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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。
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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}
引用次数: 0
Accelerated High-Resolution Deep Learning Reconstruction Turbo Spin Echo MRI of the Knee at 7 T. 7 T 下加速高分辨率深度学习重建膝关节涡旋回波 MRI。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-12-01 Epub Date: 2024-07-04 DOI: 10.1097/RLI.0000000000001095
Adrian Alexander Marth, Constantin von Deuster, Stefan Sommer, Georg Constantin Feuerriegel, Sophia Samira Goller, Reto Sutter, Daniel Nanz

Objectives: The aim of this study was to compare the image quality of 7 T turbo spin echo (TSE) knee images acquired with varying factors of parallel-imaging acceleration reconstructed with deep learning (DL)-based and conventional algorithms.

Materials and methods: This was a prospective single-center study. Twenty-three healthy volunteers underwent 7 T knee magnetic resonance imaging. Two-, 3-, and 4-fold accelerated high-resolution fat-signal-suppressing proton density (PD-fs) and T1-weighted coronal 2D TSE acquisitions with an encoded voxel volume of 0.31 × 0.31 × 1.5 mm 3 were acquired. Each set of raw data was reconstructed with a DL-based and a conventional Generalized Autocalibrating Partially Parallel Acquisition (GRAPPA) algorithm. Three readers rated image contrast, sharpness, artifacts, noise, and overall quality. Friedman analysis of variance and the Wilcoxon signed rank test were used for comparison of image quality criteria.

Results: The mean age of the participants was 32.0 ± 8.1 years (15 male, 8 female). Acquisition times at 4-fold acceleration were 4 minutes 15 seconds (PD-fs, Supplemental Video is available at http://links.lww.com/RLI/A938 ) and 3 minutes 9 seconds (T1, Supplemental Video available at http://links.lww.com/RLI/A939 ). At 4-fold acceleration, image contrast, sharpness, noise, and overall quality of images reconstructed with the DL-based algorithm were significantly better rated than the corresponding GRAPPA reconstructions ( P < 0.001). Four-fold accelerated DL-reconstructed images scored significantly better than 2- to 3-fold GRAPPA-reconstructed images with regards to image contrast, sharpness, noise, and overall quality ( P ≤ 0.031). Image contrast of PD-fs images at 2-fold acceleration ( P = 0.087), image noise of T1-weighted images at 2-fold acceleration ( P = 0.180), and image artifacts for both sequences at 2- and 3-fold acceleration ( P ≥ 0.102) of GRAPPA reconstructions were not rated differently than those of 4-fold accelerated DL-reconstructed images. Furthermore, no significant difference was observed for all image quality measures among 2-fold, 3-fold, and 4-fold accelerated DL reconstructions ( P ≥ 0.082).

Conclusions: This study explored the technical potential of DL-based image reconstruction in accelerated 2D TSE acquisitions of the knee at 7 T. DL reconstruction significantly improved a variety of image quality measures of high-resolution TSE images acquired with a 4-fold parallel-imaging acceleration compared with a conventional reconstruction algorithm.

研究目的本研究旨在比较基于深度学习(DL)的7 T涡轮自旋回波(TSE)膝关节图像和基于传统算法的7 T涡轮自旋回波膝关节图像的图像质量:这是一项前瞻性单中心研究。23 名健康志愿者接受了 7 T 膝关节磁共振成像。采集了两倍、三倍和四倍加速的高分辨率脂肪信号抑制质子密度(PD-fs)和 T1 加权冠状二维 TSE 采集,编码体素体积为 0.31 × 0.31 × 1.5 mm3。每组原始数据均采用基于 DL 的重建算法和传统的通用自校准部分并行采集 (GRAPPA) 算法进行重建。三位读者对图像对比度、清晰度、伪影、噪音和整体质量进行了评分。弗里德曼方差分析和Wilcoxon符号秩检验用于比较图像质量标准:参与者的平均年龄为 32.0 ± 8.1 岁(男性 15 人,女性 8 人)。4倍加速采集时间为4分15秒(PD-fs,补充视频见http://links.lww.com/RLI/A938)和3分9秒(T1,补充视频见http://links.lww.com/RLI/A939)。在四倍加速时,基于 DL 算法重建的图像对比度、清晰度、噪声和整体质量明显优于相应的 GRAPPA 重建(P < 0.001)。在图像对比度、清晰度、噪音和整体质量方面,四倍加速 DL 重建图像的评分明显优于 2 至 3 倍 GRAPPA 重建图像(P ≤ 0.031)。2倍加速PD-fs图像的对比度(P = 0.087)、2倍加速T1加权图像的图像噪声(P = 0.180)以及2倍和3倍加速GRAPPA重建的两个序列的图像伪影(P ≥ 0.102)与4倍加速DL重建图像的图像对比度、图像噪声和图像伪影的评分没有差异。此外,2倍、3倍和4倍加速DL重建的所有图像质量指标均无明显差异(P≥0.082):这项研究探索了基于 DL 的图像重建在 7 T 加速二维膝关节 TSE 采集中的技术潜力。与传统重建算法相比,DL 重建显著改善了 4 倍并行成像加速采集的高分辨率 TSE 图像的各种图像质量指标。
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引用次数: 0
Molecular Ultrasound Imaging With Clinically Translatable cRGD-Coated Microbubbles to Assess αvβ3-Integrin Expression in Inflammatory Bowel Disease. 临床可翻译的crgd包被微泡分子超声成像评估炎症性肠病中αvβ3-整合素的表达
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-29 DOI: 10.1097/RLI.0000000000001143
Jinwei Qi, Junlin Chen, Saskia von Stillfried, Patrick Kozcera, Yang Shi, Anne Rix, Fabian Kiessling

Objectives: Inflammatory bowel disease (IBD) subdivides into Crohn disease (CD) and ulcerative colitis (UC), and is characterized by unpredictable periods of inflammation and results in significant patient suffering and even death. Conventional diagnostic methods, for example, colonoscopy, computed tomography, or magnetic resonance imaging, have limitations such as invasiveness, patient discomfort, and limited sensitivity and accuracy. Therefore, we propose ultrasound molecular imaging (USMI) to detect and characterize IBD. First, we evaluated integrin-αvβ3 as a biomarker of IBD in human samples and then used clinically translatable cyclic Arg-Gly-Asp-D-Phe-Lys (cRGDfK)-coupled poly(butyl)cyanoacrylate microbubbles (cRGD-MB) to assess IBD in mice.

Materials and methods: Vascular integrin-αvβ3 expression in human colon tissue samples (healthy, CD and UC, n = 10 per group) was analyzed by immunofluorescence staining. In mice, acute colitis was induced by administration of 4% dextran sodium sulfate in drinking water for 5 days. On day 7, USMI with cRGD-MB was performed in colitis (n = 6) and healthy (n = 5) mice. The signal of bound cRGD-MB was assessed by the destruction-replenishment method. Ex vivo analysis of mouse colon tissue was performed to assess the degree of colitis by hematoxylin-eosin staining and the vascular expression of integrin-αv by immunofluorescence.

Results: Human samples showed a significantly higher vascular integrin-αvβ3 expression in CD and UC tissue, when compared with healthy samples (P < 0.005). In mice, a higher binding of cRGD-MB to inflamed colon was detected by USMI compared with healthy controls (P < 0.005). Immunofluorescence staining confirmed these findings, showing stronger integrin-αv expression in acute colitis, with a good correlation between USMI signal intensity and integrin-αv expression (r = 0.8, P = 0.0016).

Conclusions: Integrin-αvβ3 on vessels is a suitable marker for IBD. USMI using cRGD-MB accurately detects this marker and correlates well with histology. These encouraging results support clinical translation of this imaging method as a noninvasive and cost-effective monitoring tool.

目的:炎症性肠病(IBD)细分为克罗恩病(CD)和溃疡性结肠炎(UC),其特征是不可预测的炎症期,导致患者严重痛苦甚至死亡。传统的诊断方法,如结肠镜检查、计算机断层扫描或磁共振成像,都有局限性,如侵入性、患者不适、灵敏度和准确性有限。因此,我们提出超声分子成像(USMI)来检测和表征IBD。首先,我们评估了整合素-αvβ3作为人类IBD的生物标志物,然后使用临床可翻译的环arg - gy - asp - d - ph - lys (cRGDfK)偶联聚(丁基)氰丙烯酸酯微泡(cRGD-MB)来评估小鼠IBD。材料与方法:采用免疫荧光染色法分析血管整合素-αvβ3在人结肠组织(健康、CD和UC,每组n = 10)中的表达。小鼠在饮水中给予4%葡聚糖硫酸钠5天,诱导急性结肠炎。第7天,在结肠炎小鼠(n = 6)和健康小鼠(n = 5)中使用cRGD-MB进行USMI。结合的cRGD-MB信号通过破坏-补充法进行评估。体外分析小鼠结肠组织,苏木精-伊红染色评估结肠炎程度,免疫荧光检测血管中整合素-αv的表达。结果:人血管整合素-αvβ3在CD和UC组织中的表达明显高于健康组织(P < 0.005)。在小鼠中,USMI检测到cRGD-MB与炎症结肠的结合高于健康对照组(P < 0.005)。免疫荧光染色证实了这些发现,急性结肠炎中整合素-αv表达增强,USMI信号强度与整合素-αv表达有良好的相关性(r = 0.8, P = 0.0016)。结论:血管上的整合素-αvβ3是IBD的合适标志物。使用cRGD-MB的USMI可以准确地检测到该标记物,并且与组织学具有良好的相关性。这些令人鼓舞的结果支持这种成像方法作为一种无创和经济有效的监测工具的临床翻译。
{"title":"Molecular Ultrasound Imaging With Clinically Translatable cRGD-Coated Microbubbles to Assess αvβ3-Integrin Expression in Inflammatory Bowel Disease.","authors":"Jinwei Qi, Junlin Chen, Saskia von Stillfried, Patrick Kozcera, Yang Shi, Anne Rix, Fabian Kiessling","doi":"10.1097/RLI.0000000000001143","DOIUrl":"https://doi.org/10.1097/RLI.0000000000001143","url":null,"abstract":"<p><strong>Objectives: </strong>Inflammatory bowel disease (IBD) subdivides into Crohn disease (CD) and ulcerative colitis (UC), and is characterized by unpredictable periods of inflammation and results in significant patient suffering and even death. Conventional diagnostic methods, for example, colonoscopy, computed tomography, or magnetic resonance imaging, have limitations such as invasiveness, patient discomfort, and limited sensitivity and accuracy. Therefore, we propose ultrasound molecular imaging (USMI) to detect and characterize IBD. First, we evaluated integrin-αvβ3 as a biomarker of IBD in human samples and then used clinically translatable cyclic Arg-Gly-Asp-D-Phe-Lys (cRGDfK)-coupled poly(butyl)cyanoacrylate microbubbles (cRGD-MB) to assess IBD in mice.</p><p><strong>Materials and methods: </strong>Vascular integrin-αvβ3 expression in human colon tissue samples (healthy, CD and UC, n = 10 per group) was analyzed by immunofluorescence staining. In mice, acute colitis was induced by administration of 4% dextran sodium sulfate in drinking water for 5 days. On day 7, USMI with cRGD-MB was performed in colitis (n = 6) and healthy (n = 5) mice. The signal of bound cRGD-MB was assessed by the destruction-replenishment method. Ex vivo analysis of mouse colon tissue was performed to assess the degree of colitis by hematoxylin-eosin staining and the vascular expression of integrin-αv by immunofluorescence.</p><p><strong>Results: </strong>Human samples showed a significantly higher vascular integrin-αvβ3 expression in CD and UC tissue, when compared with healthy samples (P < 0.005). In mice, a higher binding of cRGD-MB to inflamed colon was detected by USMI compared with healthy controls (P < 0.005). Immunofluorescence staining confirmed these findings, showing stronger integrin-αv expression in acute colitis, with a good correlation between USMI signal intensity and integrin-αv expression (r = 0.8, P = 0.0016).</p><p><strong>Conclusions: </strong>Integrin-αvβ3 on vessels is a suitable marker for IBD. USMI using cRGD-MB accurately detects this marker and correlates well with histology. These encouraging results support clinical translation of this imaging method as a noninvasive and cost-effective monitoring tool.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":""},"PeriodicalIF":7.0,"publicationDate":"2024-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142750691","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
Improved MR Detection of Optic Nerve Demyelination With MP2RAGE-FLAWS Compared With T2-Weighted Fat-Saturated Sequences. 与 T2 加权脂肪饱和序列相比,MP2RAGE-FLAWS 可改进视神经脱髓鞘的磁共振检测。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-28 DOI: 10.1097/RLI.0000000000001140
Randa Aichour, Thibaut Emorine, Nadia Oubaya, Imen Megdiche, Alain Créange, Augustin Lecler, Tobias Kober, Aurélien Massire, Blanche Bapst

Objectives: Nonenhanced T1-w sequences such as magnetization-prepared 2 rapid acquisition gradient echo (MP2RAGE) and derived fluid and white matter suppression (FLAWS) have demonstrated high performance for detecting brain parenchymal and cervical spine demyelinating lesions in multiple sclerosis. However, their potential for identifying optic nerve (ON) demyelination remains unexplored. The aim of this study was to evaluate the performance of compressed sensing-accelerated (CS) MP2RAGE-FLAWS imaging for detection of ON demyelination lesions compared with T2-w fat-saturated (FS) TSE imaging in a clinical setting.

Materials and methods: We conducted a retrospective study of magnetic resonance scans acquired on patients with central nervous system demyelinating disorders between January and December 2022. Inclusion criteria were the acquisition in the same session of a brain CS-MP2RAGE-FLAWS imaging and a combination of axial + coronal T2-w FS orbital sequences. A 4-step radiological analysis-including blinded and consensus readings-assessed ON lesion detection. The reference standard was the final reading session of radiologists using the entire patient file. Sensitivities and specificities of both sequences were computed and compared using McNemar χ2 tests.

Results: Thirty-nine patients (mean age: 43 ± 14 years; 25 women) were analyzed, including 34 with multiple sclerosis, 2 with MOGAD (myelin oligodendrocyte glycoprotein antibody-associated disease), 1 with NMOSD (neuromyelitis optica spectrum disorder), and 2 with indeterminate demyelinating disease. Among the 78 ONs analyzed, 64 lesions were detected with CS-MP2RAGE-FLAWS as opposed to 37 with 2D T2-w FS imaging, corresponding to a total of 41 and 27 affected nerves, respectively. CS-MP2RAGE-FLAWS exhibited higher sensitivity for overall detection of ON lesions compared with 2D T2-w FS imaging (97.5% vs 67.5%, P = 0.001) without reducing the specificity. Improved lesion detectability with CS-MP2RAGE-FLAWS was significant compared with 2D T2-w FS in intraorbital and intracanalicular segments (respectively, 92.3% vs 50% and 96.3% vs 66.7%; P < 0.05). There was no difference in sensitivity (P = 0.69) or specificity (P = 0.99) regarding the intracranial segment analysis.

Conclusions: CS-MP2RAGE-FLAWS sequence improves ON lesion detection compared with conventional 2D T2-w FS, especially in the intraorbital segment, while simultaneously providing whole-brain and cervical spinal cord imaging at no additional time cost.

目的:磁化准备2快速采集梯度回波(MP2RAGE)和衍生流体与白质抑制(FLAWS)等非增强T1-w序列在检测多发性硬化症的脑实质和颈椎脱髓鞘病变方面表现出很高的性能。然而,它们在识别视神经(ON)脱髓鞘方面的潜力仍有待探索。本研究旨在评估压缩传感-加速(CS)MP2RAGE-FLAWS成像与T2-w脂肪饱和(FS)TSE成像相比在临床环境中检测视神经脱髓鞘病变的性能:我们对2022年1月至12月期间中枢神经系统脱髓鞘疾病患者的磁共振扫描结果进行了回顾性研究。纳入标准是在同一次扫描中获得脑CS-MP2RAGE-FLAWS成像和轴向+冠状T2-w FS眼眶序列组合。对ON病变检测进行4步放射学分析,包括盲读和共识读数评估。参考标准是放射科医生使用整个患者档案进行的最终读片。计算两种序列的敏感性和特异性,并使用 McNemar χ2 检验进行比较:分析了 39 名患者(平均年龄:43 ± 14 岁;25 名女性),其中包括 34 名多发性硬化症患者、2 名 MOGAD(髓鞘少突胶质细胞糖蛋白抗体相关疾病)患者、1 名 NMOSD(神经性脊髓炎视神经频谱紊乱)患者和 2 名不确定的脱髓鞘疾病患者。在分析的78个ON中,CS-MP2RAGE-FLAWS检测到64个病变,而二维T2-w FS成像检测到37个病变,受影响的神经总数分别为41个和27个。与二维 T2-w FS 成像相比,CS-MP2RAGE-FLAWS 在整体检测 ON 病变方面表现出更高的灵敏度(97.5% vs 67.5%,P = 0.001),而特异性并没有降低。与二维 T2-w FS 相比,CS-MP2RAGE-FLAWS 对眶内和椎管内节段病变的检测能力显著提高(分别为 92.3% vs 50% 和 96.3% vs 66.7%;P < 0.05)。颅内节段分析的敏感性(P = 0.69)和特异性(P = 0.99)没有差异:结论:与传统的二维 T2-w FS 相比,CS-MP2RAGE-FLAWS 序列提高了对ON 病变的检测能力,尤其是在眶内节段,同时在不增加时间成本的情况下提供全脑和颈脊髓成像。
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引用次数: 0
Safety of Gadopiclenol After Its First Year of Clinical Use. 加多克诺临床使用一年后的安全性。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-21 DOI: 10.1097/RLI.0000000000001144
Alberto Spinazzi, Eric Lancelot, Letizia Vitali, Christophe Cot, Gianpaolo Pirovano, Alvin Joseph, Miles A Kirchin, Elisabeth Darmon-Kern, Philippe Bourrinet

Abstract: Gadopiclenol is a novel, macrocyclic high-relaxivity gadolinium-based contrast agent recently approved for use in magnetic resonance imaging of the central nervous system and body organs at a dose of 0.05 mmol/kg body weight. Postmarketing surveillance of its first year of clinical use in the United States of America showed no serious adverse events (AEs) following over 882,550 administrations and a very low rate of nonserious AEs (1 case every 27,580 exposures). The types of observed AEs were similar to those reported for other gadolinium-based contrast agents in clinical use. Safety data from postmarketing surveillance of gadopiclenol further confirm its positive benefit-risk profile demonstrated in preapproval clinical studies.

摘要:Gadopiclenol是一种新型的大环高松弛钆基造影剂,最近被批准用于中枢神经系统和身体器官的磁共振成像,剂量为0.05 mmol/kg体重。其在美国临床使用第一年的上市后监测显示,在882,550次用药后没有出现严重不良事件(ae),非严重ae发生率非常低(每27,580次用药1例)。观察到的ae类型与临床使用的其他钆基造影剂的报道相似。加多克利诺上市后监测的安全性数据进一步证实了其在批准前临床研究中证明的积极的获益-风险概况。
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引用次数: 0
Leveraging Phase Information of 3D Isotropic Ultrashort Echo Time Pulmonary MRI for the Detection of Thoracic Lymphadenopathy: Toward an All-in-One Scan Solution. 利用三维各向同性超短回波时间肺部MRI的相位信息检测胸部淋巴结病:迈向一体化扫描解决方案。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-19 DOI: 10.1097/RLI.0000000000001135
Sebastian Ziegelmayer, Anh Tu Van, Kilian Weiss, Alexander W Marka, Tristan Lemke, Florian Scheuerer, Thomas Huber, Andreas Sauter, Ryan Robison, Joshua Gawlitza, Marcus R Makowski, Dimitrios C Karampinos, Markus Graf

Background: Ultrashort echo time (UTE) allows imaging of tissues with short relaxation times, but it comes with the expense of long scan times. Magnitude images of UTE magnetic resonance imaging (MRI) are widely used in pulmonary imaging due to excellent parenchymal signal, but have insufficient contrast for other anatomical regions of the thorax. Our work investigates the value of UTE phase images (UTE-Ps)-generated simultaneously from the acquired UTE signal used for the magnitude images-for the detection of thoracic lymph nodes based on water-fat contrast. It employs an advanced imaging sequence and reconstruction allowing isotropic 3D UTE MRI in clinically acceptable scan times.

Methods: In our prospective study, 42 patients with 136 lymph nodes had undergone venous computed tomography and pulmonary MRI scans with UTE within a 14-day interval. 3D isotropic UTE images were acquired using FLORET (fermat looped, orthogonally encoded trajectories). Background-corrected phase images (UTE-P) and magnitude images were reconstructed simultaneously from the UTE-Signal. Three radiologists performed a blinded reading in which all lymph nodes with a short-axis diameter (SAD) of at least 0.5 cm were detected. Detection rates and performance metrics of UTE-P for all lymph node regions and for pathologic (SAD ≥10 mm) and nonpathologic lymph nodes (SAD <10 mm) were calculated using computed tomography as a reference. The interreader agreement defined as the presence or absence of lymph nodes based on patient and region was calculated using Fleiss kappa (κ).

Findings: In the phase images, pathologic lymph nodes in the mediastinal and hilar region were detected with a high diagnostic confidence due to the achieved water-fat contrast (average sensitivity, specificity, positive predictive value, and negative predictive value of 95.83% [confidence interval (CI), 92.76%-98.91%], 100%, 100%, and 99.32% [CI, 98.08%-100%]). Stepwise inclusion of all lymph node regions and nonpathologic lymph nodes was associated with a moderate decrease resulting in an average sensitivity, specificity, positive predictive value, and negative predictive value of 77.9% (CI, 70.9%-84.7%), 99.4% (CI, 98.7%-99.9%), 97.0% (CI, 93.4%-99.7%), and 94.7% (CI, 92.8%-96.4%) for the inclusion of all lymph nodes sizes and regions. Interreader agreement was almost perfect (κ = 0.92).

Conclusions: Pathological lymph nodes in the mediastinal and hilar region can be detected in phase-images with high diagnostic confidence, thanks to the ability of the phase images to depict water-fat contrast in combination with high spatial 3D resolution, extending the clinical applicability of UTE into the simultaneous assessment of lung parenchyma and lymph nodes.

背景:超短回波时间(UTE)可对弛豫时间较短的组织进行成像,但其代价是扫描时间较长。UTE磁共振成像(MRI)的幅值图像因具有极佳的实质信号而广泛应用于肺部成像,但对胸部其他解剖区域的对比度不足。我们的工作研究了UTE 相位图像(UTE-Ps)的价值--该图像由用于幅值图像的获取的UTE 信号同时生成,可用于基于水-脂肪对比度的胸部淋巴结检测。它采用了先进的成像序列和重建技术,允许在临床可接受的扫描时间内进行各向同性三维UTE MRI:方法:在我们的前瞻性研究中,42 名患有 136 个淋巴结的患者在间隔 14 天内接受了静脉计算机断层扫描和肺部 MRI UTE 扫描。使用 FLORET(费马环形正交编码轨迹)获取三维各向同性 UTE 图像。根据UTE信号同时重建背景校正相位图像(UTE-P)和幅值图像。三名放射科医生进行盲读,检测所有短轴直径(SAD)至少为 0.5 厘米的淋巴结。UTE-P对所有淋巴结区域、病理淋巴结(SAD≥10毫米)和非病理淋巴结(SAD发现)的检测率和性能指标:在相位图像中,由于实现了水脂对比,纵隔和肺门区域病理淋巴结的检测诊断可信度很高(平均灵敏度、特异性、阳性预测值和阴性预测值分别为 95.83% [置信区间 (CI),92.76%-98.91%]、100%、100% 和 99.32% [CI,98.08%-100%])。逐步纳入所有淋巴结区域和非病理性淋巴结会导致灵敏度、特异性、阳性预测值和阴性预测值适度下降,纳入所有淋巴结大小和区域的平均灵敏度、特异性、阳性预测值和阴性预测值分别为 77.9% (CI,70.9%-84.7%)、99.4% (CI,98.7%-99.9%)、97.0% (CI,93.4%-99.7%) 和 94.7% (CI,92.8%-96.4%)。读片者之间的一致性几乎完美(κ = 0.92):由于相位图像能够描绘水-脂肪对比度,同时具有较高的空间三维分辨率,因此可在相位图像中检测出纵隔和肺门区域的病理淋巴结,诊断可信度较高,从而将UTE的临床应用扩展到同时评估肺实质和淋巴结。
{"title":"Leveraging Phase Information of 3D Isotropic Ultrashort Echo Time Pulmonary MRI for the Detection of Thoracic Lymphadenopathy: Toward an All-in-One Scan Solution.","authors":"Sebastian Ziegelmayer, Anh Tu Van, Kilian Weiss, Alexander W Marka, Tristan Lemke, Florian Scheuerer, Thomas Huber, Andreas Sauter, Ryan Robison, Joshua Gawlitza, Marcus R Makowski, Dimitrios C Karampinos, Markus Graf","doi":"10.1097/RLI.0000000000001135","DOIUrl":"10.1097/RLI.0000000000001135","url":null,"abstract":"<p><strong>Background: </strong>Ultrashort echo time (UTE) allows imaging of tissues with short relaxation times, but it comes with the expense of long scan times. Magnitude images of UTE magnetic resonance imaging (MRI) are widely used in pulmonary imaging due to excellent parenchymal signal, but have insufficient contrast for other anatomical regions of the thorax. Our work investigates the value of UTE phase images (UTE-Ps)-generated simultaneously from the acquired UTE signal used for the magnitude images-for the detection of thoracic lymph nodes based on water-fat contrast. It employs an advanced imaging sequence and reconstruction allowing isotropic 3D UTE MRI in clinically acceptable scan times.</p><p><strong>Methods: </strong>In our prospective study, 42 patients with 136 lymph nodes had undergone venous computed tomography and pulmonary MRI scans with UTE within a 14-day interval. 3D isotropic UTE images were acquired using FLORET (fermat looped, orthogonally encoded trajectories). Background-corrected phase images (UTE-P) and magnitude images were reconstructed simultaneously from the UTE-Signal. Three radiologists performed a blinded reading in which all lymph nodes with a short-axis diameter (SAD) of at least 0.5 cm were detected. Detection rates and performance metrics of UTE-P for all lymph node regions and for pathologic (SAD ≥10 mm) and nonpathologic lymph nodes (SAD <10 mm) were calculated using computed tomography as a reference. The interreader agreement defined as the presence or absence of lymph nodes based on patient and region was calculated using Fleiss kappa (κ).</p><p><strong>Findings: </strong>In the phase images, pathologic lymph nodes in the mediastinal and hilar region were detected with a high diagnostic confidence due to the achieved water-fat contrast (average sensitivity, specificity, positive predictive value, and negative predictive value of 95.83% [confidence interval (CI), 92.76%-98.91%], 100%, 100%, and 99.32% [CI, 98.08%-100%]). Stepwise inclusion of all lymph node regions and nonpathologic lymph nodes was associated with a moderate decrease resulting in an average sensitivity, specificity, positive predictive value, and negative predictive value of 77.9% (CI, 70.9%-84.7%), 99.4% (CI, 98.7%-99.9%), 97.0% (CI, 93.4%-99.7%), and 94.7% (CI, 92.8%-96.4%) for the inclusion of all lymph nodes sizes and regions. Interreader agreement was almost perfect (κ = 0.92).</p><p><strong>Conclusions: </strong>Pathological lymph nodes in the mediastinal and hilar region can be detected in phase-images with high diagnostic confidence, thanks to the ability of the phase images to depict water-fat contrast in combination with high spatial 3D resolution, extending the clinical applicability of UTE into the simultaneous assessment of lung parenchyma and lymph nodes.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":""},"PeriodicalIF":7.0,"publicationDate":"2024-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142836663","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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