3 (n=253, csPCa=103) and all PI-RADS (n=531, csPCa=300) cases.</p><p><strong>Results: </strong>On the 2 test cohorts (PI-RADS-3-only, all-PI-RADS), RL-based biopsy-decision models consistently yielded higher AUCs in detecting csPCa (AUC=0.73 [0.66, 0.79], 0.88 [0.85, 0.91]) compared with radiologists (equivocal, AUC=0.79 [0.75, 0.83]) and the clinical model (AUCs=0.69 [0.62, 0.75], 0.78 [0.74, 0.82]). In the PIRADS-3-only cohort, all of whom would be biopsied using our institution's standard of care, the RL decision model avoided 41% (62/150) of benign biopsies compared with the clinical model (26%, P <0.001), and improved biopsy yield by 10% compared with the PI-RADS ≥3 decision strategy (0.50 vs. 0.40). Furthermore, on the all-PI-RADS cohort, RL decision model avoided 27% of additional benign biopsies (138/231) compared to radiologists (33%, P <0.001) with comparable sensitivity (93% vs. 92%), higher NPV (0.87 vs. 0.77), and biopsy yield (0.75 vs. 0.64). The combination of clinical and RL decision models further avoided benign biopsies (46% in PI-RADS-3-only and 62% in all-PI-RADS) while improving NPV (0.82, 0.88) and biopsy yields (0.52, 0.76) across the 2 test cohorts.</p><p><strong>Conclusions: </strong>Our PI-RADS-guided deep learning RL model learns summary representations from bi-parametric prostate MR images that can provide additional information to disambiguate intermediate-risk PI-RADS 3 assessments. The resulting RL-based biopsy decision models also outperformed radiologists in avoiding benign biopsies while maintaining com
目的:尽管MRI对临床意义重大的前列腺癌(csPCa)具有很高的阴性预测值(NPV),但其存在大量假阳性,尤其是对中危险病例。在这项工作中,我们确定了用PI-RADS引导的表示学习训练的深度学习模型是否可以消除PI-RADS 3分类的歧义,从双参数前列腺MR图像中检测csPCa,并避免不必要的良性活检。材料和方法:本研究纳入了2015年至2023年期间在我院接受已知或疑似前列腺癌成像的21938名男性的28,263份MR检查和放射学报告(21个成像位置,34名读者),随后进行6352次活检。我们训练了一个深度学习模型,即表征学习者(RL),以学习放射科医生如何解释常规获得的t2加权和弥散加权MR图像,使用放射科医生对其风险评估有信心的考试(PI-RADS 1和2表示没有csPCa, PI-RADS 4和5表示存在csPCa, n=21,465)。然后,我们训练活检决策模型使用这些学习图像表示来检测csPCa (Gleason评分≥7),并将其与放射科医生的表现进行比较,以及对其他临床变量(年龄,前列腺体积,PSA和PSA密度)进行训练的模型的表现进行比较treatment-naïve测试队列仅由PI-RADS 3 (n=253, csPCa=103)和所有PI-RADS (n=531, csPCa=300)病例组成。结果:在2个测试队列(仅pi - rads -3和全pi - rads)中,基于rl的活检决策模型在检测csPCa方面的AUC (AUC=0.73[0.66, 0.79], 0.88[0.85, 0.91])均高于放射科医生(AUC= 0.79[0.75, 0.83])和临床模型(AUC= 0.69[0.62, 0.75], 0.78[0.74, 0.82])。在只有pirads -3的队列中,所有人都将使用我们机构的护理标准进行活检,与临床模型(26%)相比,RL决策模型避免了41%(62/150)的良性活检。结论:我们的PI-RADS引导的深度学习RL模型从双参数前列腺MR图像中学习总结表示,可以提供额外的信息来消除中等风险PI-RADS 3评估的歧义。由此产生的基于rl的活检决策模型在避免良性活检方面也优于放射科医生,同时在全pi - rads队列中保持对csPCa的相当敏感性。这样的人工智能模型可以很容易地整合到临床实践中,以补充放射科医生的总体解读,并提高任何模棱两可决定的活检率。
{"title":"Leveraging Representation Learning for Bi-parametric Prostate MRI to Disambiguate PI-RADS 3 and Improve Biopsy Decision Strategies.","authors":"Lavanya Umapathy, Patricia M Johnson, Tarun Dutt, Angela Tong, Sumit Chopra, Daniel K Sodickson, Hersh Chandarana","doi":"10.1097/RLI.0000000000001218","DOIUrl":"10.1097/RLI.0000000000001218","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Objectives: &lt;/strong&gt;Despite its high negative predictive value (NPV) for clinically significant prostate cancer (csPCa), MRI suffers from a substantial number of false positives, especially for intermediate-risk cases. In this work, we determine whether a deep learning model trained with PI-RADS-guided representation learning can disambiguate the PI-RADS 3 classification, detect csPCa from bi-parametric prostate MR images, and avoid unnecessary benign biopsies.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Materials and methods: &lt;/strong&gt;This study included 28,263 MR examinations and radiology reports from 21,938 men imaged for known or suspected prostate cancer between 2015 and 2023 at our institution (21 imaging locations with 34 readers), with 6352 subsequent biopsies. We trained a deep learning model, a representation learner (RL), to learn how radiologists interpret conventionally acquired T2-weighted and diffusion-weighted MR images, using exams in which the radiologists are confident in their risk assessments (PI-RADS 1 and 2 for the absence of csPCa vs. PI-RADS 4 and 5 for the presence of csPCa, n=21,465). We then trained biopsy-decision models to detect csPCa (Gleason score ≥7) using these learned image representations, and compared them to the performance of radiologists, and of models trained on other clinical variables (age, prostate volume, PSA, and PSA density) for treatment-naïve test cohorts consisting of only PI-RADS 3 (n=253, csPCa=103) and all PI-RADS (n=531, csPCa=300) cases.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;On the 2 test cohorts (PI-RADS-3-only, all-PI-RADS), RL-based biopsy-decision models consistently yielded higher AUCs in detecting csPCa (AUC=0.73 [0.66, 0.79], 0.88 [0.85, 0.91]) compared with radiologists (equivocal, AUC=0.79 [0.75, 0.83]) and the clinical model (AUCs=0.69 [0.62, 0.75], 0.78 [0.74, 0.82]). In the PIRADS-3-only cohort, all of whom would be biopsied using our institution's standard of care, the RL decision model avoided 41% (62/150) of benign biopsies compared with the clinical model (26%, P &lt;0.001), and improved biopsy yield by 10% compared with the PI-RADS ≥3 decision strategy (0.50 vs. 0.40). Furthermore, on the all-PI-RADS cohort, RL decision model avoided 27% of additional benign biopsies (138/231) compared to radiologists (33%, P &lt;0.001) with comparable sensitivity (93% vs. 92%), higher NPV (0.87 vs. 0.77), and biopsy yield (0.75 vs. 0.64). The combination of clinical and RL decision models further avoided benign biopsies (46% in PI-RADS-3-only and 62% in all-PI-RADS) while improving NPV (0.82, 0.88) and biopsy yields (0.52, 0.76) across the 2 test cohorts.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;Our PI-RADS-guided deep learning RL model learns summary representations from bi-parametric prostate MR images that can provide additional information to disambiguate intermediate-risk PI-RADS 3 assessments. The resulting RL-based biopsy decision models also outperformed radiologists in avoiding benign biopsies while maintaining com","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":"127-135"},"PeriodicalIF":8.0,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12336996/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144527976","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of Monoenergetic Reconstructions and Ultra-High-Resolution on the Detection of Small Endoleaks With Photon-Counting Detector CT. 单能重建和超高分辨率对光子计数检测器CT检测小内漏的影响。
IF 8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-21 DOI: 10.1097/RLI.0000000000001266
Zsolt Szucs-Farkas, Ludovic G Perrin, Badis M'Hamdi, Hasan Zaytoun, Andreas Christe, Adrian T Huber

Background and objectives: Following endovascular repair of an aortic aneurysm, patients need regular surveillance using CT to exclude endoleaks. The optimal technical parameters for photon-counting detector CT (PCD-CT) have not yet been established in this clinical context. This study examines the impact of the ultra-high resolution (UHR) mode and monoenergetic reconstructions at various keV on the detection of small endoleaks in experimental settings.

Materials and methods: An aneurysm phantom model mimicking medium- and large-sized patients was scanned using PCD-CT. Monoenergetic images (MEIs) were reconstructed with standard resolution at 40, 45, 50, 55, and 60 keV and with UHR at 45, 50, and 55 keV. Three independent blinded radiologists assessed 80 CT series containing 2880 simulated endoleaks with diameters of 2, 4, and 6 mm. The observers' ratings were analyzed and compared with the jackknife alternative free-response operational characteristics (JAFROC1) method by calculating a figure-of-merit for the performance ( A1 ). The Spearman R was calculated for the correlation between A1 and objective image quality.

Results: The best readers' performance was achieved with the 50 keV UHR, 55 keV standard, 55 keV UHR, and 60 keV standard series ( A1 =0.66 to 0.72) in the medium and with the 55 keV standard, 55 keV UHR, and 60 keV standard reconstructions ( A1 = 0.40 to 0.49) in the large phantom. UHR provided higher A1 than the standard reconstruction at 50 keV for 4 to 6 mm endoleaks ( A1 , 0.82 vs. 0.72; P =0.015 in medium and 0.42 vs. 0.30; P =0.028 in large phantom) and for 6 mm endoleaks ( A1 , 0.93 vs. 0.83; P =0.002 in medium and 0.53 vs. 0.36; P =0.013 in large phantom). In both phantoms, readers' performance correlated negatively with image noise (Spearman R =-0.83; P =0.01 in the medium and Spearman R =-0.98; P <0.001 in the large phantom) and showed no correlation with the contrast-to-noise ratio of endoleaks ( P =0.91 and 0.73).

Conclusions: The 55 keV standard or UHR and 60 keV standard reconstructions yielded the best performance for detecting small endoleaks with PCD-CT. The UHR mode improved performance at 50 keV for 4 to 6 mm and 6 mm endoleaks.

背景和目的:在动脉瘤腔内修复术后,患者需要定期使用CT监测以排除腔内渗漏。在这种临床背景下,光子计数检测器CT (PCD-CT)的最佳技术参数尚未建立。本研究探讨了在实验环境中,超高分辨率(UHR)模式和不同键值下的单能重建对小内漏检测的影响。材料与方法:采用PCD-CT扫描模拟中、大型患者的动脉瘤幻像模型。在标准分辨率为40、45、50、55和60 keV, UHR为45、50和55 keV的条件下重建单能图像(MEIs)。三位独立的盲法放射科医生评估了80个CT系列,其中包含2880个模拟的直径为2、4和6毫米的内漏。通过计算性能的优值(A1),分析了观察员的评级,并将其与叠刀替代自由响应操作特性(JAFROC1)方法进行了比较。计算了A1与物象质量之间的相关系数Spearman R。结果:50 keV UHR、55 keV标准、55 keV UHR和60 keV标准系列(A1=0.66 ~ 0.72)在中影区和55 keV标准、55 keV UHR和60 keV标准重建(A1= 0.40 ~ 0.49)在大影区读者表现最佳。在50 keV下,UHR对4 ~ 6 mm内漏的A1比标准重建的A1高(A1, 0.82 vs. 0.72; P=0.015,中影0.42 vs. 0.30; P=0.028,大影大),对6 mm内漏的A1比0.93 vs. 0.83; P=0.002,中影0.53 vs. 0.36; P=0.013)。结论:55 keV标准或UHR重建和60 keV标准重建在PCD-CT检测小内窥镜时表现最佳。UHR模式在50kev下改善了4至6毫米和6毫米泄漏的性能。
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Investigative Radiology
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