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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 -1 s -1 compared with 5.93 L mmol -1 s -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。
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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
Dixon-Based Water T1 Mapping for Fat-Corrected Assessment of Hepatic Fibrosis in Chronic Liver Disease. Dixon-Based Water T1制图用于慢性肝病肝纤维化的脂肪校正评估。
IF 8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-01 DOI: 10.1097/RLI.0000000000001212
Narine Mesropyan, Elizabeth Huaroc Moquillaza, Johannes Chang, Philipp Lutz, Christoph Katemann, Kilian Weiss, Oliver M Weber, Johannes M Peeters, Tatjana Dell, Daniel Kuetting, Claus C Pieper, Can Yueksel, Mariya Doneva, Dimitrios C Karampinos, Julian A Luetkens, Alexander Isaak

Objectives: The diagnostic value of conventional T1 mapping for noninvasive assessment of liver fibrosis is limited in the presence of hepatic steatosis. To evaluate the diagnostic value of water T1 (wT1) with continuous inversion-recovery Look-Locker (CIR-LL) method, integrating spiral readout, Dixon, and dictionary-based processing, for the fat-corrected assessment of hepatic fibrosis in patients with chronic liver disease (CLD).

Materials and methods: In this prospective study, consecutive participants with CLD underwent liver magnetic resonance imaging (MRI), which included assessment of MR-elastography (MRE)-derived liver stiffness, proton density fat fraction (PDFF), T1 relaxation times using modified Look-Locker inversion recovery (T1-MOLLI) and extracellular volume fraction (ECV), and wT1 relaxation times. MRE served as the reference standard to evaluate the diagnostic performance of MRI-based mapping parameters. Significant fibrosis (≥F2) was defined as MRE-derived liver stiffness >3.66 kPa in patients with PDFF≤5%, or >3.14 kPa in patients with PDFF>5%. Statistical analysis included Student t test, receiver operating characteristic (ROC) analysis, and Spearman correlation coefficient.

Results: A total of 81 CLD patients (mean age, 50±14 y; 32 female; 40 patients with PDFF>5%) were included. All measured mapping values were significantly higher in patients with significant fibrosis compared with those without (eg, wT1: 628±82 vs. 546±41 ms, P <0.001). wT1 showed a strong correlation with MRE-derived liver stiffness, outperforming T1-MOLLI and ECV mapping [whole cohort: r =0.67 (wT1) vs. 0.53 (T1-MOLLI) vs. 0.48 (ECV); cohort with PDFF>5%: r =0.69 (wT1) vs. 0.44 (T1) vs. 0.49 (ECV); P <0.05 in each case, respectively]. wT1 had a superior diagnostic performance for the detection of significant fibrosis [whole cohort, area under the curve (AUC): 0.82 (wT1); 0.77 (T1-MOLLI); 0.73 (ECV), P <0.001 in each case; cohort with PDFF>5%, AUC: 0.84, P =0.002 (wT1), 0.70, P =0.04 (T1-MOLLI), 0.70, P =0.04 (ECV)].

Conclusion: Compared with T1-MOLLI and ECV mapping, the proposed fat-corrected CIR-LL wT1 method proved to be a more robust marker of hepatic fibrosis in CLD, also in the presence of hepatic steatosis.

目的:在肝脂肪变性的情况下,常规T1测图对肝纤维化无创评估的诊断价值有限。采用连续反转恢复Look-Locker (cirr - ll)方法,综合螺旋读数、Dixon和基于字典的处理,评估水T1 (wT1)在慢性肝病(CLD)患者肝纤维化脂肪校正评估中的诊断价值。材料和方法:在这项前瞻性研究中,连续的CLD参与者接受了肝脏磁共振成像(MRI),包括评估磁共振弹性成像(MRE)衍生的肝脏刚度、质子密度脂肪分数(PDFF)、T1弛豫时间(使用改进的Look-Locker反转恢复(T1- molli)和细胞外体积分数(ECV),以及wT1弛豫时间。以MRE为参考标准评价基于mri的作图参数的诊断性能。显著纤维化(≥F2)定义为:在PDFF≤5%的患者中,mre来源的肝硬度>3.66 kPa,或在PDFF>5%的患者中,>3.14 kPa。统计分析包括学生t检验、受试者工作特征(ROC)分析、Spearman相关系数分析。结果:共81例CLD患者(平均年龄50±14岁;32岁的女性;纳入40例PDFF患者(5%)。与无纤维化患者相比,有明显纤维化患者的所有测量映射值均显著升高(例如,wT1: 628±82 vs 546±41 ms, P5%: r=0.69 (wT1) vs. 0.44 (T1) vs. 0.49 (ECV);P5%, AUC: 0.84, P = 0.002 (wT1), 0.70, P = 0.04 (T1-MOLLI), 0.70, P = 0.04 (ECV)]。结论:与T1-MOLLI和ECV作图相比,本文提出的脂肪校正cirr - ll wT1方法被证明是CLD中肝纤维化的更强大的标志物,也存在肝脂肪变性。
{"title":"Dixon-Based Water T1 Mapping for Fat-Corrected Assessment of Hepatic Fibrosis in Chronic Liver Disease.","authors":"Narine Mesropyan, Elizabeth Huaroc Moquillaza, Johannes Chang, Philipp Lutz, Christoph Katemann, Kilian Weiss, Oliver M Weber, Johannes M Peeters, Tatjana Dell, Daniel Kuetting, Claus C Pieper, Can Yueksel, Mariya Doneva, Dimitrios C Karampinos, Julian A Luetkens, Alexander Isaak","doi":"10.1097/RLI.0000000000001212","DOIUrl":"10.1097/RLI.0000000000001212","url":null,"abstract":"<p><strong>Objectives: </strong>The diagnostic value of conventional T1 mapping for noninvasive assessment of liver fibrosis is limited in the presence of hepatic steatosis. To evaluate the diagnostic value of water T1 (wT1) with continuous inversion-recovery Look-Locker (CIR-LL) method, integrating spiral readout, Dixon, and dictionary-based processing, for the fat-corrected assessment of hepatic fibrosis in patients with chronic liver disease (CLD).</p><p><strong>Materials and methods: </strong>In this prospective study, consecutive participants with CLD underwent liver magnetic resonance imaging (MRI), which included assessment of MR-elastography (MRE)-derived liver stiffness, proton density fat fraction (PDFF), T1 relaxation times using modified Look-Locker inversion recovery (T1-MOLLI) and extracellular volume fraction (ECV), and wT1 relaxation times. MRE served as the reference standard to evaluate the diagnostic performance of MRI-based mapping parameters. Significant fibrosis (≥F2) was defined as MRE-derived liver stiffness >3.66 kPa in patients with PDFF≤5%, or >3.14 kPa in patients with PDFF>5%. Statistical analysis included Student t test, receiver operating characteristic (ROC) analysis, and Spearman correlation coefficient.</p><p><strong>Results: </strong>A total of 81 CLD patients (mean age, 50±14 y; 32 female; 40 patients with PDFF>5%) were included. All measured mapping values were significantly higher in patients with significant fibrosis compared with those without (eg, wT1: 628±82 vs. 546±41 ms, P <0.001). wT1 showed a strong correlation with MRE-derived liver stiffness, outperforming T1-MOLLI and ECV mapping [whole cohort: r =0.67 (wT1) vs. 0.53 (T1-MOLLI) vs. 0.48 (ECV); cohort with PDFF>5%: r =0.69 (wT1) vs. 0.44 (T1) vs. 0.49 (ECV); P <0.05 in each case, respectively]. wT1 had a superior diagnostic performance for the detection of significant fibrosis [whole cohort, area under the curve (AUC): 0.82 (wT1); 0.77 (T1-MOLLI); 0.73 (ECV), P <0.001 in each case; cohort with PDFF>5%, AUC: 0.84, P =0.002 (wT1), 0.70, P =0.04 (T1-MOLLI), 0.70, P =0.04 (ECV)].</p><p><strong>Conclusion: </strong>Compared with T1-MOLLI and ECV mapping, the proposed fat-corrected CIR-LL wT1 method proved to be a more robust marker of hepatic fibrosis in CLD, also in the presence of hepatic steatosis.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":"84-91"},"PeriodicalIF":8.0,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144234020","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
Validation of a Pretrained Artificial Intelligence Model for Pancreatic Cancer Detection on Diagnosis and Prediagnosis Computed Tomography Scans. 胰腺癌诊断和预诊断计算机断层扫描预训练人工智能模型的验证。
IF 8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-01 DOI: 10.1097/RLI.0000000000001209
Laura Degand, Clément Abi-Nader, Alexandre Bône, Rebeca Vetil, Davide Placido, Piotr Chmura, Marc-Michel Rohé, Federico De Masi, Søren Brunak

Purpose: To evaluate PANCANAI, a previously developed AI model for pancreatic cancer (PC) detection, on a longitudinal cohort of patients. In particular, aiming for PC detection on scans acquired before histopathologic diagnosis was assessed.

Materials and methods: The model has been previously trained to predict PC suspicion on 2134 portal venous CTs. In this study, the algorithm was evaluated on a retrospective cohort of Danish patients with biopsy-confirmed PC and with CT scans acquired between 2006 and 2016. The sensitivity was measured, and bootstrapping was performed to provide median and 95% CI.

Results: The study included 1083 PC patients (mean age: 69 y ± 11, 575 men). CT scans were divided into 2 groups: (1) concurrent diagnosis (CD): 1022 CT scans acquired within 2 months around histopathologic diagnosis, and (2) prediagnosis (PD): 198 CT scans acquired before histopathologic diagnosis (median 7 months before diagnosis). The sensitivity was 91.8% (938 of 1022; 95% CI: 89.9-93.5) and 68.7% (137 of 198; 95% CI: 62.1-75.3) on the CD and PD groups, respectively. Sensitivity on CT scans acquired 1 year or more before diagnosis was 53.9% (36 of 67; 95% CI: 41.8-65.7). Sensitivity on CT scans acquired at stage I was 82.9% (29 of 35; 95% CI: 68.6-94.3).

Conclusion: PANCANAI showed high sensitivity for automatic PC detection on a large retrospective cohort of biopsy-confirmed patients. PC suspicion was detected in more than half of the CT scans that were acquired at least a year before histopathologic diagnosis.

目的:评估PANCANAI,一种先前开发的用于胰腺癌(PC)检测的AI模型,用于患者的纵向队列。特别是,在组织病理诊断前获得的扫描中进行PC检测的目标被评估。材料和方法:该模型先前已被训练用于预测2134例门静脉ct的PC怀疑。在这项研究中,该算法在2006年至2016年期间对丹麦活检证实的PC患者和CT扫描患者进行了回顾性队列评估。测量灵敏度,并进行bootstrapping以提供中位数和95% CI。结果:研究纳入1083例PC患者(平均年龄:69岁±11,575名男性)。CT扫描分为两组:(1)同期诊断组(CD): 1022张于组织病理诊断前后2个月内获得的CT扫描;(2)预诊断组(PD): 198张于组织病理诊断前(中位于诊断前7个月)获得的CT扫描。灵敏度为91.8% (938 / 1022;95% CI: 89.9-93.5)和68.7% (137 / 198;95% CI: 62.1-75.3)。对诊断前1年及以上CT扫描的敏感性为53.9% (36 / 67;95% ci: 41.8-65.7)。I期CT扫描敏感性为82.9% (29 / 35;95% ci: 68.6-94.3)。结论:PANCANAI对大量回顾性活检确诊患者的PC自动检测具有很高的灵敏度。在组织病理诊断前至少一年获得的CT扫描中,有超过一半的人发现了PC怀疑。
{"title":"Validation of a Pretrained Artificial Intelligence Model for Pancreatic Cancer Detection on Diagnosis and Prediagnosis Computed Tomography Scans.","authors":"Laura Degand, Clément Abi-Nader, Alexandre Bône, Rebeca Vetil, Davide Placido, Piotr Chmura, Marc-Michel Rohé, Federico De Masi, Søren Brunak","doi":"10.1097/RLI.0000000000001209","DOIUrl":"10.1097/RLI.0000000000001209","url":null,"abstract":"<p><strong>Purpose: </strong>To evaluate PANCANAI, a previously developed AI model for pancreatic cancer (PC) detection, on a longitudinal cohort of patients. In particular, aiming for PC detection on scans acquired before histopathologic diagnosis was assessed.</p><p><strong>Materials and methods: </strong>The model has been previously trained to predict PC suspicion on 2134 portal venous CTs. In this study, the algorithm was evaluated on a retrospective cohort of Danish patients with biopsy-confirmed PC and with CT scans acquired between 2006 and 2016. The sensitivity was measured, and bootstrapping was performed to provide median and 95% CI.</p><p><strong>Results: </strong>The study included 1083 PC patients (mean age: 69 y ± 11, 575 men). CT scans were divided into 2 groups: (1) concurrent diagnosis (CD): 1022 CT scans acquired within 2 months around histopathologic diagnosis, and (2) prediagnosis (PD): 198 CT scans acquired before histopathologic diagnosis (median 7 months before diagnosis). The sensitivity was 91.8% (938 of 1022; 95% CI: 89.9-93.5) and 68.7% (137 of 198; 95% CI: 62.1-75.3) on the CD and PD groups, respectively. Sensitivity on CT scans acquired 1 year or more before diagnosis was 53.9% (36 of 67; 95% CI: 41.8-65.7). Sensitivity on CT scans acquired at stage I was 82.9% (29 of 35; 95% CI: 68.6-94.3).</p><p><strong>Conclusion: </strong>PANCANAI showed high sensitivity for automatic PC detection on a large retrospective cohort of biopsy-confirmed patients. PC suspicion was detected in more than half of the CT scans that were acquired at least a year before histopathologic diagnosis.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":"75-83"},"PeriodicalIF":8.0,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12736417/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144475251","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
Assignment of the Biological Identity of Breast Masses in Contrast-enhanced Spectral Computed Tomography Examinations of Chest Carried Out in Clinical Routine Diagnostics. 在临床常规诊断中进行的胸部增强光谱计算机断层扫描检查中乳腺肿块生物学特征的分配。
IF 8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-01 DOI: 10.1097/RLI.0000000000001215
Kathrin Barbara Krug, Darius G Schafigh, Andra-Iza Iuga, Mathilda Weisthoff, Jean-Philip Weber, Wolfram Malter, David Maintz, Pascal A T Baltzer, Mathew G Wallis, Martin Hellmich, Konstantin Klein
<p><strong>Background: </strong>Focal breast lesions are observed in up to 5.8% of CT examinations performed in female patients for a wide variety of indications not affecting the breast. To simplify and standardize the further procedure in the case of breast masses visualized by computed tomography (CT), an easy and robust diagnostic approach in assigning surely benign findings, uncertain findings and probably malignant findings is warranted.</p><p><strong>Objective: </strong>We aimed (1) to determine the diagnostic gain of quantitative measurements of the iodine content in breast masses visualized in contrast-enhanced dual energy (DE) CT examinations additional to the assessment of qualitative image features; and (2) to generate an interactive hierarchical decision tree allowing to assess the individual probability of benign or malignant findings.</p><p><strong>Materials and methods: </strong>All contrast-enhanced DECT examinations performed in adult females from January 2018 to December 2020 were retrospectively screened for solid breast masses. Subsequently, the DECT images with confirmed breast masses were evaluated independently by 3 radiologists experienced in breast imaging using a structured questionnaire. First, the image characteristics of the ACR-BIRADS atlas on MRI were queried, and an assessment of the probability of benignancy or malignancy was requested. Second, the iodine content in the breast masses was interactively measured, and the readers were asked to provide a further assessment of the biological identity. Third, a decision tree was developed using a nonparametric supervised (machine) learning algorithm.</p><p><strong>Results: </strong>During the survey period, 5.591 contrast-enhanced DECT examinations of the chest were carried out in adult female patients. Six hundred eighty-seven DECTs (12.3%) displayed breast masses. The study group comprised 415 female patients (7.4%) with a benign or malignant breast mass confirmed by histology (155, 37.4%), a constant CT-course of ≥2 years without interfering therapy (202, 48.8%) and/or noninvasive breast imaging (57, 13.8%). Neither in the first step nor in the second step of the evaluations a cancer confirmed in the reference standard was classified as certainly benign. Subgroup analyses showed that the combined qualitative and quantitative approach was diagnostically superior compared with the sole descriptor-based assessments in 757 assessments of DECT evaluations with ACR 1+2 breast densities (AUC = 0.961 vs 0.924, lower bound 0.940 vs 0.893, upper bounds 0.982 vs 0.956, P = 0.001) and for the 541 assessments of DECT examinations visualizing masses in denser ACR 3+4 parenchyma (AUC = 0.972 vs 0.948, lower bound 0.953 vs 0.923, upper bound 0.991 vs 0.974, P = 0.043). Including iodine content into the descriptive image evaluations proved to be superior to the solely descriptor-based assessments in 456 assessments of lesions with >5 to 10 mm diameter and in 370 assessments of lesio
背景:在各种不影响乳房的适应症中,女性患者的CT检查中发现局灶性乳腺病变的比例高达5.8%。为了简化和规范计算机断层扫描(CT)乳腺肿块的进一步诊断程序,一种简单而可靠的诊断方法可以确定是良性的,不确定的和可能是恶性的。目的:我们的目的是(1)确定对比增强双能(DE) CT检查显示的乳腺肿块中碘含量的定量测量的诊断价值,以及定性图像特征的评估;(2)生成交互式分层决策树,以评估良性或恶性结果的个体概率。材料和方法:回顾性筛查2018年1月至2020年12月期间所有成年女性行对比增强DECT检查的实性乳房肿块。随后,3名具有乳腺影像学经验的放射科医生使用结构化问卷对确诊乳腺肿块的DECT图像进行独立评估。首先,查询ACR-BIRADS图谱在MRI上的图像特征,并对其良恶性概率进行评估。其次,交互式测量乳房肿块中的碘含量,并要求读者提供进一步的生物身份评估。第三,利用非参数监督(机器)学习算法构建决策树。结果:调查期间,对成年女性患者进行胸部增强DECT检查5591次。687例dect(12.3%)显示乳腺肿块。研究组包括415例(7.4%)女性患者,经组织学证实为乳腺良性或恶性肿块(155例,37.4%),连续ct治疗≥2年,无干扰治疗(202例,48.8%)和/或无创乳腺成像(57例,13.8%)。在评估的第一步和第二步中,在参考标准中确认的癌症都没有被归类为肯定是良性的。子群分析表明,结合定性和定量的方法诊断优越而DECT的唯一descriptor-based评估757年评估评估与ACR 1 + 2乳房密度(AUC = 0.961 vs 0.924,下界0.940 vs 0.893,上界0.982 vs 0.956, P = 0.001)和541年的评估DECT考试可视化质量密度ACR 3 + 4薄壁组织(AUC = 0.972 vs 0.948,下界0.953 vs 0.923,最大值0.991 vs 0.974,P = 0.043)。在456例直径为5 ~ 10 mm的病变评估和370例直径为10 ~ 20 mm的病变评估中,将碘含量纳入描述性图像评估证明优于仅基于描述符的评估(P分别= 0.002、0.002和0.018)。肿块轮廓被证明是步骤3中建立的良性和恶性病变鉴别交互分类树的第一层次决策层。在第二级层次中,自动生成的碘含量分类允许生成3个类似于BIRADS分类的诊断预测因子,深度为2个分支。结论:DECT检测的乳腺肿块碘含量信息增加了对病变生物学意义评估的诊断确定性。本文提出的非参数决策树有助于将语义和定量图像数据交互结合,用于乳腺肿块的临床常规诊断。
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引用次数: 0
Free-Breathing Hybrid Technique for Simultaneous Morphological and Quantitative Abdominal Imaging at 0.55 T. 自由呼吸混合技术在0.55 T的同时形态和定量腹部成像。
IF 8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-01 DOI: 10.1097/RLI.0000000000001214
Mahesh B Keerthivasan, Mary Bruno, Eddy Solomon, Ryan Brown, Douglas Brantner, Kai Tobias Block, Hersh Chandarana

Objectives: Quantitative proton density fat fraction (PDFF) and R2* estimation at lower field strengths, such as 0.55 T, is challenging due to lower signal-to-noise ratio, reduced fat water chemical shift, and increased T2* relaxation times. In this study, we propose a 3D hybrid technique for abdominal imaging at 0.55 T that enables the simultaneous acquisition of T2-weighted and T1-weighted images and quantification of fat fraction and R2* parameters.

Materials and methods: Numerical simulations were performed to optimize a prototype radial hybrid turbo spin echo gradient echo (TSE-GRE) acquisition scheme for improved PDFF and R2* estimation accuracy. Phantom imaging experiments with and without motion were performed to evaluate the sensitivity of the estimation to external motion. Eleven volunteers were imaged on a prototype 0.55 T system. Data were acquired using the proposed technique under free-breathing conditions, and motion-compensated reconstruction was performed using the respiratory signal from a pilot-tone device. Image contrast and estimation performance were compared with conventional acquisition schemes in vitro and in vivo.

Results: Numerical simulations indicated R2* estimation accuracy was more sensitive to the choice of echo time compared with PDFF. Performing motion compensation reduced the mean error in R2* from 24 to 5 s -1 while the mean error in PDFF only reduced from 2.7% to 1.6%. The proposed technique generated T2-weighted images with comparable relative liver-spleen contrast as conventional imaging and there were no significant differences ( P >0.05) in the PDFF and R2* values estimated from the hybrid technique compared with conventional multi-echo GRE. Further, the free-breathing acquisition allowed improved slice coverage while overcoming breath-hold limitations of conventional acquisition schemes.

Conclusions: The use of a hybrid TSE-GRE acquisition technique can allow simultaneous morphological and quantitative PDFF and R2* estimation at 0.55 T under free-breathing conditions.

目的:在较低场强(如0.55 T)下,定量质子密度脂肪分数(PDFF)和R2*估计具有挑战性,因为信噪比较低,脂肪水化学位移减少,T2*弛豫时间增加。在这项研究中,我们提出了一种用于0.55 T腹部成像的3D混合技术,可以同时获取t2加权和t1加权图像,并量化脂肪分数和R2*参数。材料和方法:通过数值模拟优化了一种原型radial混合涡轮自旋回波梯度回波(TSE-GRE)采集方案,以提高PDFF和R2*估计精度。通过有运动和无运动的幻影成像实验来评估估计对外部运动的敏感性。11名志愿者在0.55 T的原型系统上进行了成像。在自由呼吸条件下使用所提出的技术获取数据,并使用来自导音装置的呼吸信号进行运动补偿重建。在体外和体内比较了常规采集方案的图像对比度和估计性能。结果:数值模拟表明,与PDFF相比,R2*估计精度对回波时间的选择更为敏感。运动补偿将R2*中的平均误差从24 s-1降低到5 s-1,而PDFF中的平均误差仅从2.7%降低到1.6%。该技术生成的t2加权图像与常规成像具有相当的肝脾相对对比度,混合技术估计的PDFF和R2*值与常规多回声GRE相比无显著差异(P>0.05)。此外,自由呼吸采集可以改善切片覆盖范围,同时克服传统采集方案的屏气限制。结论:使用TSE-GRE混合采集技术可以在自由呼吸条件下在0.55 T下同时进行形态学和定量PDFF和R2*估计。
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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
Abnormal Pancreaticobiliary Junction in Children: Frequency on Magnetic Resonance Cholangiopancreatography and Associated Pancreaticobiliary Diseases. 儿童胰胆管连接异常:磁共振胰胆管造影频率与相关胰胆管疾病。
IF 8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-01 DOI: 10.1097/RLI.0000000000001217
Khuld A Saeedi, Govind B Chavhan, Tanja Gonska, Vicky L Ng, Blayne A Sayed, Caroline Rutten

Background and aims: There is scarcity of data on the prevalence of abnormal pancreaticobiliary junction (APBJ) in children. This study aimed to determine the frequency and clinical significance of APBJ including pancreas divisum (PD) and common channel (CC) using magnetic resonance cholangiopancreatography (MRCP).

Materials and methods: Single-center, retrospective study of MRCPs in children aged 0 to 18 years from 2012 to 2022. Two independent readers assessed PBJ visibility, abnormalities (PD, CC, other), and CC length. Findings were correlated with presenting diagnoses of choledochal cyst, biliary lithiasis, and pancreatitis.

Results: A total of 631 MRCPs were included (46.8% females; mean age: 12 ± 5 y). The PBJ was visible in 85.7% of cases. APBJ was observed in 114/631 (18.1%) children, with PD in 47 (7.4%) cases and CC in 61 (9.7%) cases, with an average length of 9 mm (range, 3 to 22 mm). There was a significant inverse association between PD and biliary lithiasis ( P = 0.02). There was no association between PD and pancreatitis. CC was significantly associated with choledochal cyst ( P < 0.0001), pancreatitis ( P = 0.004) and biliary lithiasis ( P < 0.0001), with 21/61 (34.4%) of CC demonstrating stones within (median age: 3.8 y). The CC length was also significantly associated with complications ( P = 0.014), with complication-free cases having a median length of 7 mm (range, 4 to 8) compared with 11 mm (range, 3 to 25) in complicated cases.

Conclusion: APBJ is a frequent finding on pediatric MRCP. CC is significantly associated with choledochal cyst, pancreatitis and lithiasis, and may show stones within them, particularly in small children. PD is inversely associated with biliary lithiasis. Careful PBJ assessment is important in children.

背景与目的:关于儿童胰胆交界处异常(APBJ)患病率的数据缺乏。本研究旨在通过磁共振胰胆管造影(MRCP)确定APBJ包括胰腺分裂(PD)和共通道(CC)的发生频率及其临床意义。材料与方法:2012 ~ 2022年0 ~ 18岁儿童MRCPs单中心回顾性研究。两位独立的读者评估了PBJ的可见性、异常(PD、CC、其他)和CC长度。结果与胆总管囊肿、胆道结石和胰腺炎的诊断相关。结果:共纳入MRCPs 631例(女性46.8%;平均年龄:12±5岁。85.7%的病例可见PBJ。631例患儿中有114例(18.1%)出现APBJ, PD 47例(7.4%),CC 61例(9.7%),平均长度为9 mm(范围3 ~ 22 mm)。PD与胆道结石呈显著负相关(P = 0.02)。PD和胰腺炎之间没有关联。CC与胆总管囊肿(P < 0.0001)、胰腺炎(P = 0.004)和胆道结石(P < 0.0001)显著相关,21/61(34.4%)的CC在年龄范围内出现结石(中位年龄:3.8岁)。CC长度也与并发症显著相关(P = 0.014),无并发症病例的中位长度为7 mm(范围4至8),而复杂病例的中位长度为11 mm(范围3至25)。结论:APBJ是小儿MRCP的常见病。CC与胆总管囊肿、胰腺炎和结石显著相关,并可在其中显示结石,特别是在幼儿中。PD与胆道结石呈负相关。仔细的PBJ评估对儿童很重要。
{"title":"Abnormal Pancreaticobiliary Junction in Children: Frequency on Magnetic Resonance Cholangiopancreatography and Associated Pancreaticobiliary Diseases.","authors":"Khuld A Saeedi, Govind B Chavhan, Tanja Gonska, Vicky L Ng, Blayne A Sayed, Caroline Rutten","doi":"10.1097/RLI.0000000000001217","DOIUrl":"10.1097/RLI.0000000000001217","url":null,"abstract":"<p><strong>Background and aims: </strong>There is scarcity of data on the prevalence of abnormal pancreaticobiliary junction (APBJ) in children. This study aimed to determine the frequency and clinical significance of APBJ including pancreas divisum (PD) and common channel (CC) using magnetic resonance cholangiopancreatography (MRCP).</p><p><strong>Materials and methods: </strong>Single-center, retrospective study of MRCPs in children aged 0 to 18 years from 2012 to 2022. Two independent readers assessed PBJ visibility, abnormalities (PD, CC, other), and CC length. Findings were correlated with presenting diagnoses of choledochal cyst, biliary lithiasis, and pancreatitis.</p><p><strong>Results: </strong>A total of 631 MRCPs were included (46.8% females; mean age: 12 ± 5 y). The PBJ was visible in 85.7% of cases. APBJ was observed in 114/631 (18.1%) children, with PD in 47 (7.4%) cases and CC in 61 (9.7%) cases, with an average length of 9 mm (range, 3 to 22 mm). There was a significant inverse association between PD and biliary lithiasis ( P = 0.02). There was no association between PD and pancreatitis. CC was significantly associated with choledochal cyst ( P < 0.0001), pancreatitis ( P = 0.004) and biliary lithiasis ( P < 0.0001), with 21/61 (34.4%) of CC demonstrating stones within (median age: 3.8 y). The CC length was also significantly associated with complications ( P = 0.014), with complication-free cases having a median length of 7 mm (range, 4 to 8) compared with 11 mm (range, 3 to 25) in complicated cases.</p><p><strong>Conclusion: </strong>APBJ is a frequent finding on pediatric MRCP. CC is significantly associated with choledochal cyst, pancreatitis and lithiasis, and may show stones within them, particularly in small children. PD is inversely associated with biliary lithiasis. Careful PBJ assessment is important in children.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":"121-126"},"PeriodicalIF":8.0,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144302063","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
Tolerability and Long-Term Safety of Gadolinium-Based Contrast-Enhanced Interstitial Pedal MR Lymphangiography in Patients With Lymphedema. 基于钆增强间质性足部磁共振淋巴管造影治疗淋巴水肿患者的耐受性和长期安全性。
IF 8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-01 DOI: 10.1097/RLI.0000000000001213
Andreas Henkel, Sergej Geiger, Julia Wagenpfeil, Daniel L Kuetting, Julian A Luetkens, Claus C Pieper

Objectives: Contrast-enhanced MR lymphangiography (CE-MRL) with pedal interstitial injection of a gadolinium-based contrast agent is increasingly employed in patients with lymphedema (off-label use). However, data on short-term tolerability and possible long-term adverse effects are limited. This study aimed to report clinical experiences regarding the tolerability and long-term safety of CE-MRL.

Materials and methods: A total of 168 patients (36 male; mean age 49.1±16.4 y) with clinically diagnosed lymphedema underwent clinically indicated CE-MRL. A total of 8 mL of diluted MR contrast agent (6 mL 1.0 mmol/mL Gadobutrol, 2 mL saline solution) was prepared. After intradermal administration of 0.2 mL local anesthetic, 1 mL of this contrast agent solution was injected intradermally into each interdigital space. To assess tolerability, patients were asked after the examination about their experience regarding remaining motionless during the examination, confinement in the MRI scanner, interdigital contrast injection, and the overall experience [5-point Likert scale (1: very easy/well tolerable, 5: very difficult/intolerable)]. Adverse events were systematically recorded during a clinical follow-up visit (≥3 mo after CE-MRL) through direct patient inquiry and inspection of the injection sites.

Results: CE-MRL was technically successful in all cases. Mean clinical follow-up was 36±19 months (range: 3 to 81 mo). The ease of remaining motionless was rated as very easy or mostly easy in 98.2% of cases, the tolerability of confinement in the MRI scanner as well as tolerable or mostly tolerable in 97.6%, the contrast injection in 85.1%, and the overall experience in 97.6%. In addition, 95.8% of patients would recommend CE-MRL under similar conditions. Five patients reported transient irritation of the skin (n=3, 1.8%) and/or light interdigital pain (n=3, 1.8%) for 1 or 2 days at the injection site. No other adverse events were observed.

Conclusion: CE-MRL is well tolerated and safe. Intradermal interdigital contrast injection was the most uncomfortable part of the examination, but was still well tolerated by most patients without any long-term adverse events.

目的:对比增强磁共振淋巴管造影(CE-MRL)与足部间质注射钆造影剂越来越多地用于淋巴水肿患者(非标签使用)。然而,关于短期耐受性和可能的长期副作用的数据有限。本研究旨在报告CE-MRL的耐受性和长期安全性的临床经验。材料与方法:共168例患者(男性36例;平均年龄49.1±16.4岁,经临床诊断为淋巴水肿者行CE-MRL检查。共配制稀释MR造影剂8 mL (1.0 mmol/mL Gadobutrol 6 mL,生理盐水2 mL)。皮内给药0.2 mL局麻药后,皮内每个指间间隙注射该对比剂溶液1 mL。为了评估耐受性,患者在检查后被问及他们在检查过程中保持静止不动、在MRI扫描仪中受限、指间对比剂注射和总体体验[5点李克特量表(1:非常容易/可以忍受,5:非常困难/无法忍受)]的经历。在临床随访期间(CE-MRL后≥3个月),通过患者直接询问和检查注射部位,系统记录不良事件。结果:CE-MRL在技术上均成功。平均临床随访36±19个月(3 ~ 81个月)。98.2%的患者静止不动的容易程度被评为非常容易或基本容易,97.6%的患者在MRI扫描仪上被评为可以忍受或基本可以忍受,85.1%的患者被评为注射造影剂,97.6%的患者被评为整体体验。此外,在类似情况下,95.8%的患者会推荐CE-MRL。5例患者报告注射部位皮肤短暂刺激(n=3, 1.8%)和/或轻微指间疼痛(n=3, 1.8%),持续1或2天。未观察到其他不良事件。结论:CE-MRL具有良好的耐受性和安全性。皮内指间注射造影剂是检查中最不舒服的部分,但大多数患者仍然耐受良好,没有任何长期不良事件。
{"title":"Tolerability and Long-Term Safety of Gadolinium-Based Contrast-Enhanced Interstitial Pedal MR Lymphangiography in Patients With Lymphedema.","authors":"Andreas Henkel, Sergej Geiger, Julia Wagenpfeil, Daniel L Kuetting, Julian A Luetkens, Claus C Pieper","doi":"10.1097/RLI.0000000000001213","DOIUrl":"10.1097/RLI.0000000000001213","url":null,"abstract":"<p><strong>Objectives: </strong>Contrast-enhanced MR lymphangiography (CE-MRL) with pedal interstitial injection of a gadolinium-based contrast agent is increasingly employed in patients with lymphedema (off-label use). However, data on short-term tolerability and possible long-term adverse effects are limited. This study aimed to report clinical experiences regarding the tolerability and long-term safety of CE-MRL.</p><p><strong>Materials and methods: </strong>A total of 168 patients (36 male; mean age 49.1±16.4 y) with clinically diagnosed lymphedema underwent clinically indicated CE-MRL. A total of 8 mL of diluted MR contrast agent (6 mL 1.0 mmol/mL Gadobutrol, 2 mL saline solution) was prepared. After intradermal administration of 0.2 mL local anesthetic, 1 mL of this contrast agent solution was injected intradermally into each interdigital space. To assess tolerability, patients were asked after the examination about their experience regarding remaining motionless during the examination, confinement in the MRI scanner, interdigital contrast injection, and the overall experience [5-point Likert scale (1: very easy/well tolerable, 5: very difficult/intolerable)]. Adverse events were systematically recorded during a clinical follow-up visit (≥3 mo after CE-MRL) through direct patient inquiry and inspection of the injection sites.</p><p><strong>Results: </strong>CE-MRL was technically successful in all cases. Mean clinical follow-up was 36±19 months (range: 3 to 81 mo). The ease of remaining motionless was rated as very easy or mostly easy in 98.2% of cases, the tolerability of confinement in the MRI scanner as well as tolerable or mostly tolerable in 97.6%, the contrast injection in 85.1%, and the overall experience in 97.6%. In addition, 95.8% of patients would recommend CE-MRL under similar conditions. Five patients reported transient irritation of the skin (n=3, 1.8%) and/or light interdigital pain (n=3, 1.8%) for 1 or 2 days at the injection site. No other adverse events were observed.</p><p><strong>Conclusion: </strong>CE-MRL is well tolerated and safe. Intradermal interdigital contrast injection was the most uncomfortable part of the examination, but was still well tolerated by most patients without any long-term adverse events.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":"103-110"},"PeriodicalIF":8.0,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144258111","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
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Investigative Radiology
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