Pub Date : 2025-10-07DOI: 10.1007/s00062-025-01574-9
Evamaria Olga Riedel, Fabian Bongratz, Paul Theo Zebhauser, Mark Mühlau, Christian Wachinger, Dennis Martin Hedderich
{"title":"Febrile Infection-Related Epilepsy Syndrome (FIRES) in a Young Adult: A Case Report Highlighting Advanced Neuroimaging.","authors":"Evamaria Olga Riedel, Fabian Bongratz, Paul Theo Zebhauser, Mark Mühlau, Christian Wachinger, Dennis Martin Hedderich","doi":"10.1007/s00062-025-01574-9","DOIUrl":"https://doi.org/10.1007/s00062-025-01574-9","url":null,"abstract":"","PeriodicalId":49298,"journal":{"name":"Clinical Neuroradiology","volume":" ","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145240296","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-09-29DOI: 10.1007/s00062-025-01567-8
Vera Aebischer, Alex Brehm, Nikki Rommers, Alejandro Spiotta, Mohammad Sowlat, Karthik Raghuram, Justin M Cappuzzo, Jeffrey Beecher, Charles Matouk, Abdelaziz Amllay, Axel Rohr, Manraj Heran, David Volders, Pascal J Mosimann, Mohammad Al-Tibi, Johan Wassélius, Björn M Hansen, Markus Holtmannspötter, Martin Schlösser, Stephan Meckel, Oumaima Aoua, Suresh Giragani, Andrea Boghi, Nikolaos Ntoulias, Victor Schulze-Zachau, Ioannis Tsogkas, Kristine A Blackham, Aikaterini Anastasiou, Marios Psychogios
Purpose: Techniques for endovascular thrombectomy in acute ischemic stroke due to medium or distal vessel occlusions (MDVO) need to be improved, and first-line aspiration is emerging as a promising technique. The objective was to describe first-pass and final reperfusion rates with a triaxial direct aspiration first pass technique (ADAPT) and a novel, quadriaxial technique (QUATTRO-ADAPT) using RED43 Reperfusion Catheters to target MDVOs.
Methods: This retrospective study collected data from 11 stroke centers in Europe and North America between 2023 and 2025. Patients with primary, isolated MDVOs who underwent thrombectomy using first-line aspiration with RED43 Reperfusion Catheters were included. Primary outcome was first-pass successful reperfusion rate (modified Treatment In Cerebral Infarction score ≥ 2b). Additionally, final reperfusion rates, complications and functional outcomes up to 90 days were evaluated.
Results: We included 85 cases. Median age was 74 years (IQR 67-81) and median National Institutes of Health Stroke Scale score 9 (IQR 6-15). The majority (69.4%) had an occlusion of the co- or nondominant M2 segment of the middle cerebral artery. First-pass successful reperfusion was 63.5% overall, with 55.6% for the triaxial ADAPT and 69.4% for the quadriaxial QUATTRO-ADAPT. Final successful reperfusion was achieved in 96.5%. Complications included vessel perforations (2.4%), subarachnoid hemorrhage (3.5%), parenchymal hematoma type 2 (2.4%), and symptomatic intracerebral hemorrhage (1.2%). Functional independence (modified Rankin Scale 0-2) at 90 days was observed in 58.7%.
Conclusion: This study shows that first-line aspiration, especially in a quadriaxial approach, can be effective and safe. These findings should be evaluated in prospective trials.
{"title":"First-line Aspiration Thrombectomy with the RED43 Catheter for Acute Ischemic Stroke due to Medium or Distal Vessel Occlusion.","authors":"Vera Aebischer, Alex Brehm, Nikki Rommers, Alejandro Spiotta, Mohammad Sowlat, Karthik Raghuram, Justin M Cappuzzo, Jeffrey Beecher, Charles Matouk, Abdelaziz Amllay, Axel Rohr, Manraj Heran, David Volders, Pascal J Mosimann, Mohammad Al-Tibi, Johan Wassélius, Björn M Hansen, Markus Holtmannspötter, Martin Schlösser, Stephan Meckel, Oumaima Aoua, Suresh Giragani, Andrea Boghi, Nikolaos Ntoulias, Victor Schulze-Zachau, Ioannis Tsogkas, Kristine A Blackham, Aikaterini Anastasiou, Marios Psychogios","doi":"10.1007/s00062-025-01567-8","DOIUrl":"https://doi.org/10.1007/s00062-025-01567-8","url":null,"abstract":"<p><strong>Purpose: </strong>Techniques for endovascular thrombectomy in acute ischemic stroke due to medium or distal vessel occlusions (MDVO) need to be improved, and first-line aspiration is emerging as a promising technique. The objective was to describe first-pass and final reperfusion rates with a triaxial direct aspiration first pass technique (ADAPT) and a novel, quadriaxial technique (QUATTRO-ADAPT) using RED43 Reperfusion Catheters to target MDVOs.</p><p><strong>Methods: </strong>This retrospective study collected data from 11 stroke centers in Europe and North America between 2023 and 2025. Patients with primary, isolated MDVOs who underwent thrombectomy using first-line aspiration with RED43 Reperfusion Catheters were included. Primary outcome was first-pass successful reperfusion rate (modified Treatment In Cerebral Infarction score ≥ 2b). Additionally, final reperfusion rates, complications and functional outcomes up to 90 days were evaluated.</p><p><strong>Results: </strong>We included 85 cases. Median age was 74 years (IQR 67-81) and median National Institutes of Health Stroke Scale score 9 (IQR 6-15). The majority (69.4%) had an occlusion of the co- or nondominant M2 segment of the middle cerebral artery. First-pass successful reperfusion was 63.5% overall, with 55.6% for the triaxial ADAPT and 69.4% for the quadriaxial QUATTRO-ADAPT. Final successful reperfusion was achieved in 96.5%. Complications included vessel perforations (2.4%), subarachnoid hemorrhage (3.5%), parenchymal hematoma type 2 (2.4%), and symptomatic intracerebral hemorrhage (1.2%). Functional independence (modified Rankin Scale 0-2) at 90 days was observed in 58.7%.</p><p><strong>Conclusion: </strong>This study shows that first-line aspiration, especially in a quadriaxial approach, can be effective and safe. These findings should be evaluated in prospective trials.</p>","PeriodicalId":49298,"journal":{"name":"Clinical Neuroradiology","volume":" ","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-09-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145193191","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-09-22DOI: 10.1007/s00062-025-01571-y
Alexander Brose, Omar Al-Qaisi, Anne Mrochen, Christian Claudi, Christoph Arens, Christine Langer, Tobias Struffert
{"title":"Carotid Stent Fracture and Stent Fragment Migration in a Patient with Eagle Syndrome.","authors":"Alexander Brose, Omar Al-Qaisi, Anne Mrochen, Christian Claudi, Christoph Arens, Christine Langer, Tobias Struffert","doi":"10.1007/s00062-025-01571-y","DOIUrl":"https://doi.org/10.1007/s00062-025-01571-y","url":null,"abstract":"","PeriodicalId":49298,"journal":{"name":"Clinical Neuroradiology","volume":" ","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-09-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145126471","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-09-22DOI: 10.1007/s00062-025-01570-z
Björn M Hansen, Emma Hall, Alex Szolics, Tommy Andersson, Johan Wassélius
Background: Balloon-guide catheters (BGC) have been associated with improved procedural and functional outcomes following endovascular thrombectomy (EVT) in multiple observational studies. Recently the PROTECT-MT trial challenged this benefit, showing worse functional outcomes when using BGCs. This study aims to assess the association between BGC-use and procedural and functional outcomes in a large real-world cohort.
Methods: Patients who underwent EVT for anterior circulation large vessel occlusion (LVO) between 2017 and 2021 were included in two Swedish registries: EVAS and Riksstroke. Outcomes included recanalization success (modified Treatment In Cerebral Infarction [mTICI] 2b/2c-3), good 90-day functional outcome (modified Rankin Scale score 0-2), and safety outcomes (iatrogenic dissection, perioperative embolization, early neurological deterioration, and 90-day mortality). Subgroup analysis was conducted by first-line EVT strategy: stent-retriever (with/without aspiration) or contact aspiration alone.
Results: Of 4843 patients, 2483 met the inclusion criteria. BGCs were used in 1449 cases (58.4%) and were more frequently used with stent-retrievers (83.0%) than with contact aspiration (24.1%, p < 0.001). BGC-use was associated with higher rates of excellent recanalization (mTICI 2c-3) and first-pass success, particularly in stent-retriever cases (p < 0.001), but not with good recanalization (mTICI 2b-3). No association was found with good 90-day functional outcome or any safety outcome (p > 0.05). A numerically lower mortality rate was observed with BGCs (19.0% vs. 22.9%, p = 0.019), although this was not significant after adjustment.
Conclusions: BGC-use during EVT was associated with excellent recanalization and first-pass reperfusion, primarily in stent-retriever-treated patients. No significant impact on 90-day functional outcome nor on safety indicators was observed.
背景:在多项观察性研究中,球囊引导导管(BGC)与血管内血栓切除术(EVT)后的手术和功能预后改善有关。最近的PROTECT-MT试验挑战了这一益处,表明使用bgc时功能结果更差。本研究旨在评估bgc使用与现实世界中大量队列的程序和功能结果之间的关系。方法:2017年至2021年间因前循环大血管闭塞(LVO)接受EVT治疗的患者纳入了两个瑞典注册中心:EVAS和Riksstroke。结果包括再通成功(改进的脑梗死治疗[mTICI] 2b/2c-3), 90天良好的功能结果(改进的Rankin量表评分0-2),以及安全性结果(医源性解剖、围手术期栓塞、早期神经系统恶化和90天死亡率)。采用一线EVT策略进行亚组分析:支架回收器(有/没有抽吸)或单纯接触抽吸。结果:4843例患者中,2483例符合纳入标准。1449例(58.4%)使用BGCs,与支架回收器(83.0%)联合使用BGCs的频率高于与接触吸痰(24.1%,p 0.05)。BGCs的死亡率较低(19.0% vs. 22.9%, p = 0.019),尽管调整后这一差异不显著。结论:在EVT期间使用bgc与良好的再通和首次再灌注相关,主要是在支架回收器治疗的患者中。未观察到对90天功能结局和安全性指标的显著影响。
{"title":"Balloon Guide Catheter Use and Outcomes After Endovascular Thrombectomy for Ischemic Stroke Due to Large Vessel Occlusions.","authors":"Björn M Hansen, Emma Hall, Alex Szolics, Tommy Andersson, Johan Wassélius","doi":"10.1007/s00062-025-01570-z","DOIUrl":"https://doi.org/10.1007/s00062-025-01570-z","url":null,"abstract":"<p><strong>Background: </strong>Balloon-guide catheters (BGC) have been associated with improved procedural and functional outcomes following endovascular thrombectomy (EVT) in multiple observational studies. Recently the PROTECT-MT trial challenged this benefit, showing worse functional outcomes when using BGCs. This study aims to assess the association between BGC-use and procedural and functional outcomes in a large real-world cohort.</p><p><strong>Methods: </strong>Patients who underwent EVT for anterior circulation large vessel occlusion (LVO) between 2017 and 2021 were included in two Swedish registries: EVAS and Riksstroke. Outcomes included recanalization success (modified Treatment In Cerebral Infarction [mTICI] 2b/2c-3), good 90-day functional outcome (modified Rankin Scale score 0-2), and safety outcomes (iatrogenic dissection, perioperative embolization, early neurological deterioration, and 90-day mortality). Subgroup analysis was conducted by first-line EVT strategy: stent-retriever (with/without aspiration) or contact aspiration alone.</p><p><strong>Results: </strong>Of 4843 patients, 2483 met the inclusion criteria. BGCs were used in 1449 cases (58.4%) and were more frequently used with stent-retrievers (83.0%) than with contact aspiration (24.1%, p < 0.001). BGC-use was associated with higher rates of excellent recanalization (mTICI 2c-3) and first-pass success, particularly in stent-retriever cases (p < 0.001), but not with good recanalization (mTICI 2b-3). No association was found with good 90-day functional outcome or any safety outcome (p > 0.05). A numerically lower mortality rate was observed with BGCs (19.0% vs. 22.9%, p = 0.019), although this was not significant after adjustment.</p><p><strong>Conclusions: </strong>BGC-use during EVT was associated with excellent recanalization and first-pass reperfusion, primarily in stent-retriever-treated patients. No significant impact on 90-day functional outcome nor on safety indicators was observed.</p>","PeriodicalId":49298,"journal":{"name":"Clinical Neuroradiology","volume":" ","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-09-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145126550","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-09-17DOI: 10.1007/s00062-025-01560-1
Martin Diebold, Lucas Becker, Theo Demerath, Marco Reisert, Daniel Erny, Andreas Braun, Till-Karsten Hauser, Jürgen Grauvogel, Marc Hohenhaus, Horst Urbach, Alexander Rau, Urs Würtemberger
Purpose: Prognosis and therapeutic approaches to meningiomas are determined by their proliferative activity and tumor grade. The early identification of aggressive phenotypes is hence essential to improving outcomes. Here, we investigated the potential of shape-based radiomics features and surface regularity (SR) as non-invasive biomarkers of atypical (grade 2) and anaplastic (grade 3) meningiomas.
Methods: In this retrospective single-center study, we assessed individuals with treatment-naive meningiomas in a comprehensive analysis of MR imaging with histopathological grading and quantification of mitotic activity. Radiomics (sphericity, elongation, flatness) and SR measures were calculated on segmented contrast-enhancing tumor components and tested for association with WHO grade (n = 62 grade 1, n = 71 grade 2, and n = 19 grade 3) and proliferation.
Results: All tumor grades were significantly different in characteristics of sphericity and SR with decreasing values at higher tumor grades as an expression of a more irregular shape. Additionally, radiomics features of tumor elongation and flatness discriminated grade 3 cases from grade 1 (p = 0.0008 and p = 0.0003) and grade 2 meningiomas (p = 0.0008 and p = 0.0013). Mitotic activity exhibited a significant negative correlation with the four imaging markers assessed (p < 0.003).
Conclusion: Shape-based radiomics features of sphericity and SR can serve as preoperative grading biomarkers of meningiomas in routine contrast-enhanced T1w MRI.
{"title":"Non-invasive Prediction of Meningioma Tumor Grade by Quantification of Shape-based Radiomics Features and Surface Regularity.","authors":"Martin Diebold, Lucas Becker, Theo Demerath, Marco Reisert, Daniel Erny, Andreas Braun, Till-Karsten Hauser, Jürgen Grauvogel, Marc Hohenhaus, Horst Urbach, Alexander Rau, Urs Würtemberger","doi":"10.1007/s00062-025-01560-1","DOIUrl":"https://doi.org/10.1007/s00062-025-01560-1","url":null,"abstract":"<p><strong>Purpose: </strong>Prognosis and therapeutic approaches to meningiomas are determined by their proliferative activity and tumor grade. The early identification of aggressive phenotypes is hence essential to improving outcomes. Here, we investigated the potential of shape-based radiomics features and surface regularity (SR) as non-invasive biomarkers of atypical (grade 2) and anaplastic (grade 3) meningiomas.</p><p><strong>Methods: </strong>In this retrospective single-center study, we assessed individuals with treatment-naive meningiomas in a comprehensive analysis of MR imaging with histopathological grading and quantification of mitotic activity. Radiomics (sphericity, elongation, flatness) and SR measures were calculated on segmented contrast-enhancing tumor components and tested for association with WHO grade (n = 62 grade 1, n = 71 grade 2, and n = 19 grade 3) and proliferation.</p><p><strong>Results: </strong>All tumor grades were significantly different in characteristics of sphericity and SR with decreasing values at higher tumor grades as an expression of a more irregular shape. Additionally, radiomics features of tumor elongation and flatness discriminated grade 3 cases from grade 1 (p = 0.0008 and p = 0.0003) and grade 2 meningiomas (p = 0.0008 and p = 0.0013). Mitotic activity exhibited a significant negative correlation with the four imaging markers assessed (p < 0.003).</p><p><strong>Conclusion: </strong>Shape-based radiomics features of sphericity and SR can serve as preoperative grading biomarkers of meningiomas in routine contrast-enhanced T1w MRI.</p>","PeriodicalId":49298,"journal":{"name":"Clinical Neuroradiology","volume":" ","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145076419","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Background: Non-contrast computed tomography (NCCT) is a first-line imaging technique for determining treatment options for acute ischemic stroke (AIS). However, its poor contrast and signal-to-noise ratio limit the diagnosis accuracy for radiologists, and automated AIS lesion segmentation using NCCT also remains a challenge. This study aims to develop a segmentation method for ischemic lesions in NCCT scans, combining symmetry-based principles with the nnUNet segmentation model.
Methods: Our novel approach integrates a Generative Module (GM) utilizing 2.5 D ResUNet and an Upstream Segmentation Module (UM) with additional inputs and constraints under the 3D nnUNet segmentation model, utilizing symmetry-based learning to enhance the identification and segmentation of ischemic regions. We utilized the publicly accessible AISD dataset for our experiments. This dataset contains 397 NCCT scans of acute ischemic stroke taken within 24 h of the onset of symptoms. Our method was trained and validated using 345 scans, while the remaining 52 scans were used for internal testing. Additionally, we included 60 positive cases (External Set 1) with segmentation labels obtained from our hospital for external validation of the segmentation task. External Set 2 was employed to evaluate the model's sensitivity and specificity in case-dimensional classification, further assessing its clinical performance. We introduced innovative features such as an intensity-based lesion probability (ILP) function and specific input channels for suspected lesion areas to augment the model's sensitivity and specificity.
Results: The methodology demonstrated commendable segmentation efficacy, attaining a Dice Similarity Coefficient (DSC) of 0.6720 and a Hausdorff Distance (HD95) of 35.28 on the internal test dataset. Similarly, on the external test dataset, the method yielded satisfactory segmentation outcomes, with a DSC of 0.4891 and an HD 95 of 46.06. These metrics reflect a substantial overlap with expert-drawn boundaries and demonstrate the model's potential for reliable clinical application. In terms of classification performance, the method achieved an Area Under the Curve (AUC) of 0.991 on the external test set, surpassing the performance of nnUNet, which recorded an AUC of 0.947.
Conclusion: This study introduces a novel segmentation technique for ischemic lesions in NCCT scans, leveraging symmetry-based principles integrated with nnUNet, which shows potential for improving clinical decision-making in stroke care.
背景:非对比计算机断层扫描(NCCT)是确定急性缺血性卒中(AIS)治疗方案的一线成像技术。然而,其较差的对比度和信噪比限制了放射科医生的诊断准确性,并且使用NCCT进行AIS病变自动分割仍然是一个挑战。本研究旨在将基于对称性的原理与nnUNet分割模型相结合,开发一种NCCT扫描中缺血性病变的分割方法。方法:将基于2.5 D ResUNet的生成模块(GM)和基于附加输入和约束的上游分割模块(UM)集成在3D nnUNet分割模型中,利用基于对称性的学习来增强对缺血区域的识别和分割。我们在实验中使用了可公开访问的AISD数据集。该数据集包含397次急性缺血性中风的NCCT扫描,扫描时间为症状发作后24 小时。我们的方法经过了345次扫描的训练和验证,而剩下的52次扫描用于内部测试。此外,我们还纳入了60例阳性病例(外部集1),这些病例具有从我们医院获得的分割标签,用于分割任务的外部验证。采用External Set 2评价模型在病例维数分类上的敏感性和特异性,进一步评价其临床表现。我们引入了创新的特征,如基于强度的病变概率(ILP)函数和疑似病变区域的特定输入通道,以增强模型的敏感性和特异性。结果:该方法显示出良好的分割效果,在内部测试数据集上获得了0.6720的Dice Similarity Coefficient (DSC)和35.28的Hausdorff Distance (HD95)。同样,在外部测试数据集上,该方法产生了令人满意的分割结果,DSC为0.4891,HD 95为46.06。这些指标反映了与专家绘制的边界的大量重叠,并证明了该模型可靠的临床应用潜力。在分类性能方面,该方法在外部测试集上获得了0.991的曲线下面积(Area Under the Curve, AUC),超过了nnUNet的0.947。结论:本研究引入了一种新的NCCT扫描中缺血性病变的分割技术,利用基于对称的原理与nnUNet相结合,显示出改善脑卒中护理临床决策的潜力。
{"title":"Deep Learning for Segmenting Ischemic Stroke Infarction in Non-contrast CT Scans by Utilizing Asymmetry.","authors":"Jia Sun, Guang-Liang Ju, Yu-Hong Qu, Hui-Hui Xie, Hai-Xin Sun, Si-Yuan Han, Yun-Fang Li, Xiu-Qin Jia, Qi Yang","doi":"10.1007/s00062-025-01559-8","DOIUrl":"https://doi.org/10.1007/s00062-025-01559-8","url":null,"abstract":"<p><strong>Background: </strong>Non-contrast computed tomography (NCCT) is a first-line imaging technique for determining treatment options for acute ischemic stroke (AIS). However, its poor contrast and signal-to-noise ratio limit the diagnosis accuracy for radiologists, and automated AIS lesion segmentation using NCCT also remains a challenge. This study aims to develop a segmentation method for ischemic lesions in NCCT scans, combining symmetry-based principles with the nnUNet segmentation model.</p><p><strong>Methods: </strong>Our novel approach integrates a Generative Module (GM) utilizing 2.5 D ResUNet and an Upstream Segmentation Module (UM) with additional inputs and constraints under the 3D nnUNet segmentation model, utilizing symmetry-based learning to enhance the identification and segmentation of ischemic regions. We utilized the publicly accessible AISD dataset for our experiments. This dataset contains 397 NCCT scans of acute ischemic stroke taken within 24 h of the onset of symptoms. Our method was trained and validated using 345 scans, while the remaining 52 scans were used for internal testing. Additionally, we included 60 positive cases (External Set 1) with segmentation labels obtained from our hospital for external validation of the segmentation task. External Set 2 was employed to evaluate the model's sensitivity and specificity in case-dimensional classification, further assessing its clinical performance. We introduced innovative features such as an intensity-based lesion probability (ILP) function and specific input channels for suspected lesion areas to augment the model's sensitivity and specificity.</p><p><strong>Results: </strong>The methodology demonstrated commendable segmentation efficacy, attaining a Dice Similarity Coefficient (DSC) of 0.6720 and a Hausdorff Distance (HD95) of 35.28 on the internal test dataset. Similarly, on the external test dataset, the method yielded satisfactory segmentation outcomes, with a DSC of 0.4891 and an HD 95 of 46.06. These metrics reflect a substantial overlap with expert-drawn boundaries and demonstrate the model's potential for reliable clinical application. In terms of classification performance, the method achieved an Area Under the Curve (AUC) of 0.991 on the external test set, surpassing the performance of nnUNet, which recorded an AUC of 0.947.</p><p><strong>Conclusion: </strong>This study introduces a novel segmentation technique for ischemic lesions in NCCT scans, leveraging symmetry-based principles integrated with nnUNet, which shows potential for improving clinical decision-making in stroke care.</p>","PeriodicalId":49298,"journal":{"name":"Clinical Neuroradiology","volume":" ","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145001716","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-09-02DOI: 10.1007/s00062-025-01562-z
Marius Vach, Michael Gliem, Daniel Weiss, Vivien Lorena Ivan, Frederik Hauke, Christian Boschenriedter, Christian Rubbert, Julian Caspers
Purpose: To investigate the feasibility of Retrieval-augmented Generation (RAG)-enhanced Large Language Models (LLMs) in answering questions about two German neurovascular guidelines.
Methods: Four LLMs (GPT-4o-mini, Llama 3.1 405B Instruct Turbo, Mixtral 8 × 22B Instruct, and Claude 3.5 Sonnet) with RAG as well as GPT-4o-mini without RAG were evaluated for generating answers about two German neurovascular guidelines ("S3 Guideline for Diagnosis, Treatment, and Follow-up of Extracranial Carotid Stenosis" and "S2e Guideline for Acute Therapy of Ischemic Stroke"). The answers were classified as "correct", "inaccurate", or "incorrect" by two neurovascular experts in consensus. Additionally, retrieval performance of five retrieval strategies was analyzed on a synthetic dataset of 384 questions.
Results: Claude Sonnet 3.5 achieved the highest answer correctness (70.6% correct, 10.6% wrong), followed by Llama 3.1 (64.7%, 15.3% wrong), GPT-4o-mini with RAG (57.6%, 15.3% wrong), and Mixtral (56.6%, 17.6% wrong). GPT-4o-mini without RAG performed significantly worse (20.0%, 32.9% wrong). Retrieval errors were the primary cause of incorrect answers (80%). For retrieval, BM25 achieved the highest accuracy (82.0%), outperforming vector-based methods like "BAAI/bge-m3" (78.4%).
Conclusion: RAG significantly improves LLM accuracy for medical guideline question answering compared to the inherent knowledge of pretrained LLMs alone while still showing significant error rates. Improved accuracy and confidence metrics are needed for safer implementation in clinical routine. Additionally, our results demonstrate the strong performance of general LLMs in medical question answering for non-English languages, such as German, even without specific training.
{"title":"Evaluating Retrieval Augmented Generation-enhanced Large Language Models for Question Answering On German Neurovascular Guidelines.","authors":"Marius Vach, Michael Gliem, Daniel Weiss, Vivien Lorena Ivan, Frederik Hauke, Christian Boschenriedter, Christian Rubbert, Julian Caspers","doi":"10.1007/s00062-025-01562-z","DOIUrl":"https://doi.org/10.1007/s00062-025-01562-z","url":null,"abstract":"<p><strong>Purpose: </strong>To investigate the feasibility of Retrieval-augmented Generation (RAG)-enhanced Large Language Models (LLMs) in answering questions about two German neurovascular guidelines.</p><p><strong>Methods: </strong>Four LLMs (GPT-4o-mini, Llama 3.1 405B Instruct Turbo, Mixtral 8 × 22B Instruct, and Claude 3.5 Sonnet) with RAG as well as GPT-4o-mini without RAG were evaluated for generating answers about two German neurovascular guidelines (\"S3 Guideline for Diagnosis, Treatment, and Follow-up of Extracranial Carotid Stenosis\" and \"S2e Guideline for Acute Therapy of Ischemic Stroke\"). The answers were classified as \"correct\", \"inaccurate\", or \"incorrect\" by two neurovascular experts in consensus. Additionally, retrieval performance of five retrieval strategies was analyzed on a synthetic dataset of 384 questions.</p><p><strong>Results: </strong>Claude Sonnet 3.5 achieved the highest answer correctness (70.6% correct, 10.6% wrong), followed by Llama 3.1 (64.7%, 15.3% wrong), GPT-4o-mini with RAG (57.6%, 15.3% wrong), and Mixtral (56.6%, 17.6% wrong). GPT-4o-mini without RAG performed significantly worse (20.0%, 32.9% wrong). Retrieval errors were the primary cause of incorrect answers (80%). For retrieval, BM25 achieved the highest accuracy (82.0%), outperforming vector-based methods like \"BAAI/bge-m3\" (78.4%).</p><p><strong>Conclusion: </strong>RAG significantly improves LLM accuracy for medical guideline question answering compared to the inherent knowledge of pretrained LLMs alone while still showing significant error rates. Improved accuracy and confidence metrics are needed for safer implementation in clinical routine. Additionally, our results demonstrate the strong performance of general LLMs in medical question answering for non-English languages, such as German, even without specific training.</p>","PeriodicalId":49298,"journal":{"name":"Clinical Neuroradiology","volume":" ","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144976155","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-09-01Epub Date: 2025-02-14DOI: 10.1007/s00062-025-01497-5
Ali Khanafer, Pablo Albiña-Palmarola, Philipp von Gottberg, Kamran Hajiyev, Sebastian J Müller, Jose E Cohen, Hans Henkes
Purpose: Although flow diverters (FDs) revolutionized the treatment of unruptured intracranial aneurysms (UIAs), clinically silent microinfarcts (SMs) are consistently detected in postprocedural diffusion-weighted imaging (DWI), and their clinical consequences remain unknown. This study examined the incidence of, and factors associated with, SM development after the use of two surface-modified FDs: the p48MW-HPC and p64MW-HPC.
Methods: A non-concurrent cohort study was conducted in 404 consecutive patients with UIAs treated with these two FDs between January 2020 and July 2023. The primary endpoint was the number of asymptomatic DWI lesions within 72 h after the procedure.
Results: SMs were detected in 58.2% of the cases, and ≥ 20 lesions were identified in 7.2% of cases. Multivariate analysis revealed that the use of two specific types of microcatheters-Prowler Select Plus (P < 0.001; IRR, 3.2) and RapidTransit (P = 0.001; IRR, 2.2)-and difficulty in microcatheter navigation to the target vessel (P = 0.039; IRR, 1.8) were significantly associated with greater numbers of lesions. After exclusion of outlier cases, these devices remained associated with a significant 2‑ to 3‑fold increase in SMs. Diabetes was associated with fewer SMs (P = 0.024; IRR, 0.5), although this association disappeared after exclusion of outlier cases.
Conclusion: The postprocedural incidence of SMs associated with hydrophilic polymer-coated FDs was similar to that previously reported. Interestingly, the main factor contributing to this phenomenon was the use of certain microcatheters. Careful device selection is crucial, and further research is needed to improve the safety of neurovascular interventions.
目的:尽管血流分流器(fd)彻底改变了未破裂颅内动脉瘤(UIAs)的治疗方法,但术后弥散加权成像(DWI)经常检测到临床无症状的微梗死(SMs),其临床后果尚不清楚。本研究考察了使用两种表面改性fd (p48MW-HPC和p64MW-HPC)后SM发生的发生率及其相关因素。方法:在2020年1月至2023年7月期间,对404例连续接受这两种fd治疗的UIAs患者进行了一项非并发队列研究。主要终点是术后72小时内无症状DWI病变的数量 h。结果:58.2%的病例检出SMs, 7.2%的病例检出≥ 20个病变。多变量分析显示,两种特定类型的微导管的使用- prowler Select Plus (P )结论:与亲水性聚合物包被fd相关的术后SMs发生率与先前报道相似。有趣的是,造成这种现象的主要因素是某些微导管的使用。谨慎的设备选择是至关重要的,需要进一步的研究来提高神经血管干预的安全性。
{"title":"Clinically Silent Microinfarct Incidence and Risk Factors After Treatment of Unruptured Intracranial Aneurysms with Hydrophilic Polymer-Coated Flow Diverters.","authors":"Ali Khanafer, Pablo Albiña-Palmarola, Philipp von Gottberg, Kamran Hajiyev, Sebastian J Müller, Jose E Cohen, Hans Henkes","doi":"10.1007/s00062-025-01497-5","DOIUrl":"10.1007/s00062-025-01497-5","url":null,"abstract":"<p><strong>Purpose: </strong>Although flow diverters (FDs) revolutionized the treatment of unruptured intracranial aneurysms (UIAs), clinically silent microinfarcts (SMs) are consistently detected in postprocedural diffusion-weighted imaging (DWI), and their clinical consequences remain unknown. This study examined the incidence of, and factors associated with, SM development after the use of two surface-modified FDs: the p48MW-HPC and p64MW-HPC.</p><p><strong>Methods: </strong>A non-concurrent cohort study was conducted in 404 consecutive patients with UIAs treated with these two FDs between January 2020 and July 2023. The primary endpoint was the number of asymptomatic DWI lesions within 72 h after the procedure.</p><p><strong>Results: </strong>SMs were detected in 58.2% of the cases, and ≥ 20 lesions were identified in 7.2% of cases. Multivariate analysis revealed that the use of two specific types of microcatheters-Prowler Select Plus (P < 0.001; IRR, 3.2) and RapidTransit (P = 0.001; IRR, 2.2)-and difficulty in microcatheter navigation to the target vessel (P = 0.039; IRR, 1.8) were significantly associated with greater numbers of lesions. After exclusion of outlier cases, these devices remained associated with a significant 2‑ to 3‑fold increase in SMs. Diabetes was associated with fewer SMs (P = 0.024; IRR, 0.5), although this association disappeared after exclusion of outlier cases.</p><p><strong>Conclusion: </strong>The postprocedural incidence of SMs associated with hydrophilic polymer-coated FDs was similar to that previously reported. Interestingly, the main factor contributing to this phenomenon was the use of certain microcatheters. Careful device selection is crucial, and further research is needed to improve the safety of neurovascular interventions.</p>","PeriodicalId":49298,"journal":{"name":"Clinical Neuroradiology","volume":" ","pages":"459-472"},"PeriodicalIF":2.6,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12454470/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143425770","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}