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A Novel Fusion of Radiomics and Semantic Features: MRI-Based Machine Learning in Distinguishing Pituitary Cystic Adenomas from Rathke's Cleft Cysts. 放射组学与语义特征的新融合:基于磁共振成像的机器学习在区分垂体囊腺瘤和拉氏裂隙囊肿中的应用。
IF 2 4区 医学 Pub Date : 2024-02-01 eCollection Date: 2024-01-01 DOI: 10.5334/jbsr.3470
Ceylan Altintas Taslicay, Elmire Dervisoglu, Okan Ince, Ismail Mese, Cengizhan Taslicay, Busra Yaprak Bayrak, Burak Cabuk, Ihsan Anik, Savas Ceylan, Yonca Anik

Objectives: To evaluate the performances of machine learning using semantic and radiomic features from magnetic resonance imaging data to distinguish cystic pituitary adenomas (CPA) from Rathke's cleft cysts (RCCs).

Materials and methods: The study involved 65 patients diagnosed with either CPA or RCCs. Multiple observers independently assessed the semantic features of the tumors on the magnetic resonance images. Radiomics features were extracted from T2-weighted, T1-weighted, and T1-contrast-enhanced images. Machine learning models, including Support Vector Machines (SVM), Logistic Regression (LR), and Light Gradient Boosting (LGB), were then trained and validated using semantic features only and a combination of semantic and radiomic features. Statistical analyses were carried out to compare the performance of these various models.

Results: Machine learning models that combined semantic and radiomic features achieved higher levels of accuracy than models with semantic features only. Models with combined semantic and T2-weighted radiomics features achieved the highest test accuracies (93.8%, 92.3%, and 90.8% for LR, SVM, and LGB, respectively). The SVM model combined semantic features with T2-weighted radiomics features had statistically significantly better performance than semantic features only (p = 0.019).

Conclusion: Our study demonstrates the significant potential of machine learning for differentiating CPA from RCCs.

目的评估机器学习利用磁共振成像数据中的语义和放射学特征区分囊性垂体腺瘤(CPA)和拉氏裂隙囊肿(RCC)的性能:研究涉及 65 名确诊为 CPA 或 RCC 的患者。多名观察者独立评估磁共振图像上肿瘤的语义特征。从T2加权、T1加权和T1-对比度增强图像中提取放射组学特征。然后,只使用语义特征以及语义特征与放射组学特征的组合来训练和验证机器学习模型,包括支持向量机(SVM)、逻辑回归(LR)和光梯度提升(LGB)。为了比较这些不同模型的性能,我们进行了统计分析:结果:与仅使用语义特征的模型相比,结合语义和放射体特征的机器学习模型达到了更高的准确度。结合语义和 T2 加权放射组学特征的模型达到了最高的测试准确率(LR、SVM 和 LGB 分别为 93.8%、92.3% 和 90.8%)。将语义特征与 T2 加权放射组学特征相结合的 SVM 模型在统计学上明显优于仅有语义特征的模型(p = 0.019):我们的研究证明了机器学习在区分 CPA 和 RCC 方面的巨大潜力。
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引用次数: 0
Anticoagulant Treatment of a Thrombosed Giant Portal Vein Aneurysm. 对血栓形成的巨大门静脉动脉瘤进行抗凝治疗。
IF 2 4区 医学 Pub Date : 2024-02-01 eCollection Date: 2024-01-01 DOI: 10.5334/jbsr.3452
Jean-François Monville, Nicolas Meurisse, Robert F Dondelinger

Teaching point: Anticoagulation is advised in thrombosed portal vein aneurysm (PVA) without portal hypertension.

教学要点:建议对无门脉高压的血栓性门静脉动脉瘤 (PVA) 进行抗凝治疗。
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引用次数: 0
Prevalence of Bladder Cancers Incidentally Detected During Multiparametric MRI Scans of the Prostate Gland and the Clinical Significance of Scoring Them According to VI-RADS: A Pictorial Single-Centre Study. 前列腺多参数磁共振成像扫描中意外发现的膀胱癌的患病率以及根据 VI-RADS 对其进行评分的临床意义:单中心图像研究。
IF 2 4区 医学 Pub Date : 2024-02-01 eCollection Date: 2024-01-01 DOI: 10.5334/jbsr.3318
Ramazan Orkun Onder, Serdar Aslan, Tümay Bekci

Purpose: To determine the prevalence of incidentally detected bladder cancers (BCs) on multiparametric magnetic resonance imaging (mpMRI) of the prostate and to highlight the clinical importance of scoring them according to the Vesical Imaging-Reporting and Data System (VI-RADS).

Materials and methods: VI-RADS scores for incidental bladder lesions on mpMRI of the prostate were collected in 1693 patients with elevated prostate-specific antigen but no hematuria. The study included 19 patients with 28 incidental bladder lesions.

Results: During this period, 39 incidental bladder lesions were found in 30 patients, representing 1.7% of cases. Of the 28 lesions, 11 were categorized by VI-RADS as VI-RADS 1, 14 as VI-RADS 2, 1 as VI-RADS 3, 1 as VI-RADS 4, and 1 as VI-RADS 5. Histopathological examination revealed 1 benign lesion, 24 non-muscle invasive BCs, and 3 muscle-invasive BCs in the 19 patients. Impressively, 97% of the incidental lesions detected by prostate mpMRI and categorized by VI-RADS were BCs without apparent prostate cancer invasion. Notably, 93% of these lesions were consistent with histopathological findings of muscle invasion and extravesical spread.

Conclusion: Our study concludes the prevalence 1% incidental BC in prostate mpMRI. The research underscores a thorough bladder examination during prostate MRI scans. Utilizing mpMRI assists in distinguishing varying BC stages, aiding treatment decisions, and patient outcomes. VI-RADS categorization aligns with histopathological results, enhancing diagnosis, and healthcare communication. Early detection significantly influences patient care by enabling timely interventions and suitable treatment strategies, particularly for low-stage BCs linked to reduced progression and recurrence rates.

目的:确定前列腺多参数磁共振成像(mpMRI)中偶然发现的膀胱癌(BC)的发病率,并强调根据膀胱成像报告和数据系统(VI-RADS)对其进行评分的临床重要性:收集了 1693 例前列腺特异性抗原升高但无血尿的患者的前列腺 mpMRI 偶发膀胱病变 VI-RADS 评分。研究包括 19 名患者的 28 例膀胱偶发病变:在此期间,30 名患者中发现了 39 例膀胱偶发病变,占病例总数的 1.7%。组织病理学检查显示,19 名患者中有 1 例良性病变、24 例非肌层浸润性膀胱癌和 3 例肌层浸润性膀胱癌。令人印象深刻的是,在前列腺 mpMRI 检测到并按 VI-RADS 分类的偶然病变中,97% 为无明显前列腺癌侵犯的 BCs。值得注意的是,93%的病变与组织病理学发现的肌肉侵犯和膀胱外扩散一致:我们的研究得出结论,在前列腺 mpMRI 中,偶然 BC 的发生率为 1%。这项研究强调了在前列腺 MRI 扫描期间进行彻底的膀胱检查。利用 mpMRI 有助于区分 BC 的不同分期、辅助治疗决策和患者预后。VI-RADS 分类与组织病理学结果相一致,从而加强了诊断和医疗沟通。早期检测能及时采取干预措施和合适的治疗策略,从而对患者护理产生重大影响,特别是对于与降低进展和复发率有关的低分期良性前列腺增生症。
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引用次数: 0
Miliary Tuberculosis with Diffuse Pulmonary and Extrapulmonary Involvement. 伴有肺部和肺外弥漫性受累的纤毛结核病。
IF 1 4区 医学 Pub Date : 2024-01-27 eCollection Date: 2024-01-01 DOI: 10.5334/jbsr.3440
Hafsa Selmani, Adelard I De Backer, Bart Ilsen

Teaching Point: In patients coming from countries with a high prevalence of tuberculosis and presenting with chronic infectious disease, tuberculosis with pulmonary and/or extrapulmonary involvement should be included in the differential diagnosis.

教学要点:对于来自结核病高发国家并伴有慢性传染病的患者,应将肺部和/或肺外受累的结核病纳入鉴别诊断。
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引用次数: 0
Should the Radiologist Always Request a Blood Test Before an Emergency CT Scan in Children. 在对儿童进行紧急 CT 扫描之前,放射科医生是否一定要要求进行血液化验?
IF 1 4区 医学 Pub Date : 2024-01-27 eCollection Date: 2024-01-01 DOI: 10.5334/jbsr.3271
Thomas Saliba, Gervais Kogni Fokou, Paolo Simoni

Renal failure is relatively common in children presenting to the emergency department, suggesting that the assumption of normal renal function is not always valid. Although some computed tomography (CT) scans necessitate the use of intravenous contrast, one should probably consider whether a blood test is necessary to assess the patient's renal function and possibly consider other imaging modalities before proceeding. With no pediatric-specific guidelines and no validated pediatric prevention strategies, further research is needed to establish clear recommendations for contrast-enhanced exams in stable and unstable pediatric patients with unknown renal function.

在急诊科就诊的儿童中,肾功能衰竭较为常见,这表明肾功能正常的假设并不总是有效的。虽然有些计算机断层扫描(CT)需要使用静脉注射造影剂,但在进行扫描之前,还是应该考虑是否有必要进行血液检查以评估患者的肾功能,并在可能的情况下考虑其他成像方式。由于没有专门针对儿科的指南,也没有经过验证的儿科预防策略,因此需要进一步研究,为肾功能不明的稳定和不稳定儿科患者的造影剂增强检查制定明确的建议。
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引用次数: 0
Prominent Enlargement of the Facial Nerve Canal in a Case of a Persistent Stapedial Artery. 在一例镫骨动脉持续存在的病例中,面神经管明显扩大。
IF 2 4区 医学 Pub Date : 2024-01-17 eCollection Date: 2024-01-01 DOI: 10.5334/jbsr.3361
Alexandra Libeert, Stefan Delrue, Marc Lemmerling

In this case report, we present a 23-year-old patient with complaints of a recurrent plop sound in the left ear. Non-contrast CT and MR imaging revealed an enlargement of the tympanic segment of the facial canal due to venous congestion. A persistent stapedial artery (PSA) and absent foramen spinosum were identified as concomitant factors. This unique combination of anomalies has not been previously reported and knowledge about this condition is essential to avoid unnecessary surgery.

Teaching point: A persistent stapedial artery may be associated with enlargement of the tympanic facial nerve canal due to venous congestion.

在本病例报告中,我们介绍了一名主诉左耳反复出现噗噗声的 23 岁患者。非对比 CT 和 MR 成像显示,由于静脉充血,面神经管的鼓室段扩大。持续性镫骨动脉(PSA)和无棘孔被确定为并发症。这种独特的异常组合以前从未报道过,了解这种情况对于避免不必要的手术至关重要:教学要点:持续性镫骨动脉可能与静脉充血导致的鼓膜面神经管扩大有关。
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引用次数: 0
Case Presentation of Duodenal Obstruction Caused by Complete Annular Pancreas. 完全环状胰腺导致十二指肠梗阻的病例展示
IF 2 4区 医学 Pub Date : 2024-01-11 eCollection Date: 2024-01-01 DOI: 10.5334/jbsr.3432
Ahmet Bozer, Zehra Hilal Adıbelli

Teaching Point: A complete annular pancreas, a rare congenital anomaly, can lead to duodenal obstruction, causing recurrent symptoms like vomiting and often requiring surgical intervention for relief.

教学要点:完全环状胰腺是一种罕见的先天性畸形,可导致十二指肠梗阻,引起反复呕吐等症状,通常需要手术治疗才能缓解。
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引用次数: 0
Myopericytoma in an Infant-Imaging Characteristics of a Rare but Benign Entity. 婴儿肌细胞瘤--一种罕见良性肿瘤的影像学特征
IF 2 4区 医学 Pub Date : 2024-01-11 eCollection Date: 2024-01-01 DOI: 10.5334/jbsr.3441
Annika Herrtwich, Raf Sciot, Caroline Ernst

Teaching point: Myopericytoma is a rare soft tissue tumor but should be considered in the differential diagnosis of infants with a fast-growing perivascular tumor.

教学要点:肌细胞瘤是一种罕见的软组织肿瘤,但在婴儿血管周围肿瘤快速生长的鉴别诊断中应加以考虑。
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引用次数: 0
Added Value of Computed Tomography Angiography Prior to Bronchial Artery Embolization for Hemoptysis: A Retrospective Two-Center Study. 支气管动脉栓塞治疗咯血前计算机断层扫描血管造影的附加价值:一项双中心回顾性研究。
IF 2 4区 医学 Pub Date : 2024-01-04 eCollection Date: 2023-01-01 DOI: 10.5334/jbsr.3097
Paolo Ravetta, Michael Vouche

Objectives: The aim of this retrospective study was to evaluate the added value of pre-procedural computed tomography angiography (CTA) prior to bronchial artery embolization for patients presenting with hemoptysis.

Materials and methods: In this retrospective study, we evaluated patients admitted for hemoptysis from 2010 to 2021 and treated by catheter-directed embolization. After establishing quality criteria for pre-procedural computed tomography (CT), patients were divided into two groups depending on their pre-procedural imaging assessment: Quality CT-angiography (QCTA group) and suboptimal pre-procedural imaging (suboptimal CTA, unenhanced or no CT evaluation; control group). Groups were compared based on radiological success, procedure-related complications, and clinical success, including cessation of hemoptysis, recurrence rates, and overall mortality.

Results: We included 31 patients in the QCTA group, and 35 in the control group. Clinical success was n = 24/31 (77.4%) in the QCTA group and n = 27/35 (77.1%) in the control group (p = 0.979). Technical success was n = 37/42 (88.1%) in the QCTA group and n = 39/42 (92.86%) in the control group (p = 0.820). Overall recurrence was 10.6%. Minor complications occurred in 27.3%, and one major complication was reported.The concordance between the affected bleeding lung and the identification of pathological arteries during angiography was better in the QCTA group (p = 0.045).The average number of culprit arteries (bronchial, non-bronchial systemic arteries [NBSA] or pulmonary) in the QCTA group was not significantly higher than that in the control group.

Conclusions: Preprocedural QCTA better identifies the affected bleeding lung and bleeding vessels compared to direct angiography. No difference in clinical success, complications, recurrence rates, or mortality was observed.

研究目的这项回顾性研究旨在评估支气管动脉栓塞术前计算机断层扫描(CTA)对咯血患者的附加价值:在这项回顾性研究中,我们对 2010 年至 2021 年期间因咯血入院并接受导管引导栓塞治疗的患者进行了评估。在制定了手术前计算机断层扫描(CT)的质量标准后,我们根据患者手术前的成像评估结果将其分为两组:优质 CT 血管造影组(QCTA 组)和次优术前造影组(次优 CTA、未增强或未进行 CT 评估;对照组)。根据放射学成功率、手术相关并发症和临床成功率(包括咯血停止、复发率和总死亡率)对两组进行比较:QCTA 组有 31 名患者,对照组有 35 名患者。QCTA组临床成功率为24/31(77.4%),对照组为27/35(77.1%)(P=0.979)。QCTA组的技术成功率为37/42(88.1%),对照组为39/42(92.86%)(P = 0.820)。总复发率为 10.6%。QCTA组受影响的出血肺与血管造影时发现的病理动脉之间的一致性更好(P = 0.045)。QCTA组的罪魁祸首动脉(支气管、非支气管系统动脉[NBSA]或肺动脉)的平均数量没有明显高于对照组:结论:与直接血管造影相比,术前 QCTA 能更好地识别受影响的出血肺和出血血管。结论:与直接血管造影术相比,术前 QCTA 能更好地识别受影响的出血肺和出血血管,在临床成功率、并发症、复发率和死亡率方面均无差异。
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引用次数: 0
Palmar Divergent Dislocation of the Scaphoid and Lunate 掌侧肩胛骨和月牙形骨分歧脱位
IF 2 4区 医学 Pub Date : 2023-12-28 DOI: 10.5334/jbsr.3372
Wouter Schroven, Luc Walschot, Filip M. Vanhoenacker
Teaching Point: Palmar dislocation of the scaphoid and lunate is an extremely uncommon injury that warrants early diagnosis and treatment to avoid complications such as median nerve dysfunction, avascular necrosis, and premature osteoarthritis.
教学要点:肩胛骨和月骨掌侧脱位是一种极为罕见的损伤,应及早诊断和治疗,以避免正中神经功能障碍、血管性坏死和过早骨关节炎等并发症。
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引用次数: 0
期刊
Journal of the Belgian Society of Radiology
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