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Impact of a Prototype 29:1 Ratio Grid on Image Quality and Radiation Dose in Abdominal Angiography: Evaluation in a Pig Model. 原型29:1比例网格对腹部血管造影图像质量和辐射剂量的影响:猪模型的评估。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-12-03 DOI: 10.1097/RLI.0000000000001136
Thomas Werncke, Lena S Becker, Sabine K Maschke, Inga Brüsch, Regina Rumpel, Frank K Wacker, Bernhard C Meyer

Objectives: The aim of this study was to evaluate the impact of a prototype grid with a 29:1 ratio (r29) and a 15:1 (r15) grid on the image quality (IQ) and radiation dose in abdominal angiography.

Materials and methods: Six typical abdominal angiographic image scenarios were created in 4 pigs. Polymethylmethacrylate and aluminum plates were used to add 10 cm of patient equivalent thickness to simulate different body types. Fluoroscopic images were acquired with a source-to-image receptor distance of 120 cm. Tantalum- and iron-specific acquisition protocols at different IQ levels were acquired. IQ of radiation dose equivalent image pairs, created with the r29 and r15 grids, respectively, was quantitatively evaluated using contrast-to-noise ratio (CNR) measurements. Differences in radiation dose were estimated using the dose-weighted CNR. Two blinded readers compared IQ of these images using a Likert scale. In a second step, the readers selected pairs of the r29 and r15 images with subjectively equivalent IQ. Radiation doses were then compared.

Results: Compared with the r15 grid, the r29 grid images achieved similar CNR at an average of 26% (±12%) lower radiation dose at a mean patient equivalent thickness of 26 cm and 36 cm. Both readers noted a significant increase in IQ (P < 0.001) for dose equivalent images, whereas the interobserver agreement was 0.59. For the selected IQ equivalent images, a radiation dose reduction of 38% (±17%; P < 0.001, interobserver agreement 0.92) was noted when using the r29 grid.

Conclusions: The use of an r29 grid at a large source-to-image receptor distance can significantly improve the IQ compared with the r15 grid at the same radiation dose in abdominal angiography or can reduce radiation dose while preserving IQ.

目的:本研究的目的是评估29:1比例(r29)和15:1比例(r15)的原型网格对腹部血管造影图像质量(IQ)和辐射剂量的影响。材料与方法:选取4头猪,建立6种典型的腹部血管造影图像场景。采用聚甲基丙烯酸甲酯和铝板加10 cm患者等效厚度模拟不同体型。在源到图像受体的距离为120 cm时获得透视图像。获得了不同智商水平的钽和铁特异性获取协议。分别用r29和r15栅格生成的辐射剂量等效图像对的IQ,通过对比噪声比(CNR)测量进行定量评价。使用剂量加权CNR估计辐射剂量的差异。两名盲人读者用李克特量表比较了这些图片的智商。在第二步中,读者从r29和r15的图像中选择了主观上智商相当的一对。然后比较辐射剂量。结果:与r15网格相比,r29网格图像在平均患者等效厚度为26 cm和36 cm时,辐射剂量平均降低26%(±12%),CNR相似。两位读者都注意到,对于剂量等效图像,智商显著提高(P < 0.001),而观察者之间的一致性为0.59。对于选定的IQ等效图像,辐射剂量降低38%(±17%;使用r29网格时,P < 0.001,观察者间一致性0.92)。结论:与相同辐射剂量下r15栅格相比,在较大的源-像受体距离处使用r29栅格可显著提高腹部血管造影患者的IQ或在降低辐射剂量的同时保持IQ。
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引用次数: 0
Relevance of Prostatic Fluid on the Apparent Diffusion Coefficient: An Inversion Recovery Diffusion-Weighted Imaging Investigation. 前列腺液与表观扩散系数的相关性:一种反演恢复扩散加权成像研究。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-12-02 DOI: 10.1097/RLI.0000000000001139
Dominika Skwierawska, Sebastian Bickelhaupt, Maximilian Bachl, Rolf Janka, Martina Murr, Felix Gloger, Tristan A Kuder, Moritz Zaiss, Dominique Hadler, Michael Uder, Frederik B Laun

Objectives: Diffusion-weighted imaging (DWI) is pivotal for prostate magnetic resonance imaging. This is rooted in the generally reduced apparent diffusion coefficient (ADC) observed in prostate cancer in comparison to healthy prostate tissue. This difference originates from microstructural tissue composition changes, including a potentially decreased fluid-containing lumen volume. This study explored the nature of the observed ADC contrast in prostate tissue through inversion recovery-prepared DWI examinations that generated varying levels of fluid suppression.

Materials and methods: This institutional review board-approved, single-center, prospective study was conducted from 2023 to 2024; all participants underwent magnetic resonance imaging including DWI with b-values of 50 and 800 s/mm2 at 16 inversion times (TI; 60-4000 milliseconds). The measured ADC was interpreted with a 2-compartment model (compartments: tissue and fluid). Descriptive statistics were computed for all analyzed parameters.

Results: Twelve healthy male volunteers (45 ± 17 years) and 1 patient with prostate adenocarcinoma (66 years) were evaluated. The ADC map appearance depended heavily on the TI, and we observed a feature-rich ADC(TI) curve. The ADC in the transition zone (TZ) of healthy volunteers increased between TI = 60 milliseconds and approximately 1100 milliseconds, then dropped drastically before increasing again, stabilizing at a very high TI. This effect was greatly reduced in the patient's prostate cancer lesion. The 2-compartment model described this behavior well. After the inversion, tissue magnetization recovers faster, decreasing its signal contribution in absolute terms and resulting in an increase in the ADC. At the tipping point, the total magnetization is zero at b = 0, when the positive tissue magnetization and still-inverted fluid magnetization cancel out. A small diffusion encoding leads to a positive signal, thus generating an infinite ADC. After the tipping point, the fluid magnetization remains negative and thereby reduces the ADC.

Conclusions: Prostate fluid appears to contribute significantly to prostate ADCs. Its contribution could be adjusted by choosing an appropriate inversion recovery preparation, potentially enhancing contrast for prostate cancer lesions.

目的:扩散加权成像(DWI)是前列腺磁共振成像的关键。这是由于与健康前列腺组织相比,前列腺癌的表观扩散系数(ADC)普遍降低。这种差异源于微观结构组织组成的变化,包括含液体的管腔体积的潜在减少。本研究通过倒置恢复制备的DWI检查,探讨了前列腺组织中观察到的ADC造影剂的性质,该检查产生了不同程度的液体抑制。材料和方法:本研究由机构审查委员会批准,单中心,前瞻性研究于2023年至2024年进行;所有参与者都进行了磁共振成像,包括DWI,在16次反转时b值为50和800 s/mm2 (TI;60 - 4000毫秒)。测量的ADC用2室模型(室:组织和液体)进行解释。对所有分析参数进行描述性统计。结果:12名健康男性志愿者(45±17岁)和1名前列腺腺癌患者(66岁)进行评估。ADC图的外观严重依赖于TI,我们观察到一个特征丰富的ADC(TI)曲线。健康志愿者的过渡区ADC (TZ)在TI = 60毫秒至1100毫秒之间增加,然后急剧下降,然后再次增加,稳定在非常高的TI。这种效应在患者的前列腺癌病变中大大降低。2室模型很好地描述了这种行为。反转后,组织磁化恢复得更快,减少了其绝对信号贡献,导致ADC增加。在临界点处,b = 0处的总磁化强度为零,此时正向组织磁化强度和静止反向流体磁化强度相互抵消。一个小的扩散编码导致一个正信号,从而产生一个无限的ADC。在临界点之后,流体磁化保持为负,从而降低ADC。结论:前列腺液似乎是前列腺adc的重要诱因。它的贡献可以通过选择适当的反转恢复制剂来调整,潜在地增强前列腺癌病变的造影剂。
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引用次数: 0
Contrast-Enhanced Digital Breast Tomosynthesis Compared With Contrast-Enhanced Mammography and Magnetic Resonance Imaging in the Assessment of Breast Lesions: A Pilot Study. 对比增强数字乳腺断层合成与对比增强乳房x线摄影和磁共振成像在乳腺病变评估中的比较:一项初步研究。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-12-02 DOI: 10.1097/RLI.0000000000001138
Paola Clauser, Nina Pötsch, Ambra Santonocito, Francesca Ferrara, Layla Zeitouni, Mathias Hörnig, Michael Weber, Pascal A T Baltzer, Thomas H Helbich

Objectives: Contrast-enhanced mammography (CEM) is an accurate competitor for contrast-enhanced breast magnetic resonance imaging (CE-MRI), but the examination is limited by the lack of 3D information. Digital breast tomosynthesis (DBT) allows better lesion detection and characterization compared with mammography. The availability of quasi-3D contrast imaging could further improve the performance of CEM. The aim of our analysis was to compare the diagnostic performance of a contrast-enhanced digital breast tomosynthesis prototype (CE-DBTp) to CEM and to CE-MRI.

Materials and methods: This prospective study was approved by the ethics committee, and all patients gave written informed consent. Women who presented with suspicious findings on mammography, DBT, or ultrasound were invited to participate in the study. Participants underwent CEM and CE-DBTp of the breast with the suspicious findings as well as bilateral CE-MRI. Histology was used as the standard of reference. Four readers (R1 and R2 non-experienced; R3 and R4 experienced) evaluated the images, blinded to patients' history, previous imaging, and histology. The readers evaluated CEM, CE-DBTp, and CE-MRI in separate sessions and gave a BI-RADS score for each finding. Sensitivity, specificity, lesion conspicuity, and readers' confidence were calculated and compared.

Results: We included 84 patients (mean age, 56 years; range, 39-70) with 91 histologically verified breast lesions (27 benign, 64 malignant). The accuracy of the CE-DBTp was high, but significant differences were seen between experienced (both 86.8%) and non-experienced readers (76.9% and 78%, P = 0.021). No differences were found between CEM and CE-DBTp, whereas the accuracy of CE-MRI was higher (P = 0.002). Sensitivity with CE-DBTp varied (89.1% to 100%) between experienced and non-experienced readers (P = 0.074), and it was comparable to CEM but lower than CE-MRI (P = 0.003). Specificity was variable between readers with all modalities. Lesion conspicuity was higher for the CE-DBTp and CE-MRI than for CEM, and confidence was significantly higher with the CE-DBTp than with CEM for one of the readers (P < 0.001).

Conclusions: A high sensitivity and good accuracy were achieved with the CE-DBTp. Lesion conspicuity and readers' confidence were higher with the CE-DBTp compared with CEM. However, CE-MRI had the highest sensitivity and accuracy.

目的:对比增强乳房x线摄影(CEM)是对比增强乳房磁共振成像(CE-MRI)的准确竞争对手,但由于缺乏3D信息,检查受到限制。与乳房x线照相术相比,数字乳腺断层合成(DBT)可以更好地检测和表征病变。准三维对比成像的可用性可以进一步提高CEM的性能。我们分析的目的是比较对比增强数字乳房断层合成原型(CE-DBTp)与CEM和CE-MRI的诊断性能。材料和方法:本前瞻性研究经伦理委员会批准,所有患者均给予书面知情同意。在乳房x光检查、DBT检查或超声检查中表现出可疑结果的妇女被邀请参加这项研究。参与者接受了乳房CEM和CE-DBTp的可疑发现以及双侧CE-MRI。以组织学为参照标准。四名读者(R1和R2没有经验;R3和R4在不了解患者病史、既往影像学和组织学的情况下评估图像。读者在单独的会议中评估CEM、CE-DBTp和CE-MRI,并对每个发现给出BI-RADS评分。计算并比较敏感性、特异性、病变显著性和读者置信度。结果:我们纳入84例患者(平均年龄56岁;范围39-70),组织学证实的乳腺病变91例(27例为良性,64例为恶性)。CE-DBTp的准确率较高,但有经验阅读者(86.8%)和无经验阅读者(76.9%和78%,P = 0.021)之间存在显著差异。CEM和CE-DBTp之间没有差异,而CE-MRI的准确性更高(P = 0.002)。有经验和没有经验的读者对CE-DBTp的敏感性差异(89.1% ~ 100%)(P = 0.074),与CEM相当,但低于CE-MRI (P = 0.003)。不同方式的读者特异性不同。CE-DBTp和CE-MRI的病变显著性高于CEM,其中一名读者的CE-DBTp的置信度明显高于CEM (P < 0.001)。结论:CE-DBTp具有较高的灵敏度和准确性。与CEM相比,CE-DBTp的病变显著性和读者信心更高。然而,CE-MRI具有最高的灵敏度和准确性。
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引用次数: 0
Free-Breathing High-Resolution, Swap-Free, and Motion-Corrected Water/Fat Separation in Pediatric Abdominal MRI. 小儿腹部磁共振成像中的自由呼吸高分辨率、无交换和运动校正水/脂肪分离。
IF 4.4 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-12-01 Epub Date: 2024-06-10 DOI: 10.1097/RLI.0000000000001092
Reyhaneh Nosrati, Fatih Calakli, Onur Afacan, Kristina Pelkola, Reid Nichols, Pauline Connaughton, M Alejandra Bedoya, Andy Tsai, Sarah Bixby, Simon K Warfield

Objectives: The T1-weighted GRE (gradient recalled echo) sequence with the Dixon technique for water/fat separation is an essential component of abdominal MRI (magnetic resonance imaging), useful in detecting tumors and characterizing hemorrhage/fat content. Unfortunately, the current implementation of this sequence suffers from several problems: (1) low resolution to maintain high pixel bandwidth and minimize chemical shift; (2) image blurring due to respiratory motion; (3) water/fat swapping due to the natural ambiguity between fat and water peaks; and (4) off-resonance fat blurring due to the multipeak nature of the fat spectrum. The goal of this study was to evaluate the image quality of water/fat separation using a high-resolution 3-point Dixon golden angle radial acquisition with retrospective motion compensation and multipeak fat modeling in children undergoing abdominal MRI.

Materials and methods: Twenty-two pediatric patients (4.2 ± 2.3 years) underwent abdominal MRI on a 3 T scanner with routine abdominal protocol and with a 3-point Dixon radial-VIBE (volumetric interpolated breath-hold examination) sequence. Field maps were calculated using 3D graph-cut optimization followed by fat and water calculation from k-space data by iteratively solving an optimization problem. A 6-peak fat model was used to model chemical shifts in k-space. Residual respiratory motion was corrected through soft-gating by weighting each projection based on the estimated respiratory motion from the center of the k-space. Reconstructed images were reviewed by 3 pediatric radiologists on a PACS (picture archiving and communication systems) workstation. Subjective image quality and water/fat swapping artifact were scored by each pediatric radiologist using a 5-point Likert scale. The VoL (variance of Laplacian) of the reconstructed images was used to objectively quantify image sharpness.

Results: Based on the overall Likert scores, the images generated using the described method were significantly superior to those reconstructed by the conventional 2-point Dixon technique ( P < 0.05). Water/fat swapping artifact was observed in 14 of 22 patients using 2-point Dixon, and this artifact was not present when using the proposed method. Image sharpness was significantly improved using the proposed framework.

Conclusions: In smaller patients, a high-quality water/fat separation with sharp visualization of fine details is critical for diagnostic accuracy. High-resolution golden angle radial-VIBE 3-point Dixon acquisition with 6-peak fat model and soft-gated motion correction offers improved image quality at the expense of an additional ~1-minute acquisition time. Thus, this technique offers the potential to replace the conventional 2-point Dixon technique.

目的:采用迪克森技术分离水/脂肪的 T1 加权 GRE(梯度回波)序列是腹部 MRI(磁共振成像)的重要组成部分,有助于检测肿瘤和确定出血/脂肪含量的特征。遗憾的是,目前该序列的实施存在以下几个问题:(1) 分辨率低,难以维持高像素带宽并尽量减少化学位移;(2) 呼吸运动导致图像模糊;(3) 脂肪峰和水峰之间的自然模糊性导致水/脂肪互换;(4) 脂肪频谱的多峰特性导致非共振脂肪模糊。本研究的目的是评估使用高分辨率三点狄克逊黄金角径向采集、回溯运动补偿和多峰脂肪建模对接受腹部 MRI 的儿童进行水/脂肪分离的图像质量:22 名儿童患者(4.2 ± 2.3 岁)在 3 T 扫描仪上接受了腹部核磁共振成像,采用常规腹部方案和 3 点 Dixon 径向-VIBE(容积插值屏气检查)序列。采用三维图形切割优化法计算场图,然后通过迭代求解优化问题从 k 空间数据中计算脂肪和水分。采用 6 峰脂肪模型来模拟 k 空间中的化学位移。根据从 k 空间中心估算出的呼吸运动,对每个投影进行加权,通过软选通校正残余呼吸运动。重建后的图像由 3 位儿科放射科医生在 PACS(图片存档和通信系统)工作站上进行审核。每位儿科放射科医生使用 5 点李克特量表对主观图像质量和水/脂肪交换伪影进行评分。重建图像的 VoL(拉普拉斯方差)用于客观量化图像清晰度:结果:根据总体 Likert 评分,使用所述方法生成的图像明显优于使用传统 2 点 Dixon 技术重建的图像(P < 0.05)。在使用 2 点 Dixon 技术的 22 位患者中,有 14 位观察到了水/脂肪交换假象,而使用建议的方法则没有这种假象。结论:在体型较小的患者中,高质量的水/脂肪交换假象是一种有效的方法:结论:在较小的患者中,高质量的水/脂肪分离和清晰的细节显示对诊断准确性至关重要。高分辨率黄金角径向-VIBE 3 点 Dixon 采集与 6 峰脂肪模型和软门控运动校正可提高图像质量,但需要额外花费约 1 分钟的采集时间。因此,这项技术有可能取代传统的 2 点 Dixon 技术。
{"title":"Free-Breathing High-Resolution, Swap-Free, and Motion-Corrected Water/Fat Separation in Pediatric Abdominal MRI.","authors":"Reyhaneh Nosrati, Fatih Calakli, Onur Afacan, Kristina Pelkola, Reid Nichols, Pauline Connaughton, M Alejandra Bedoya, Andy Tsai, Sarah Bixby, Simon K Warfield","doi":"10.1097/RLI.0000000000001092","DOIUrl":"10.1097/RLI.0000000000001092","url":null,"abstract":"<p><strong>Objectives: </strong>The T1-weighted GRE (gradient recalled echo) sequence with the Dixon technique for water/fat separation is an essential component of abdominal MRI (magnetic resonance imaging), useful in detecting tumors and characterizing hemorrhage/fat content. Unfortunately, the current implementation of this sequence suffers from several problems: (1) low resolution to maintain high pixel bandwidth and minimize chemical shift; (2) image blurring due to respiratory motion; (3) water/fat swapping due to the natural ambiguity between fat and water peaks; and (4) off-resonance fat blurring due to the multipeak nature of the fat spectrum. The goal of this study was to evaluate the image quality of water/fat separation using a high-resolution 3-point Dixon golden angle radial acquisition with retrospective motion compensation and multipeak fat modeling in children undergoing abdominal MRI.</p><p><strong>Materials and methods: </strong>Twenty-two pediatric patients (4.2 ± 2.3 years) underwent abdominal MRI on a 3 T scanner with routine abdominal protocol and with a 3-point Dixon radial-VIBE (volumetric interpolated breath-hold examination) sequence. Field maps were calculated using 3D graph-cut optimization followed by fat and water calculation from k-space data by iteratively solving an optimization problem. A 6-peak fat model was used to model chemical shifts in k-space. Residual respiratory motion was corrected through soft-gating by weighting each projection based on the estimated respiratory motion from the center of the k-space. Reconstructed images were reviewed by 3 pediatric radiologists on a PACS (picture archiving and communication systems) workstation. Subjective image quality and water/fat swapping artifact were scored by each pediatric radiologist using a 5-point Likert scale. The VoL (variance of Laplacian) of the reconstructed images was used to objectively quantify image sharpness.</p><p><strong>Results: </strong>Based on the overall Likert scores, the images generated using the described method were significantly superior to those reconstructed by the conventional 2-point Dixon technique ( P < 0.05). Water/fat swapping artifact was observed in 14 of 22 patients using 2-point Dixon, and this artifact was not present when using the proposed method. Image sharpness was significantly improved using the proposed framework.</p><p><strong>Conclusions: </strong>In smaller patients, a high-quality water/fat separation with sharp visualization of fine details is critical for diagnostic accuracy. High-resolution golden angle radial-VIBE 3-point Dixon acquisition with 6-peak fat model and soft-gated motion correction offers improved image quality at the expense of an additional ~1-minute acquisition time. Thus, this technique offers the potential to replace the conventional 2-point Dixon technique.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":"805-812"},"PeriodicalIF":4.4,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11560742/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141300608","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
Deep Learning Reconstructed New-Generation 0.55 T MRI of the Knee-A Prospective Comparison With Conventional 3 T MRI. 深度学习重建的新一代 0.55 T 膝关节磁共振成像--与传统 3 T 磁共振成像的前瞻性比较。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-12-01 Epub Date: 2024-06-11 DOI: 10.1097/RLI.0000000000001093
Ricardo Donners, Jan Vosshenrich, Martin Segeroth, Magdalena Seng, Matthias Fenchel, Marcel Dominik Nickel, Michael Bach, Florian Schmaranzer, Inga Todorski, Markus M Obmann, Dorothee Harder, Hanns-Christian Breit

Objectives: The aim of this study was to compare deep learning reconstructed (DLR) 0.55 T magnetic resonance imaging (MRI) quality, identification, and grading of structural anomalies and reader confidence levels with conventional 3 T knee MRI in patients with knee pain following trauma.

Materials and methods: This prospective study of 26 symptomatic patients (5 women) includes 52 paired DLR 0.55 T and conventional 3 T MRI examinations obtained in 1 setting. A novel, commercially available DLR algorithm was employed for 0.55 T image reconstruction. Four board-certified radiologists reviewed all images independently and graded image quality, noted structural anomalies and their respective reporting confidence levels for the presence or absence, as well as grading of bone, cartilage, meniscus, ligament, and tendon lesions. Image quality and reader confidence levels were compared ( P < 0.05, significant), and MRI findings were correlated between 0.55 T and 3 T MRI using Cohen kappa (κ).

Results: In reader's consensus, good image quality was found for DLR 0.55 T MRI and 3 T MRI (3.8 vs 4.1/5 points, P = 0.06). There was near-perfect agreement between 0.55 T DLR and 3 T MRI regarding the identification of structural anomalies for all readers (each κ ≥ 0.80). Substantial to near-perfection agreement between 0.55 T and 3 T MRI was reported for grading of cartilage (κ = 0.65-0.86) and meniscus lesions (κ = 0.71-1.0). High confidence levels were found for all readers for DLR 0.55 T and 3 T MRI, with 3 readers showing higher confidence levels for reporting cartilage lesions on 3 T MRI.

Conclusions: In conclusion, new-generation 0.55 T DLR MRI provides good image quality, comparable to conventional 3 T MRI, and allows for reliable identification of internal derangement of the knee with high reader confidence.

研究目的本研究旨在比较深度学习重建(DLR)0.55 T 磁共振成像(MRI)的质量、结构异常的识别和分级以及读者对创伤后膝关节疼痛患者传统 3 T 膝关节 MRI 的置信度:这项前瞻性研究共对 26 名有症状的患者(5 名女性)进行了检查,其中包括 52 次在 1 个环境中获得的配对 DLR 0.55 T 和常规 3 T MRI 检查。在 0.55 T 图像重建中采用了一种新型的、市场上可买到的 DLR 算法。四位经委员会认证的放射科医生独立审查了所有图像,并对图像质量进行了分级,指出了结构异常和各自对是否存在结构异常的报告置信度,并对骨、软骨、半月板、韧带和肌腱病变进行了分级。对图像质量和读者信心水平进行比较(P < 0.05,差异显著),并使用 Cohen kappa (κ)对 0.55 T 和 3 T MRI 结果进行相关性分析:结果:读者一致认为,DLR 0.55 T MRI 和 3 T MRI 的图像质量良好(3.8 vs 4.1/5 points,P = 0.06)。在结构异常的识别方面,0.55 T DLR 和 3 T MRI 几乎与所有读者完全一致(各 κ ≥ 0.80)。在软骨(κ = 0.65-0.86)和半月板病变(κ = 0.71-1.0)的分级方面,0.55 T 和 3 T MRI 的结果基本接近完美一致。所有读者对 DLR 0.55 T 和 3 T MRI 的置信度都很高,其中 3 位读者对 3 T MRI 报告软骨损伤的置信度更高:总之,新一代 0.55 T DLR MRI 具有良好的图像质量,可与传统的 3 T MRI 相媲美,并能可靠地识别膝关节内部病变,读者的置信度较高。
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引用次数: 0
Dedicated Photon-Counting CT for Detection and Classification of Microcalcifications: An Intraindividual Comparison With Digital Breast Tomosynthesis. 用于微钙化检测和分类的专用光子计数 CT:与数字乳腺断层扫描的个体内比较。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-12-01 Epub Date: 2024-06-27 DOI: 10.1097/RLI.0000000000001097
Luisa Charlotte Huck, Maike Bode, Eloisa Zanderigo, Caroline Wilpert, Vanessa Raaff, Ebba Dethlefsen, Evelyn Wenkel, Christiane Katharina Kuhl

Objectives: Clinical experience regarding the use of dedicated photon-counting breast CT (PC-BCT) for diagnosis of breast microcalcifications is scarce. This study systematically compares the detection and classification of breast microcalcifications using a dedicated breast photon-counting CT, especially designed for examining the breast, in comparison with digital breast tomosynthesis (DBT).

Materials and methods: This is a prospective intraindividual study on women with DBT screening-detected BI-RADS-4/-5 microcalcifications who underwent PC-BCT before biopsy. PC-BCT images were reconstructed with a noninterpolated spatial resolution of 0.15 × 0.15 × 0.15 mm (reconstruction mode 1 [RM-1]) and with 0.3 × 0.3 × 0.3 mm (reconstruction mode 2 [RM-2]), plus thin-slab maximum intensity projection (MIP) reconstructions. Two radiologists independently rated the detection of microcalcifications in direct comparison with DBT on a 5-point scale. The distribution and morphology of microcalcifications were then rated according to BI-RADS. The size of the smallest discernible microcalcification particle was measured. For PC-BCT, the average glandular dose was determined by Monte Carlo simulations; for DBT, the information provided by the DBT system was used.

Results: Between September 2022 and July 2023, 22 participants (mean age, 61; range, 42-85 years) with microcalcifications (16 malignant; 6 benign) were included. In 2/22 with microcalcifications in the posterior region, microcalcifications were not detectable on PC-BCT, likely because they were not included in the PC-BCT volume. In the remaining 20 participants, microcalcifications were detectable. With high between-reader agreement (κ > 0.8), conspicuity of microcalcifications was rated similar for DBT and MIPs of RM-1 (mean, 4.83 ± 0.38 vs 4.86 ± 0.35) ( P = 0.66), but was significantly lower ( P < 0.05) for the remaining PC-BCT reconstructions: 2.11 ± 0.92 (RM-2), 2.64 ± 0.80 (MIPs of RM-2), and 3.50 ± 1.23 (RM-1). Identical distribution qualifiers were assigned for PC-BCT and DBT in 18/20 participants, with excellent agreement (κ = 0.91), whereas identical morphologic qualifiers were assigned in only 5/20, with poor agreement (κ = 0.44). The median size of smallest discernible microcalcification particle was 0.2 versus 0.6 versus 1.1 mm in DBT versus RM-1 versus RM-2 ( P < 0.001), likely due to blooming effects. Average glandular dose was 7.04 mGy (PC-BCT) versus 6.88 mGy (DBT) ( P = 0.67).

Conclusions: PC-BCT allows reliable detection of in-breast microcalcifications as long as they are not located in the posterior part of the breast and allows assessment of their distribution, but not of their individual morphology.

目的:使用专用光子计数乳腺 CT(PC-BCT)诊断乳腺微钙化的临床经验很少。本研究系统地比较了使用专门用于检查乳腺的专用乳腺光子计数 CT 与数字乳腺断层扫描(DBT)对乳腺微小钙化的检测和分类:这是一项前瞻性个体内研究,研究对象是 DBT 筛查发现 BI-RADS-4/-5 微钙化并在活检前接受 PC-BCT 检查的女性。PC-BCT图像的非插值空间分辨率为0.15 × 0.15 × 0.15 mm(重建模式1 [RM-1])和0.3 × 0.3 × 0.3 mm(重建模式2 [RM-2]),加上薄板最大强度投影(MIP)重建。与 DBT 直接比较微钙化的检出率,由两名放射科医生以 5 分制独立评分。然后根据 BI-RADS 对微钙化的分布和形态进行评分。测量可辨认的最小微钙化颗粒的大小。对于 PC-BCT,平均腺体剂量通过蒙特卡洛模拟确定;对于 DBT,则使用 DBT 系统提供的信息:结果:2022 年 9 月至 2023 年 7 月间,22 名参与者(平均年龄 61 岁;年龄范围 42-85 岁)患有微钙化(16 例恶性;6 例良性)。在 2/22 名后部微钙化患者中,PC-BCT 无法检测到微钙化,这可能是因为微钙化未包括在 PC-BCT 容量中。其余 20 名参与者均可检测到微钙化。阅片者之间的一致性很高(κ > 0.8),DBT 和 RM-1 的 MIP(平均值为 4.83 ± 0.38 vs 4.86 ± 0.35)(P = 0.66)对微钙化的明显性评价相似,但其余 PC-BCT 重建的微钙化明显较低(P < 0.05):2.11 ± 0.92(RM-2)、2.64 ± 0.80(RM-2 的 MIPs)和 3.50 ± 1.23(RM-1)。在 18/20 名参与者中,PC-BCT 和 DBT 分配了相同的分布限定词,一致性极佳(κ = 0.91),而只有 5/20 名参与者分配了相同的形态限定词,一致性较差(κ = 0.44)。DBT与RM-1和RM-2相比,可辨认的最小微钙化颗粒的中位尺寸分别为0.2和0.6和1.1毫米(P < 0.001),这可能是由于开花效应造成的。平均腺体剂量为 7.04 mGy(PC-BCT)对 6.88 mGy(DBT)(P = 0.67):PC-BCT能可靠地检测出乳房内的微钙化,只要它们不位于乳房后部,并能评估它们的分布,但不能评估它们的个体形态。
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引用次数: 0
Metabolic MRI With Hyperpolarized 13 C-Pyruvate for Early Detection of Fibrogenic Kidney Metabolism. 用超极化 13 C-丙酮酸进行代谢磁共振成像,早期检测纤维化肾脏代谢。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-12-01 Epub Date: 2024-06-25 DOI: 10.1097/RLI.0000000000001094
Nikolaj Bøgh, Lotte B Bertelsen, Camilla W Rasmussen, Sabrina K Bech, Anna K Keller, Mia G Madsen, Frederik Harving, Thomas H Thorsen, Ida K Mieritz, Esben Ss Hansen, Alkwin Wanders, Christoffer Laustsen

Objectives: Fibrosis is the final common pathway for chronic kidney disease and the best predictor for disease progression. Besides invasive biopsies, biomarkers for its detection are lacking. To address this, we used hyperpolarized 13 C-pyruvate MRI to detect the metabolic changes associated with fibrogenic activity of myofibroblasts.

Materials and methods: Hyperpolarized 13 C-pyruvate MRI was performed in 2 pig models of kidney fibrosis (unilateral ureteral obstruction and ischemia-reperfusion injury). The imaging data were correlated with histology, biochemical, and genetic measures of metabolism and fibrosis. The porcine experiments were supplemented with cell-line experiments to inform the origins of metabolic changes in fibrogenesis. Lastly, healthy and fibrotic human kidneys were analyzed for the metabolic alterations accessible with hyperpolarized 13 C-pyruvate MRI.

Results: In the 2 large animal models of kidney fibrosis, metabolic imaging revealed alterations in amino acid metabolism and glycolysis. Conversion from hyperpolarized 13 C-pyruvate to 13 C-alanine decreased, whereas conversion to 13 C-lactate increased. These changes were shown to reflect profibrotic activity in cultured epithelial cells, macrophages, and fibroblasts, which are important precursors of myofibroblasts. Importantly, metabolic MRI using hyperpolarized 13 C-pyruvate was able to detect these changes earlier than fibrosis-sensitive structural imaging. Lastly, we found that the same metabolic profile is present in fibrotic tissue from human kidneys. This affirms the translational potential of metabolic MRI as an early indicator of fibrogenesis associated metabolism.

Conclusions: Our findings demonstrate the promise of hyperpolarized 13 C-pyruvate MRI for noninvasive detection of fibrosis development, which could enable earlier diagnosis and intervention for patients at risk of kidney fibrosis.

目标:纤维化是慢性肾脏病的最终常见途径,也是疾病进展的最佳预测指标。除侵入性活检外,目前还缺乏检测纤维化的生物标志物。为解决这一问题,我们利用超极化 13 C 丙酮酸核磁共振成像检测与肌成纤维细胞纤维化活性相关的代谢变化。材料与方法:在 2 个猪肾脏纤维化模型(单侧输尿管梗阻和缺血再灌注损伤)中进行了超极化 13 C 丙酮酸核磁共振成像。成像数据与代谢和纤维化的组织学、生化和遗传测量结果相关联。猪实验辅以细胞系实验,以了解纤维化过程中代谢变化的起源。最后,利用超极化 13 C 丙酮酸核磁共振成像分析了健康肾脏和纤维化人肾的代谢变化:结果:在两种大型肾脏纤维化动物模型中,代谢成像显示了氨基酸代谢和糖酵解的改变。从超极化 13 C 丙酮酸到 13 C 丙氨酸的转化率下降,而到 13 C 乳酸的转化率上升。研究表明,这些变化反映了培养的上皮细胞、巨噬细胞和成纤维细胞(它们是肌成纤维细胞的重要前体)的坏死活性。重要的是,使用超极化 13 C 丙酮酸的代谢磁共振成像能够比纤维化敏感结构成像更早地检测到这些变化。最后,我们发现人类肾脏纤维化组织中也存在相同的代谢特征。这肯定了代谢磁共振成像作为纤维化相关代谢的早期指标的转化潜力:我们的研究结果表明,超极化 13 C 丙酮酸核磁共振成像有望用于无创检测肾脏纤维化的发展情况,从而能够对有肾脏纤维化风险的患者进行早期诊断和干预。
{"title":"Metabolic MRI With Hyperpolarized 13 C-Pyruvate for Early Detection of Fibrogenic Kidney Metabolism.","authors":"Nikolaj Bøgh, Lotte B Bertelsen, Camilla W Rasmussen, Sabrina K Bech, Anna K Keller, Mia G Madsen, Frederik Harving, Thomas H Thorsen, Ida K Mieritz, Esben Ss Hansen, Alkwin Wanders, Christoffer Laustsen","doi":"10.1097/RLI.0000000000001094","DOIUrl":"10.1097/RLI.0000000000001094","url":null,"abstract":"<p><strong>Objectives: </strong>Fibrosis is the final common pathway for chronic kidney disease and the best predictor for disease progression. Besides invasive biopsies, biomarkers for its detection are lacking. To address this, we used hyperpolarized 13 C-pyruvate MRI to detect the metabolic changes associated with fibrogenic activity of myofibroblasts.</p><p><strong>Materials and methods: </strong>Hyperpolarized 13 C-pyruvate MRI was performed in 2 pig models of kidney fibrosis (unilateral ureteral obstruction and ischemia-reperfusion injury). The imaging data were correlated with histology, biochemical, and genetic measures of metabolism and fibrosis. The porcine experiments were supplemented with cell-line experiments to inform the origins of metabolic changes in fibrogenesis. Lastly, healthy and fibrotic human kidneys were analyzed for the metabolic alterations accessible with hyperpolarized 13 C-pyruvate MRI.</p><p><strong>Results: </strong>In the 2 large animal models of kidney fibrosis, metabolic imaging revealed alterations in amino acid metabolism and glycolysis. Conversion from hyperpolarized 13 C-pyruvate to 13 C-alanine decreased, whereas conversion to 13 C-lactate increased. These changes were shown to reflect profibrotic activity in cultured epithelial cells, macrophages, and fibroblasts, which are important precursors of myofibroblasts. Importantly, metabolic MRI using hyperpolarized 13 C-pyruvate was able to detect these changes earlier than fibrosis-sensitive structural imaging. Lastly, we found that the same metabolic profile is present in fibrotic tissue from human kidneys. This affirms the translational potential of metabolic MRI as an early indicator of fibrogenesis associated metabolism.</p><p><strong>Conclusions: </strong>Our findings demonstrate the promise of hyperpolarized 13 C-pyruvate MRI for noninvasive detection of fibrosis development, which could enable earlier diagnosis and intervention for patients at risk of kidney fibrosis.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":"813-822"},"PeriodicalIF":7.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141446134","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
Relationship of Dose and Signal Enhancement Properties of Gadoquatrane, a New Tetrameric, Macrocyclic Gadolinium-Based Contrast Agent, Compared With Gadobutrol: A Randomized Crossover Study in Healthy Adults. 与钆布醇相比,新型四聚大环钆基造影剂 Gadoquatrane 的剂量与信号增强特性之间的关系:健康成人随机交叉研究》。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-12-01 Epub Date: 2024-06-24 DOI: 10.1097/RLI.0000000000001098
Birte M Hofmann, Kai Riecke, Stefan Klein, Mark A Klemens, Petra Palkowitsch, Johannes F Kahn, Helena Posch, Matthias Berse, Wolfgang Ebert

Objectives: To investigate the signal-enhancement properties of the tetrameric gadolinium-based contrast agent (GBCA) gadoquatrane in relation to the administered dose and compare its properties to those of a standard dose of gadobutrol, as a representative of the currently established macrocyclic GBCAs for magnetic resonance imaging.

Materials and methods: In this randomized, single-blind, 4 × 4 crossover study, 43 healthy adults (19-50 years of age) received 3 single IV injections of gadoquatrane (0.01, 0.03, and 0.06 mmol gadolinium/kg body weight) and 1 injection of gadobutrol (0.1 mmol gadolinium/kg body weight) in randomized sequence with 1-week washout periods between administrations. The relative signal enhancement (RSE) was determined in predefined areas of interest in magnetic resonance image sets of the head-neck region. RSE-vs-dose curves (dose-response curves) were established by linear regression, and comparator-equivalent doses were determined by Bayesian inverse regression analysis. Further, 3 blood samples were taken after each injection for pharmacokinetic analyses, and safety data were assessed.

Results: The RSE increased with gadoquatrane dose. A linear function adequately fitted this relationship. In line with the more than 2-fold higher r1 relaxivity of gadoquatrane per gadolinium ion, gadobutrol-equivalent RSE was achieved with gadoquatrane at less than half the gadolinium dose and less than one eighth of the molecule dose.Administration of gadoquatrane and gadobutrol resulted in very similar dose-normalized gadolinium concentrations in plasma, indicating that the pharmacokinetic profiles are essentially the same. Both contrast agents were well tolerated. Adverse events were rare and not dependent on the dose administered.

Conclusions: Gadoquatrane has the potential to be an effective GBCA that can be used at substantially lower doses in clinical routine than the currently established macrocyclic GBCAs.

研究目的研究四聚体钆基造影剂(GBCA)加多呱雷的信号增强特性与给药剂量的关系,并将其特性与标准剂量的钆布醇进行比较,钆布醇是目前公认的磁共振成像大环GBCA的代表:在这项随机、单盲、4 × 4交叉研究中,43名健康成人(19-50岁)按随机顺序接受了3次单次静脉注射钆喷酸酯(0.01、0.03和0.06毫摩尔钆/千克体重)和1次注射钆布醇(0.1毫摩尔钆/千克体重),两次注射之间有1周的冲洗期。在头颈部磁共振图像组的预定感兴趣区测定相对信号增强(RSE)。通过线性回归建立了 RSE 与剂量的关系曲线(剂量-反应曲线),并通过贝叶斯反回归分析确定了参照物的等效剂量。此外,每次注射后采集 3 份血液样本进行药代动力学分析,并评估安全性数据:结果:RSE随加多曲酶剂量的增加而增加。线性函数充分拟合了这一关系。钆布醇的 RSE 与加多曲特仑的 R1 松弛性相等,但加多曲特仑的 R1 松弛性比钆布醇高出 2 倍以上,因此加多曲特仑的 RSE 不到钆剂量的一半,而加多曲特仑的 RSE 不到分子剂量的八分之一。两种造影剂的耐受性都很好。不良反应很少发生,且与用药剂量无关:Gadoquatrane有可能成为一种有效的GBCA,在临床常规治疗中的使用剂量大大低于目前已有的大环GBCA。
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引用次数: 0
Detectability of Breast Cancer in Dedicated Breast CT Compared With Mammography Dependent on Breast Density. 专用乳腺 CT 与乳腺 X 射线照相术对乳腺癌的检测能力取决于乳腺密度。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-12-01 Epub Date: 2024-07-05 DOI: 10.1097/RLI.0000000000001105
Matthias Wetzl, Theresa Heilingbrunner, Felix Heindl, Evelyn Wenkel, Michael Uder, Sabine Ohlmeyer

Objectives: To evaluate the detectability of non-contrast-enhanced and contrast-enhanced spiral breast computed tomography ([non]-CE-SBCT) compared with mammography. Secondary objectives are to determine detectability depending on breast density and to evaluate appearance of breast malignancies according to BI-RADS descriptors.

Methods: This retrospective institutional review board-approved study included 90 women with 105 biopsy-proven malignant breast lesions. Breast density, BI-RADS descriptors, and detectability were evaluated by 2 independent readers. Diagnostic confidence was rated on a 4-point Likert scale.

Results: For readers 1 and 2, detectability was 83.8% and 80.0% for mammography, 99.1% and 99.1% for CE-SBCT ( P < 0.05), and 66.7% and 61.9% for non-CE-SBCT ( P < 0.05). With both readers, detectability in CE-SBCT was high for density A/B/C/D (both 100%/100%/100%/87.5%). Detectability of readers declined with increasing density for mammography (density A = 100%, B = 89.1% and 95.1%, C = 73.1%, D = 50.0% and 71.4%; P < 0.05) and for non-CE-SBCT (density A = 87.5% and 90.7%, B = 65.5% and 69.1%, C = 54.8% and 60.0%, D = 37.5%; P < 0.05). Mass lesions were detected with CT as often as with mammography, whereas architectural distortions and microcalcifications were detected less often with SBCT. Diagnostic confidence was very high or high in 97.2% for CE-SBCT, in 74.1% for non-CE-SBCT, and in 81.4% for mammography.

Conclusions: Detectability and diagnostic confidence were very high in CE-SBCT, regardless of breast density. The detectability of non-CE-SBCT was lower than that of mammography and declined with increasing breast density.

目的评估非对比度增强型和对比度增强型螺旋乳腺计算机断层扫描([non]-CE-SBCT)与乳腺放射摄影的可探测性。次要目标是根据乳腺密度确定可探测性,并根据 BI-RADS 描述评估乳腺恶性肿瘤的外观:这项经机构审查委员会批准的回顾性研究包括 90 名妇女,她们有 105 个经活检证实的乳腺恶性病变。由两名独立读者对乳腺密度、BI-RADS描述指标和可探测性进行评估。诊断信心采用 4 点李克特量表评分:对于读者 1 和读者 2,乳腺 X 射线摄影的可探测性分别为 83.8% 和 80.0%,CE-SBCT 的可探测性分别为 99.1% 和 99.1%(P < 0.05),非 CE-SBCT 的可探测性分别为 66.7% 和 61.9%(P < 0.05)。使用两种读取器,CE-SBCT 对密度 A/B/C/D 的检出率都很高(均为 100%/100%/100%/87.5%)。对于乳腺 X 线照相术(密度 A = 100%,B = 89.1% 和 95.1%,C = 73.1%,D = 50.0% 和 71.4%;P <0.05)和非 CE-SBCT (密度 A = 87.5% 和 90.7%,B = 65.5% 和 69.1%,C = 54.8% 和 60.0%,D = 37.5%;P <0.05),读者的检出率随着密度的增加而下降。CT 与乳腺 X 射线照相一样能发现肿块病变,而 SBCT 则较少发现建筑变形和微小钙化。97.2%的 CE-SBCT 诊断可信度很高或很高,74.1%的非 CE-SBCT 诊断可信度很高或很高,81.4%的乳腺放射摄影诊断可信度很高或很高:结论:无论乳腺密度如何,CE-SBCT 的检出率和诊断可信度都非常高。结论:无论乳腺密度如何,CE-SBCT 的检出率和诊断可信度都非常高,而非 CE-SBCT 的检出率低于乳腺 X 线照相术,并且随着乳腺密度的增加而下降。
{"title":"Detectability of Breast Cancer in Dedicated Breast CT Compared With Mammography Dependent on Breast Density.","authors":"Matthias Wetzl, Theresa Heilingbrunner, Felix Heindl, Evelyn Wenkel, Michael Uder, Sabine Ohlmeyer","doi":"10.1097/RLI.0000000000001105","DOIUrl":"10.1097/RLI.0000000000001105","url":null,"abstract":"<p><strong>Objectives: </strong>To evaluate the detectability of non-contrast-enhanced and contrast-enhanced spiral breast computed tomography ([non]-CE-SBCT) compared with mammography. Secondary objectives are to determine detectability depending on breast density and to evaluate appearance of breast malignancies according to BI-RADS descriptors.</p><p><strong>Methods: </strong>This retrospective institutional review board-approved study included 90 women with 105 biopsy-proven malignant breast lesions. Breast density, BI-RADS descriptors, and detectability were evaluated by 2 independent readers. Diagnostic confidence was rated on a 4-point Likert scale.</p><p><strong>Results: </strong>For readers 1 and 2, detectability was 83.8% and 80.0% for mammography, 99.1% and 99.1% for CE-SBCT ( P < 0.05), and 66.7% and 61.9% for non-CE-SBCT ( P < 0.05). With both readers, detectability in CE-SBCT was high for density A/B/C/D (both 100%/100%/100%/87.5%). Detectability of readers declined with increasing density for mammography (density A = 100%, B = 89.1% and 95.1%, C = 73.1%, D = 50.0% and 71.4%; P < 0.05) and for non-CE-SBCT (density A = 87.5% and 90.7%, B = 65.5% and 69.1%, C = 54.8% and 60.0%, D = 37.5%; P < 0.05). Mass lesions were detected with CT as often as with mammography, whereas architectural distortions and microcalcifications were detected less often with SBCT. Diagnostic confidence was very high or high in 97.2% for CE-SBCT, in 74.1% for non-CE-SBCT, and in 81.4% for mammography.</p><p><strong>Conclusions: </strong>Detectability and diagnostic confidence were very high in CE-SBCT, regardless of breast density. The detectability of non-CE-SBCT was lower than that of mammography and declined with increasing breast density.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":"861-865"},"PeriodicalIF":7.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141468004","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
Multimodal AI Combining Clinical and Imaging Inputs Improves Prostate Cancer Detection. 结合临床和成像输入的多模态人工智能提高了前列腺癌的检测能力。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-12-01 Epub Date: 2024-07-29 DOI: 10.1097/RLI.0000000000001102
Christian Roest, Derya Yakar, Dorjan Ivan Rener Sitar, Joeran S Bosma, Dennis B Rouw, Stefan Johannes Fransen, Henkjan Huisman, Thomas C Kwee

Objectives: Deep learning (DL) studies for the detection of clinically significant prostate cancer (csPCa) on magnetic resonance imaging (MRI) often overlook potentially relevant clinical parameters such as prostate-specific antigen, prostate volume, and age. This study explored the integration of clinical parameters and MRI-based DL to enhance diagnostic accuracy for csPCa on MRI.

Materials and methods: We retrospectively analyzed 932 biparametric prostate MRI examinations performed for suspected csPCa (ISUP ≥2) at 2 institutions. Each MRI scan was automatically analyzed by a previously developed DL model to detect and segment csPCa lesions. Three sets of features were extracted: DL lesion suspicion levels, clinical parameters (prostate-specific antigen, prostate volume, age), and MRI-based lesion volumes for all DL-detected lesions. Six multimodal artificial intelligence (AI) classifiers were trained for each combination of feature sets, employing both early (feature-level) and late (decision-level) information fusion methods. The diagnostic performance of each model was tested internally on 20% of center 1 data and externally on center 2 data (n = 529). Receiver operating characteristic comparisons determined the optimal feature combination and information fusion method and assessed the benefit of multimodal versus unimodal analysis. The optimal model performance was compared with a radiologist using PI-RADS.

Results: Internally, the multimodal AI integrating DL suspicion levels with clinical features via early fusion achieved the highest performance. Externally, it surpassed baselines using clinical parameters (0.77 vs 0.67 area under the curve [AUC], P < 0.001) and DL suspicion levels alone (AUC: 0.77 vs 0.70, P = 0.006). Early fusion outperformed late fusion in external data (0.77 vs 0.73 AUC, P = 0.005). No significant performance gaps were observed between multimodal AI and radiologist assessments (internal: 0.87 vs 0.88 AUC; external: 0.77 vs 0.75 AUC, both P > 0.05).

Conclusions: Multimodal AI (combining DL suspicion levels and clinical parameters) outperforms clinical and MRI-only AI for csPCa detection. Early information fusion enhanced AI robustness in our multicenter setting. Incorporating lesion volumes did not enhance diagnostic efficacy.

目的:用于检测磁共振成像(MRI)上有临床意义的前列腺癌(csPCa)的深度学习(DL)研究往往会忽略潜在的相关临床参数,如前列腺特异性抗原、前列腺体积和年龄。本研究探讨了如何整合临床参数和基于磁共振成像的 DL,以提高磁共振成像对 csPCa 的诊断准确性:我们回顾性分析了两家机构为疑似 csPCa(ISUP ≥2)进行的 932 次双参数前列腺 MRI 检查。每个 MRI 扫描均由之前开发的 DL 模型自动分析,以检测和分割 csPCa 病灶。提取了三组特征:DL 病灶可疑程度、临床参数(前列腺特异性抗原、前列腺体积、年龄)以及所有 DL 检测到的病灶的基于 MRI 的病灶体积。采用早期(特征级)和晚期(决策级)信息融合方法,针对每种特征集组合训练了六个多模态人工智能(AI)分类器。每个模型的诊断性能在 20% 的中心 1 数据上进行了内部测试,在中心 2 数据(n = 529)上进行了外部测试。接收者操作特征比较确定了最佳特征组合和信息融合方法,并评估了多模态分析与单模态分析的优势。最佳模型的性能与使用 PI-RADS 的放射科医生进行了比较:结果:在内部,通过早期融合将 DL 怀疑水平与临床特征相结合的多模态人工智能取得了最高的性能。从外部来看,它超过了使用临床参数的基线(曲线下面积 [AUC] 0.77 vs 0.67,P < 0.001)和仅使用 DL 怀疑水平的基线(AUC:0.77 vs 0.70,P = 0.006)。在外部数据中,早期融合优于晚期融合(AUC:0.77 vs 0.73,P = 0.005)。多模态人工智能与放射科医生的评估之间没有发现明显的性能差距(内部:0.87 vs 0.88 AUC;外部:0.77 vs 0.75 AUC,P 均大于 0.05):结论:在csPCa检测方面,多模态人工智能(结合DL怀疑水平和临床参数)优于临床人工智能和单纯磁共振成像人工智能。在我们的多中心环境中,早期信息融合增强了人工智能的稳健性。纳入病灶体积并不能提高诊断效果。
{"title":"Multimodal AI Combining Clinical and Imaging Inputs Improves Prostate Cancer Detection.","authors":"Christian Roest, Derya Yakar, Dorjan Ivan Rener Sitar, Joeran S Bosma, Dennis B Rouw, Stefan Johannes Fransen, Henkjan Huisman, Thomas C Kwee","doi":"10.1097/RLI.0000000000001102","DOIUrl":"10.1097/RLI.0000000000001102","url":null,"abstract":"<p><strong>Objectives: </strong>Deep learning (DL) studies for the detection of clinically significant prostate cancer (csPCa) on magnetic resonance imaging (MRI) often overlook potentially relevant clinical parameters such as prostate-specific antigen, prostate volume, and age. This study explored the integration of clinical parameters and MRI-based DL to enhance diagnostic accuracy for csPCa on MRI.</p><p><strong>Materials and methods: </strong>We retrospectively analyzed 932 biparametric prostate MRI examinations performed for suspected csPCa (ISUP ≥2) at 2 institutions. Each MRI scan was automatically analyzed by a previously developed DL model to detect and segment csPCa lesions. Three sets of features were extracted: DL lesion suspicion levels, clinical parameters (prostate-specific antigen, prostate volume, age), and MRI-based lesion volumes for all DL-detected lesions. Six multimodal artificial intelligence (AI) classifiers were trained for each combination of feature sets, employing both early (feature-level) and late (decision-level) information fusion methods. The diagnostic performance of each model was tested internally on 20% of center 1 data and externally on center 2 data (n = 529). Receiver operating characteristic comparisons determined the optimal feature combination and information fusion method and assessed the benefit of multimodal versus unimodal analysis. The optimal model performance was compared with a radiologist using PI-RADS.</p><p><strong>Results: </strong>Internally, the multimodal AI integrating DL suspicion levels with clinical features via early fusion achieved the highest performance. Externally, it surpassed baselines using clinical parameters (0.77 vs 0.67 area under the curve [AUC], P < 0.001) and DL suspicion levels alone (AUC: 0.77 vs 0.70, P = 0.006). Early fusion outperformed late fusion in external data (0.77 vs 0.73 AUC, P = 0.005). No significant performance gaps were observed between multimodal AI and radiologist assessments (internal: 0.87 vs 0.88 AUC; external: 0.77 vs 0.75 AUC, both P > 0.05).</p><p><strong>Conclusions: </strong>Multimodal AI (combining DL suspicion levels and clinical parameters) outperforms clinical and MRI-only AI for csPCa detection. Early information fusion enhanced AI robustness in our multicenter setting. Incorporating lesion volumes did not enhance diagnostic efficacy.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":"854-860"},"PeriodicalIF":7.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141792489","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}
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Investigative Radiology
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