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Ultrasound-based radiomics and machine learning for enhanced diagnosis of knee osteoarthritis: Evaluation of diagnostic accuracy, sensitivity, specificity, and predictive value 基于超声的放射组学和机器学习增强膝骨关节炎的诊断:诊断准确性、敏感性、特异性和预测价值的评估
IF 1.8 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-04-02 DOI: 10.1016/j.ejro.2025.100649
Takeharu Kiso , Yukinori Okada , Satoru Kawata , Kouta Shichiji , Eiichiro Okumura , Noritaka Hatsumi , Ryohei Matsuura , Masaki Kaminaga , Hikaru Kuwano , Erika Okumura

Purpose

To evaluate the usefulness of radiomics features extracted from ultrasonographic images in diagnosing and predicting the severity of knee osteoarthritis (OA).

Methods

In this single-center, prospective, observational study, radiomics features were extracted from standing radiographs and ultrasonographic images of knees of patients aged 40–85 years with primary medial OA and without OA. Analysis was conducted using LIFEx software (version 7.2.n), ANOVA, and LASSO regression. The diagnostic accuracy of three different models, including a statistical model incorporating background factors and machine learning models, was evaluated.

Results

Among 491 limbs analyzed, 318 were OA and 173 were non-OA cases. The mean age was 72.7 (±8.7) and 62.6 (±11.3) years in the OA and non-OA groups, respectively. The OA group included 81 (25.5 %) men and 237 (74.5 %) women, whereas the non-OA group included 73 men (42.2 %) and 100 (57.8 %) women. A statistical model using the cutoff value of MORPHOLOGICAL_SurfaceToVolumeRatio (IBSI:2PR5) achieved a specificity of 0.98 and sensitivity of 0.47. Machine learning diagnostic models (Model 2) demonstrated areas under the curve (AUCs) of 0.88 (discriminant analysis) and 0.87 (logistic regression), with sensitivities of 0.80 and 0.81 and specificities of 0.82 and 0.80, respectively. For severity prediction, the statistical model using MORPHOLOGICAL_SurfaceToVolumeRatio (IBSI:2PR5) showed sensitivity and specificity values of 0.78 and 0.86, respectively, whereas machine learning models achieved an AUC of 0.92, sensitivity of 0.81, and specificity of 0.85 for severity prediction.

Conclusion

The use of radiomics features in diagnosing knee OA shows potential as a supportive tool for enhancing clinicians' decision-making.
目的评价超声图像放射组学特征在诊断和预测膝关节骨关节炎(OA)严重程度中的价值。方法在这项单中心、前瞻性、观察性研究中,从40-85岁原发性内侧骨关节炎和非骨关节炎患者的站立x线片和超声图像中提取放射组学特征。采用LIFEx软件(version 7.2.n)、方差分析和LASSO回归进行分析。评估了三种不同模型的诊断准确性,包括结合背景因素和机器学习模型的统计模型。结果491例肢体中OA 318例,非OA 173例。OA组和非OA组的平均年龄分别为72.7(±8.7)岁和62.6(±11.3)岁。OA组包括81名男性(25.5 %)和237名女性(74.5 %),而非OA组包括73名男性(42.2% %)和100名女性(57.8 %)。使用MORPHOLOGICAL_SurfaceToVolumeRatio (IBSI:2PR5)截断值的统计模型的特异性为0.98,敏感性为0.47。机器学习诊断模型(模型2)的曲线下面积(auc)分别为0.88(判别分析)和0.87(逻辑回归),敏感性分别为0.80和0.81,特异性分别为0.82和0.80。对于严重程度预测,使用MORPHOLOGICAL_SurfaceToVolumeRatio (IBSI:2PR5)的统计模型的灵敏度和特异性分别为0.78和0.86,而机器学习模型的严重程度预测的AUC为0.92,灵敏度为0.81,特异性为0.85。结论放射组学特征在膝关节OA诊断中的应用为临床医生的决策提供了一种支持工具。
{"title":"Ultrasound-based radiomics and machine learning for enhanced diagnosis of knee osteoarthritis: Evaluation of diagnostic accuracy, sensitivity, specificity, and predictive value","authors":"Takeharu Kiso ,&nbsp;Yukinori Okada ,&nbsp;Satoru Kawata ,&nbsp;Kouta Shichiji ,&nbsp;Eiichiro Okumura ,&nbsp;Noritaka Hatsumi ,&nbsp;Ryohei Matsuura ,&nbsp;Masaki Kaminaga ,&nbsp;Hikaru Kuwano ,&nbsp;Erika Okumura","doi":"10.1016/j.ejro.2025.100649","DOIUrl":"10.1016/j.ejro.2025.100649","url":null,"abstract":"<div><h3>Purpose</h3><div>To evaluate the usefulness of radiomics features extracted from ultrasonographic images in diagnosing and predicting the severity of knee osteoarthritis (OA).</div></div><div><h3>Methods</h3><div>In this single-center, prospective, observational study, radiomics features were extracted from standing radiographs and ultrasonographic images of knees of patients aged 40–85 years with primary medial OA and without OA. Analysis was conducted using LIFEx software (version 7.2.n), ANOVA, and LASSO regression. The diagnostic accuracy of three different models, including a statistical model incorporating background factors and machine learning models, was evaluated.</div></div><div><h3>Results</h3><div>Among 491 limbs analyzed, 318 were OA and 173 were non-OA cases. The mean age was 72.7 (±8.7) and 62.6 (±11.3) years in the OA and non-OA groups, respectively. The OA group included 81 (25.5 %) men and 237 (74.5 %) women, whereas the non-OA group included 73 men (42.2 %) and 100 (57.8 %) women. A statistical model using the cutoff value of MORPHOLOGICAL_SurfaceToVolumeRatio (IBSI:2PR5) achieved a specificity of 0.98 and sensitivity of 0.47. Machine learning diagnostic models (Model 2) demonstrated areas under the curve (AUCs) of 0.88 (discriminant analysis) and 0.87 (logistic regression), with sensitivities of 0.80 and 0.81 and specificities of 0.82 and 0.80, respectively. For severity prediction, the statistical model using MORPHOLOGICAL_SurfaceToVolumeRatio (IBSI:2PR5) showed sensitivity and specificity values of 0.78 and 0.86, respectively, whereas machine learning models achieved an AUC of 0.92, sensitivity of 0.81, and specificity of 0.85 for severity prediction.</div></div><div><h3>Conclusion</h3><div>The use of radiomics features in diagnosing knee OA shows potential as a supportive tool for enhancing clinicians' decision-making.</div></div>","PeriodicalId":38076,"journal":{"name":"European Journal of Radiology Open","volume":"14 ","pages":"Article 100649"},"PeriodicalIF":1.8,"publicationDate":"2025-04-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143746739","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
MRI-based risk factors for intensive care unit admissions in acute neck infections 急性颈部感染重症监护病房入院的核磁共振危险因素
IF 1.8 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-04-01 DOI: 10.1016/j.ejro.2025.100648
Jari-Pekka Vierula , Harri Merisaari , Jaakko Heikkinen , Tatu Happonen , Aapo Sirén , Jarno Velhonoja , Heikki Irjala , Tero Soukka , Kimmo Mattila , Mikko Nyman , Janne Nurminen , Jussi Hirvonen

Objectives

We assessed risk factors and developed a score to predict intensive care unit (ICU) admissions using MRI findings and clinical data in acute neck infections.

Methods

This retrospective study included patients with MRI-confirmed acute neck infection. Abscess diameters were measured on post-gadolinium T1-weighted Dixon MRI, and specific edema patterns, retropharyngeal (RPE) and mediastinal edema, were assessed on fat-suppressed T2-weighted Dixon MRI. A multivariate logistic regression model identified ICU admission predictors, with risk scores derived from regression coefficients. Model performance was evaluated using the area under the curve (AUC) from receiver operating characteristic analysis. Machine learning models (random forest, XGBoost, support vector machine, neural networks) were tested.

Results

The sample included 535 patients, of whom 373 (70 %) had an abscess, and 62 (12 %) required ICU treatment. Significant predictors for ICU admission were RPE, maximal abscess diameter (≥40 mm), and C-reactive protein (CRP) (≥172 mg/L). The risk score (0−7) (AUC=0.82, 95 % confidence interval [CI] 0.77–0.88) outperformed CRP (AUC=0.73, 95 % CI 0.66–0.80, p = 0.001), maximal abscess diameter (AUC=0.72, 95 % CI 0.64–0.80, p < 0.001), and RPE (AUC=0.71, 95 % CI 0.65–0.77, p < 0.001). The risk score at a cut-off > 3 yielded the following metrics: sensitivity 66 %, specificity 82 %, positive predictive value 33 %, negative predictive value 95 %, accuracy 80 %, and odds ratio 9.0. Discriminative performance was robust in internal (AUC=0.83) and hold-out (AUC=0.81) validations. ML models were not better than regression models.

Conclusions

A risk model incorporating RPE, abscess size, and CRP showed moderate accuracy and high negative predictive value for ICU admissions, supporting MRI’s role in acute neck infections.
目的:我们评估了危险因素,并根据急性颈部感染的MRI结果和临床数据制定了预测重症监护病房(ICU)入院的评分。方法回顾性研究mri确诊的急性颈部感染患者。在钆后t1加权Dixon MRI上测量脓肿直径,在脂肪抑制的t2加权Dixon MRI上评估特定水肿模式,咽后(RPE)和纵隔水肿。多变量逻辑回归模型确定了ICU入院的预测因素,并根据回归系数得出风险评分。利用接收机工作特性分析的曲线下面积(AUC)来评估模型性能。机器学习模型(随机森林,XGBoost,支持向量机,神经网络)进行了测试。结果共纳入535例患者,其中373例(70 %)存在脓肿,62例(12 %)需要ICU治疗。RPE、最大脓肿直径(≥40 mm)和c反应蛋白(CRP)(≥172 mg/L)是ICU入院的重要预测因素。风险评分(0−7)(AUC = 0.82, 95 %可信区间(CI) 0.77 - -0.88)优于CRP (AUC = 0.73, 95 %可信区间0.66 - -0.80,p = 0.001),最大直径脓肿(AUC = 0.72, 95 %可信区间0.64 - -0.80,p & lt; 0.001),和RPE (AUC = 0.71, 95 %可信区间0.65 - -0.77,p & lt; 0.001)。截止值>; 3的风险评分产生以下指标:敏感性66 %,特异性82 %,阳性预测值33 %,阴性预测值95 %,准确性80 %,优势比9.0。在内部验证(AUC=0.83)和保留验证(AUC=0.81)中,判别性能是稳健的。ML模型并不优于回归模型。结论结合RPE、脓肿大小和CRP的风险模型对ICU入院患者具有中等准确性和较高的阴性预测值,支持MRI在急性颈部感染中的作用。
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引用次数: 0
Assessment of bone-implant interface image quality for in-vivo acetabular cup implants using photon-counting detector CT: Impact of tin pre-filtration 利用光子计数检测器CT评估体内髋臼杯植入物骨-植入物界面图像质量:锡预过滤的影响
IF 1.8 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-03-27 DOI: 10.1016/j.ejro.2025.100646
Ronald Booij , Pauline de Klerk , Erik Tesselaar , Mischa Woisetschläger , Anne Brandts , Mariëlle Olsthoorn , Jakob van Oldenrijk , Koen Bos , Jörg Schilcher , Edwin H.G. Oei

Purpose

To assess the image quality of the bone-implant interface of acetabular cup implants using photon-counting detector (PCD) CT with and without tin pre-filtration in a clinical setting.

Methods and materials

Twenty-four patients underwent PCD-CT imaging of their total hip replacement (THR). Twelve patients were scanned using 140 kVp and twelve patients using 140 kVp with tin pre-filtration (Sn140 kVp). All scans were acquired with a collimation of 120 × 0.2 mm. The acquired data was reconstructed with different slice thickness (0.2 mm – 0.6 mm) and kernel (Qr) strengths (56, 76, 89) with and without metal artifact reduction (iMAR). Two observers assessed the image quality of the bone-implant interface for the cup based on four image quality criteria. Bone contrast, contrast-to-noise ratio (CNR) of bone/fat and cortical sharpness was performed as quantitative measures.

Results

Image quality was rated highest for 0.2 mm slice thickness and Qr89 kernel across all four criteria for both the 140 kVp and Sn140 kVp by both observers, with a slight preference for the Sn140kVp over the 140 kVp. In all cases and for all image criteria the 0.2 mm/Qr89 was preferred above the Qr76 and Qr56/iMAR for both the 140 kVp and Sn140 kVp by both observers. Quantitative measurements confirmed significantly improved bone contrast as well as cortical sharpness using 0.2 mm/Qr89. Tin pre-filtration did not affect the CNR at 0.2 mm/Qr89 but tended to decrease cortical sharpness.

Conclusions

High resolution PCD-CT allows for in-vivo assessment of the bone-implant interface in patients with THR and is preferably acquired with tin pre-filtration.
目的在临床应用光子计数CT (PCD)对有锡预滤和无锡预滤的髋臼杯状假体骨-假体界面图像质量进行评价。方法与材料24例患者行全髋关节置换术(THR)的PCD-CT成像。12例患者使用140 kVp进行扫描,12例患者使用140 kVp进行锡预过滤(Sn140 kVp)。所有扫描都是在120 × 0.2 mm的准直下获得的。用不同的切片厚度(0.2 mm - 0.6 mm)和核(Qr)强度(56、76、89)对采集的数据进行重建,并进行金属伪影还原(iMAR)。两名观察员根据四项图像质量标准评估骨-种植体杯界面的图像质量。骨对比,骨/脂肪对比噪声比(CNR)和皮质锐度作为定量测量。结果在140kVp和Sn140kVp的所有四个标准中,两个观察者对0.2 mm切片厚度和Qr89内核的图像质量评价最高,Sn140kVp略高于140kVp。在所有情况下,对于所有图像标准,对于140 kVp和Sn140 kVp, 0.2 mm/Qr89优于Qr76和Qr56/iMAR。定量测量证实,使用0.2 mm/Qr89可显著改善骨对比和皮质锐度。在0.2 mm/Qr89时,锡预滤不影响CNR,但有降低皮质锐度的趋势。结论高分辨率PCD-CT可以在体内评估THR患者的骨-种植体界面,并且最好通过锡预过滤获得。
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引用次数: 0
Implementation of an automated breast ultrasound system in an academic radiology department: Lesson learned in the first three years 在学术放射科实施自动乳腺超声系统:头三年的经验教训
IF 1.8 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-03-25 DOI: 10.1016/j.ejro.2025.100645
Elizabet Nikolova , Julia Weber , Giulia Zanetti , Jann Wieler , Thomas Frauenfelder , Andreas Boss , Magda Marcon

Purpose

To evaluate the diagnostic performance of an ABUS in an academic radiology department over the first three years after its implementation.

Methods

In this retrospective study women undergoing ABUS examination for screening and diagnostic purposes between October 2015–2018 were included in case of sufficient follow-up and established diagnosis. Women underwent ABUS + /- mammography in the same day. BI-RADS 1/ 2 cases with cancer diagnosis during follow-up and already visible in the previous exam were considered false negative (FN). BI-RADS 3/4 cases proved benign were considered false positive (FP). FP and number of additional targeted HHUS (addHHUS) were compared over the three years.

Results

1248 women (51.2 ± 11.2 years) were included: 956 (77.3 %) underwent ABUS+mammography; 283 (29.3 %) ABUS only. Mean follow-up ± SD was 53.5 ± 17.8 month. Thirty-three malignancies were present in the investigated exams. In 28/ 33 cases (84.8 %), lesions were classified BI-RADS 4 or 5 and one (3.6 %) lesion was only visible in ABUS. 3/33 malignancies (9 %) were classified BI-RADS 3. 2/33 (6 %) were visible in mammography and ABUS but not recognized and classified BI-RADS 2 (FN rate 6.1 %). Retrospectively, both cases had “retraction phenomenon sign” in the coronal images. BI-RADS 3 and BI-RADS 4 without a malignancy were attributed to 172 (13.8 %) and 14 (1.1 %) cases, respectively corresponding to a FP rate of 15.3 %. The number of FP as well as the number of addHHUS significantly reduced over the three years (both p < 0.001).

Conclusions

After the implementation of an ABUS FP cases and addHHUS reduce over the time.
目的评价ABUS在某学术放射科实施后3年内的诊断效果。方法在本回顾性研究中,纳入了2015年10月至2018年10月期间接受ABUS筛查和诊断的女性,这些女性均有足够的随访和明确的诊断。妇女在同一天接受了ABUS + /-乳房x光检查。1/ 2的BI-RADS患者在随访期间诊断为癌症,且在之前的检查中已经可见,被认为是假阴性(FN)。3/4的BI-RADS呈良性,被认为是假阳性(FP)。比较了三年来FP和额外靶向HHUS (addHHUS)的数量。结果纳入1248例女性(51.2 ± 11.2岁):956例(77.3% %)行ABUS+乳房x光检查;283(29.3 %)仅限ABUS。平均随访时间± SD为53.5 ± 17.8个月。在调查的检查中发现33例恶性肿瘤。28/ 33例(84.8 %)病变被划分为BI-RADS 4或5级,1例(3.6 %)病变仅在ABUS中可见。3/33例恶性肿瘤(9 %)BI-RADS为3级。2/33(6 %)在乳腺x线摄影和ABUS中可见,但未被识别和分类为BI-RADS 2 (FN率6.1 %)。回顾性分析,两例患者冠状像均有“缩进现象征”。无恶性BI-RADS 3和BI-RADS 4分别为172例(13.8 %)和14例(1.1 %),FP率分别为15.3 %。三年中,FP的数量以及addhsus的数量显著减少(p均为 <; 0.001)。结论实施ABUS后,FP病例和addhus随时间的推移而减少。
{"title":"Implementation of an automated breast ultrasound system in an academic radiology department: Lesson learned in the first three years","authors":"Elizabet Nikolova ,&nbsp;Julia Weber ,&nbsp;Giulia Zanetti ,&nbsp;Jann Wieler ,&nbsp;Thomas Frauenfelder ,&nbsp;Andreas Boss ,&nbsp;Magda Marcon","doi":"10.1016/j.ejro.2025.100645","DOIUrl":"10.1016/j.ejro.2025.100645","url":null,"abstract":"<div><h3>Purpose</h3><div>To evaluate the diagnostic performance of an ABUS in an academic radiology department over the first three years after its implementation.</div></div><div><h3>Methods</h3><div>In this retrospective study women undergoing ABUS examination for screening and diagnostic purposes between October 2015–2018 were included in case of sufficient follow-up and established diagnosis. Women underwent ABUS + /- mammography in the same day. BI-RADS 1/ 2 cases with cancer diagnosis during follow-up and already visible in the previous exam were considered false negative (FN). BI-RADS 3/4 cases proved benign were considered false positive (FP). FP and number of additional targeted HHUS (addHHUS) were compared over the three years.</div></div><div><h3>Results</h3><div>1248 women (51.2 ± 11.2 years) were included: 956 (77.3 %) underwent ABUS+mammography; 283 (29.3 %) ABUS only. Mean follow-up ± SD was 53.5 ± 17.8 month. Thirty-three malignancies were present in the investigated exams. In 28/ 33 cases (84.8 %), lesions were classified BI-RADS 4 or 5 and one (3.6 %) lesion was only visible in ABUS. 3/33 malignancies (9 %) were classified BI-RADS 3. 2/33 (6 %) were visible in mammography and ABUS but not recognized and classified BI-RADS 2 (FN rate 6.1 %). Retrospectively, both cases had “retraction phenomenon sign” in the coronal images. BI-RADS 3 and BI-RADS 4 without a malignancy were attributed to 172 (13.8 %) and 14 (1.1 %) cases, respectively corresponding to a FP rate of 15.3 %. The number of FP as well as the number of addHHUS significantly reduced over the three years (both p &lt; 0.001).</div></div><div><h3>Conclusions</h3><div>After the implementation of an ABUS FP cases and addHHUS reduce over the time.</div></div>","PeriodicalId":38076,"journal":{"name":"European Journal of Radiology Open","volume":"14 ","pages":"Article 100645"},"PeriodicalIF":1.8,"publicationDate":"2025-03-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143687569","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Variability of the posteromedial meniscocapsular junction of the knee on MRI: Pitfall to imaging diagnosis of ramp lesions 核磁共振成像上膝关节后内侧半月板与关节囊交界处的可变性:斜坡病变成像诊断的陷阱
IF 1.8 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-03-24 DOI: 10.1016/j.ejro.2025.100647
Jack Porrino , Eric Marten , Michael L. Richardson , Jay Moran , Colby Shreve , Hyojeong Lee , Andrew Haims

Objective

A ramp lesion describes injury at the junction of the posterior horn medial meniscus and posteromedial joint capsule occurring with anterior cruciate ligament deficiency. We sought to apply the consensus of the literature’s description of a ramp lesion on MRI (fluid signal interposed between the posterior medial meniscus and adjacent capsule) to a general population to determine how often this “abnormality” is present on routine MRI and help clarify its specificity.

Material and methods

100 consecutive MRI knee studies were retrospectively reviewed by 2 radiologists and in binary fashion characterized as either having features of a ramp lesion or normal appearance. If a ramp lesion was present, the lesion was subclassified according to the Thanaut et al. classification. Patient age, laterality, sex, clinical indication, and ancillary findings on MRI were recorded.

Results

Thirty-five of 100 (35 %) knees had MRI findings suggesting a ramp lesion with 31/35 (88.6 %) most consistent with a Thanaut et al. type 1. Only 7 of the 35 (20 %) with ramp lesion had ACL insufficiency. Age (p = 0.00044), right laterality (p = 0.019), and female sex (p = 0.029) were statistically associated with this lesion. There was no association with clinical history indicating recent trauma (p = 0.2399).

Conclusion

The appearance of the meniscocapsular junction of the posterior horn medial meniscus may be more varied than the literature discussing ramp lesions suggests. Most notably, fluid interposed between the posterior horn medial meniscus and adjacent posteromedial capsule is not uncommon in those undergoing knee MRI and appears to be nonspecific.
目的斜坡病变是指发生在前交叉韧带缺失的后角、内侧半月板和后内侧关节囊交界处的损伤。我们试图将文献中对MRI斜坡病变(后内侧半月板和相邻包膜之间的液体信号)描述的共识应用于一般人群,以确定这种“异常”在常规MRI上出现的频率,并帮助澄清其特异性。材料和方法由2名放射科医生回顾性回顾了100例连续的膝关节MRI研究,并以二元方式以斜坡病变或正常外观为特征。如果存在斜坡病变,则根据Thanaut等人的分类对病变进行再分类。记录患者的年龄、侧卧、性别、临床指征和MRI辅助表现。结果100例膝关节中有35例(35 %)的MRI显示斜坡病变,31/35例(88.6% %)与Thanaut等人的1型最一致。35例坡道病变中仅有7例(20% %)ACL功能不全。年龄(p = 0.00044)、右侧偏侧(p = 0.019)、女性(p = 0.029)与该病变有统计学相关性。与近期创伤的临床病史无关联(p = 0.2399)。结论后角内侧半月板半月板结缔组织的外观可能比文献中讨论的斜坡病变更多样。最值得注意的是,在接受膝关节MRI检查的患者中,后角内侧半月板和邻近的后内侧囊之间的积液并不罕见,而且似乎是非特异性的。
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引用次数: 0
Pediatric gonadal torsion in radiology: A comprehensive literature and pictorial review using surgically proven cases 儿科性腺扭转放射学:综合文献和图片回顾,使用手术证实的病例
IF 1.8 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-03-20 DOI: 10.1016/j.ejro.2025.100644
Inácio Freitas , Carolina Soares-Aquino , Pedro Sá , Ana Catarina Silva , Damjana Ključevšek , Sílvia Costa Dias
Pediatric gonadal torsion is a critical surgical emergency requiring immediate diagnosis and intervention to preserve reproductive capabilities. This review addresses the diagnostic challenges, imaging patterns, and management strategies for both ovarian and testicular torsion, including a brief discussion on the emerging role of Contrast-Enhanced Ultrasound (CEUS), therefore filling a significant gap in the literature. We emphasize the need for a high index of suspicion due to often nonspecific clinical presentations, particularly in ovarian torsion. An accurate and swift diagnosis allows conservative surgical intervention to be offered, which is crucial to maximize gonadal salvage and minimize recurrence. While we highlight CEUS's potential benefits in enhancing diagnostic clarity without ionizing radiation, ultrasound and other modalities such as MRI and CT, have a paramount role in this setting. Future research comparing CEUS with MRI is essential to validate its diagnostic accuracy and effectiveness, potentially revolutionizing acute care diagnostics. Incorporating CEUS into diagnostic workflows, along with a deep understanding of the condition's epidemiology, pathophysiology, and clinical presentation, may probably significantly improve patient outcomes. We detail the characteristic imaging features, diagnostic pitfalls, and differential diagnoses essential for radiologists, with particular relevance for residents and those with limited pediatric radiology exposure. This review aims to bridge existing knowledge gaps and serve as a robust educational tool, facilitating better clinical decision-making and outcomes in pediatric gonadal torsion cases.
小儿性腺扭转是一个关键的外科急诊需要立即诊断和干预,以保持生殖能力。本文综述了卵巢和睾丸扭转的诊断挑战、成像模式和管理策略,包括简要讨论了对比增强超声(CEUS)的新兴作用,从而填补了文献中的重大空白。我们强调需要高的怀疑指数,由于往往非特异性临床表现,特别是在卵巢扭转。准确和迅速的诊断可以提供保守的手术干预,这对于最大限度地挽救性腺和减少复发至关重要。虽然我们强调超声造影在没有电离辐射的情况下提高诊断清晰度的潜在好处,但超声和其他方式(如MRI和CT)在这种情况下发挥着至关重要的作用。未来的研究将超声造影与MRI进行比较,以验证其诊断的准确性和有效性,这可能会给急症诊断带来革命性的变化。将超声造影纳入诊断工作流程,并深入了解疾病的流行病学、病理生理学和临床表现,可能会显著改善患者的预后。我们详细介绍了放射科医生的特征成像特征、诊断陷阱和鉴别诊断,特别是与住院医生和那些有有限儿科放射暴露的人有关。本综述旨在弥合现有的知识差距,并作为一个强大的教育工具,促进更好的临床决策和结果在儿童性腺扭转的情况下。
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引用次数: 0
Prediction early recurrence of hepatocellular carcinoma after hepatectomy using gadoxetic acid-enhanced MRI and IVIM 应用加多西酸增强MRI和IVIM预测肝切除术后肝癌早期复发
IF 1.8 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-03-15 DOI: 10.1016/j.ejro.2025.100643
Da Guo , Liping Liu , Yu Jin

Objectives

This study aims to develop and validate a predictive nomogram for early recurrence in hepatocellular carcinoma (HCC), utilizing gadoxetic acid-enhanced MRI and intravoxel incoherent motion (IVIM) imaging to improve preoperative assessment and decision-making.

Materials and methods

From March 2018 and June 2022, a total of 245 patients with pathologically confirmed HCC, who underwent preoperative gadoxetic acid-enhanced MRI and IVIM, were retrospectively enrolled from two hospitals. These patients were divided into a training cohort (n = 160) and a validation cohort (n = 85). All patients were followed until death or the last follow-up date, with a minimum follow-up period of two years. Clinical indicators and pathologic information were compared between train cohort and validation cohort. Radiological features and diffusion parameters were compared between recurrence and non-recurrence groups using the chi-square test, Mann-Whitney U test and independent sample t test in training cohort. Univariate and multivariate analyses were performed to identify significant clinical-radiological variables associated with early recurrence in the training cohort. Based on these findings, a predictive nomogram integrating risk factors and diffusion parameters was developed. The predictive performance of the nomogram was evaluated in both the training and validation cohorts.

Results

No statistically significant difference in clinical and pathologic characteristics were observed between the training and validation cohorts. In training cohort, significant differences were identified between the recurrence and non-recurrence groups in tumor size, nodule-in-nodule architecture, mosaic architecture, non-smooth tumor margin, intratumor necrosis, satellite nodule, and peritumoral hypo-intensity in the hepatobiliary phase (HBP). The results of multivariate analysis identified tumor size (HR, 1.435; 95 % CI, 0.702–2.026; p < 0.05), mosaic architecture (HR, 0.790; 95 % CI, 0.421–1.480; p < 0.05), non-smooth tumor margin (HR, 1.775; 95 % CI, 0.941–3.273; p < 0.05), intratumor necrosis (HR, 1.414; 95 % CI, 0.807–2.476; p < 0.05), satellite nodule (HR, 0.648; 95 % CI, 0.352–1.191; p < 0.01), peritumoral hypo-intensity on HBP (HR, 2.786; 95 % CI, 1.141–6.802; p < 0.001) and D (HR, 0.658; 95 % CI,0.487–0.889; p < 0.01) were the independent risk factor for recurrence. The nomogram exhibited excellent predictive performance with C-index of 0.913 and 0.875 in the training cohort and validation cohort, respectively. Also, based on the nomogram score, the patients were classified according to risk factor and the Kaplan-Meier curve analysis also showed that the nomogram had a good predictive efficacy.

Conclusion

The nomogram, integrating radiological risk factors and diffusion parameters, offers a reliable tool for preoperative prediction of early
本研究旨在开发和验证肝细胞癌(HCC)早期复发的预测图,利用加多etic酸增强MRI和体素内非相干运动(IVIM)成像来改善术前评估和决策。材料与方法2018年3月至2022年6月,回顾性纳入两家医院共245例病理证实的HCC患者,术前行加多西酸增强MRI和IVIM检查。这些患者被分为训练组(n = 160)和验证组(n = 85)。所有患者均被随访至死亡或最后一次随访日,随访期至少为2年。比较训练组和验证组的临床指标和病理信息。在训练队列中,采用卡方检验、Mann-Whitney U检验和独立样本t检验比较复发组和非复发组的放射学特征和扩散参数。进行单因素和多因素分析,以确定与培训队列中早期复发相关的重要临床放射学变量。基于这些发现,建立了一个综合危险因素和扩散参数的预测nomogram。在训练组和验证组中对nomogram预测性能进行了评估。结果训练组和验证组的临床和病理特征无统计学差异。在训练队列中,复发组和非复发组在肿瘤大小、结节内结构、马赛克结构、肿瘤边缘不光滑、肿瘤内坏死、卫星结节和肝胆期肿瘤周围低强度(HBP)方面存在显著差异。多因素分析结果确定肿瘤大小(HR, 1.435;95 % ci, 0.702-2.026;p <; 0.05),马赛克建筑(HR, 0.790;95 % ci, 0.421-1.480;p <; 0.05),非光滑肿瘤边缘(HR, 1.775;95 % ci, 0.941-3.273;p <; 0.05),肿瘤内坏死(HR, 1.414;95 % ci, 0.807-2.476;p <; 0.05),卫星结节(HR, 0.648;95 % ci, 0.352-1.191;p <; 0.01),肿瘤周围低强度对HBP的影响(HR, 2.786;95 % ci, 1.141-6.802;p <; 0.001)和D (HR, 0.658;95 % CI, 0.487 - -0.889;P <; 0.01)为复发的独立危险因素。在训练组和验证组中,nomogram C-index分别为0.913和0.875,具有较好的预测效果。同时,根据nomogram评分对患者进行危险因素分类,Kaplan-Meier曲线分析也显示nomogram具有较好的预测效果。结论综合放射危险因素和扩散参数的nomogram影像学图可为HCC患者早期复发的术前预测提供可靠的工具。
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引用次数: 0
3D non-contrast whole‑heart coronary MR angiography at 3 T with compressed sensing in elderly patients: Optimization of the acceleration factor 三维无对比全心冠状动脉磁共振血管造影在3 T与压缩传感在老年患者:优化加速因子
IF 1.8 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-03-08 DOI: 10.1016/j.ejro.2025.100641
Yue Jiang , Qiuju Hu , Yane Zhao , Dongsheng Jin , Guangming Lu , Tong Chen , Yong Yuan , Wenjing Liu

Background

Coronary magnetic resonance angiography (CMRA) is increasingly used in clinical practice, but lengthy scan times can be challenging for elderly patients. This study evaluates the impact of compressed sensing (CS) technology on image quality and diagnostic performance of 3 T CMRA in elderly patients, aiming to identify the optimal acceleration factor.

Methods

We prospectively enrolled elderly individuals who underwent coronary computed tomography angiography (CCTA) from June to November 2023 for non-contrast whole-heart CMRA with CS acceleration factors of 4, 6, or 8. Elderly volunteers rated their experiences with the optimal acceleration factor. Image quality and diagnostic performance were analyzed using a general linear model and the area under the receiver operating characteristic curves (AUC), with CCTA as the reference standard.

Results

Sixty-seven individuals (34 men, mean age 74.3 ± 7.2 years) were enrolled. Scan times significantly decreased from 578.6 ± 131.4 s to 366.1 ± 91.2 s and 261.1 ± 76.5 s for acceleration factors 4, 6, and 8, respectively. Subjective image quality scores, signal-to-noise ratio, and contrast-to-noise ratio were significantly better with CS4 and CS6 than with CS8. Diagnostic performance declined with increasing acceleration, with sensitivities of 92.2 %, 88.0 %, and 72.5 %, and specificities of 94.1 %, 92.6 %, and 85.3 % for CS4, CS6, and CS8, respectively. CS6 was determined to be the optimal acceleration factor. Volunteers reported that CS6 was more acceptable than CS4.

Conclusions

CMRA with CS6 provides rapid scanning while maintaining adequate diagnostic performance, making it a reliable alternative to CCTA for diagnosing coronary artery disease in elderly patients.
冠状动脉磁共振血管造影(CMRA)越来越多地应用于临床实践,但长时间的扫描时间对老年患者来说是一个挑战。本研究评估压缩感知(CS)技术对老年患者3 T CMRA图像质量和诊断性能的影响,旨在确定最佳加速因子。方法:我们前瞻性地招募了于2023年6月至11月接受冠状动脉计算机断层血管造影(CCTA)的老年人,进行非对比全心CMRA, CS加速因子为4、6或8。老年志愿者用最佳加速系数来评价他们的经历。以CCTA为参考标准,采用一般线性模型和接收机工作特征曲线下面积(AUC)对图像质量和诊断性能进行分析。结果共纳入67例,男性34例,平均年龄74.3 ± 7.2岁。扫描时间大大减少从578.6 ±131.4  年代 366.1±91.2   年代和261.1±76.5  年代加速因素4、6和8位。CS4、CS6的主观图像质量评分、信噪比、对比噪比均明显优于CS8。诊断性能随着加速的增加而下降,对CS4、CS6和CS8的敏感性分别为92.2 %、88.0 %和72.5 %,特异性分别为94.1 %、92.6 %和85.3 %。确定CS6为最优加速因子。志愿者报告CS6比CS4更容易接受。结论scmra与CS6在快速扫描的同时保持了足够的诊断性能,是替代CCTA诊断老年患者冠状动脉疾病的可靠方法。
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引用次数: 0
Role of region-of-interest magnetic resonance imaging fusion biopsy in mitigating overtreatment of localized prostate cancer – A retrospective cohort study 感兴趣区域磁共振成像融合活检在减轻局限性前列腺癌过度治疗中的作用-一项回顾性队列研究
IF 1.8 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-03-07 DOI: 10.1016/j.ejro.2025.100642
Carrie Wang , Purvish Trivedi , Esther Katende , Varun Awasthi , Riley Smith , Ryan Putney , Yahya Bondokji , Jong Y. Park , Jasreman Dhillon , Kosj Yamoah

Background

Traditional ultrasonography-based prostate biopsy uses a transrectal approach for systematic sampling of 12 cores. The magnetic resonance imaging (MRI) fusion biopsy uses a targeted approach, first identifying regions of interest (ROI) clinically suspicious for prostate cancer (PCa) through MRI, before performing a prostate biopsy aided by ultrasonography.

Methods

The single-center institutional retrospective cohort study used 442 men who were recommended for localized PCa management. Cohort A (n = 346) comprised patients who underwent MRI-guided TRUS biopsies, which included both standard 12-core TRUS biopsies and MRI-targeted biopsies performed simultaneously. Cohort B (n = 96) comprised patients who received only standard TRUS biopsy. The primary endpoint was Gleason reclassification, defined as the change in Gleason scores between standard TRUS and targeted region-of-interest (ROI) biopsies among cohort A. Secondary endpoint assessed the role of ROI biopsies in mitigating overtreatment by analyzing the probability of undergoing treatment and the duration of active surveillance (AS).

Results

Among men classified as no tumor on standard biopsy, 16.9 % showed Gleason disease on subsequent ROI biopsy. Additionally, ROI group also had a longer time to receive primary treatment (P = .017), as they were more likely to opt for AS (54 %). Lastly, median time spent on AS was longer for the ROI group compared with the non-ROI cohort (P = .002).

Conclusion

Adding multiparametric MRI (mpMRI) biopsy to standard TRUS biopsy may increase the detection of PCa. Additionally, mpMRI may allow patients to remain safely on AS, thereby reducing the need of prostate biopsies and improving cost-effectiveness.
传统的基于超声的前列腺活检采用经直肠方法对12个核进行系统采样。磁共振成像(MRI)融合活检采用一种有针对性的方法,首先通过MRI识别临床怀疑前列腺癌(PCa)的感兴趣区域(ROI),然后在超声辅助下进行前列腺活检。方法采用单中心机构回顾性队列研究,纳入442名推荐行局部前列腺癌治疗的男性。队列A (n = 346)包括接受mri引导下TRUS活检的患者,其中包括标准的12核TRUS活检和同时进行的mri靶向活检。队列B (n = 96)包括仅接受标准TRUS活检的患者。主要终点是Gleason再分类,定义为队列a中标准TRUS和目标感兴趣区域(ROI)活检之间Gleason评分的变化。次要终点通过分析接受治疗的概率和主动监测(as)的持续时间来评估ROI活检在减轻过度治疗方面的作用。结果在标准活检无肿瘤的男性中,16.9 %在随后的ROI活检中显示Gleason病。此外,ROI组也有更长的时间接受初级治疗(P = .017),因为他们更有可能选择as(54 %)。最后,与非ROI队列相比,ROI组在AS上花费的中位数时间更长(P = .002)。结论在标准TRUS活检基础上增加多参数MRI (mpMRI)活检可提高前列腺癌的检出率。此外,mpMRI可以使患者安全地接受AS治疗,从而减少前列腺活检的需要,提高成本效益。
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引用次数: 0
Neurochemical characteristics of pathological tissues in epilepsy: A preliminary 1H MR spectroscopy study at 7 T 癫痫病理组织的神经化学特征:7 T时1H MR谱的初步研究
IF 1.8 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-02-27 DOI: 10.1016/j.ejro.2025.100640
Lijing Xin , Philippe Reymond , José Boto , Frederic Grouiller , Serge Vulliemoz , Francois Lazeyras , Maria Isabel Vargas

Background and purpose

This study aims to evaluate the neurochemical characteristics of pathological tissues by 1H magnetic resonance spectroscopy (MRS) in patient with pharmaco-resistant focal epilepsy at 7 T.

Methods

Thirteen patients with drug-resistant epilepsy and focal seizure successfully underwent MRS examinations at 7 T MRI scanners. 1H MR spectra were acquired from two voxels (lesion side and contralateral side) using the semi-adiabatic spin-echo full-intensity localized spectroscopy (sSPECIAL) sequence. Metabolite levels were quantified from LCModel and reported as to total creatine ratio.

Results

In comparison to the contralateral side, lesions in focal cortical dysplasia demonstrated significantly reduced macromolecule and N-acetyl aspartate, significantly increased total choline and glycine + myo-inositol, and a distinct reduction trend of glutamate.

Conclusions

We conclude that performing MRS at high magnetic field offered the potential to reveal metabolic alterations in epilepsy lesions that may help to further understand the underlying pathophysiology of the disease.
背景与目的本研究旨在通过1H磁共振波谱(MRS)评价7 T时耐药局灶性癫痫患者病理组织的神经化学特征。方法对13例耐药癫痫伴局灶性发作患者在7台 T MRI扫描机上进行MRS检查。利用半绝热自旋回波全强度局部化光谱(sSPECIAL)序列,获得了两个体素(病变侧和对侧)的1H磁共振光谱。从LCModel中量化代谢产物水平,并报告总肌酸比。结果局灶性皮质发育不良病变与对侧比较,大分子和n -乙酰天冬氨酸显著降低,总胆碱和甘氨酸+ 肌醇显著升高,谷氨酸有明显降低趋势。结论:在高磁场下进行MRS有可能揭示癫痫病变的代谢改变,这可能有助于进一步了解该病的潜在病理生理。
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引用次数: 0
期刊
European Journal of Radiology Open
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