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Revisiting traumatic brachial plexus injury-Imaging correlation of modified Sunderland classification and beyond. 再谈外伤性臂丛损伤-改良Sunderland分类及其以后的影像学相关性。
IF 0.8 Q4 NEUROIMAGING Pub Date : 2025-11-05 DOI: 10.1177/19714009251395714
Nivedita Sarkar, Akhila Prasad, Mukesh Bansal, Lukshay Bansal

Bourgeoning vehicular accidents is leading to a rise in the traumatic brachial plexus injuries (TBPIs). Brachial plexus is a cardinal neural plexus catering to the sensory-motor function of the upper limb. Thus, prompt diagnosis and early management are must in case of TBPIs. Although no single modality is a universal gold standard across the full spectrum of TBPIs, Magnetic resonance imaging (MRI) forms the corner stone of imaging evaluation. Even with excellent resolution, clinching the diagnosis is an uphill task, as already complicated anatomy, becomes scrambled following trauma. Imaging plays a crucial role in management, as it not only diagnose TBPIs, but also accurately identify the site of injury and stratify it. Grading of TBPIs have bearing of management decisions and an accurate stratification, leads to significant reduction in morbidity. Modified Sunderland Classification is widespread accepted classification which can be correlated on MRI. Through this manuscript, the author has tried to simplify this correlation and provide an image guide for imagers along with a table summarizing the important take home points at last.

交通事故的不断增加导致外伤性臂丛神经损伤(TBPIs)的增加。臂丛是一个主要的神经丛,负责上肢的感觉运动功能。因此,及时诊断和早期治疗是必要的。虽然没有一种模式是适用于所有tbpi的通用金标准,但磁共振成像(MRI)是成像评估的基石。即使有极好的分辨率,确定诊断也是一项艰巨的任务,因为已经复杂的解剖结构在创伤后变得混乱。影像学在治疗中起着至关重要的作用,因为它不仅可以诊断创伤性脑损伤,而且可以准确地识别损伤部位并对其进行分层。tbpi的分级具有管理决策和准确的分层,可显著降低发病率。修正Sunderland分类法是一种被广泛接受的分类方法,可以在MRI上进行对比。通过这篇手稿,作者试图简化这种相关性,并为成像仪提供了一个图像指南,最后总结了重要的要点。
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引用次数: 0
Beyond ASPECTS: A Practical Guide to CT Perfusion Interpretation. 超越方面:CT灌注解释的实用指南。
IF 0.8 Q4 NEUROIMAGING Pub Date : 2025-10-29 DOI: 10.1177/19714009251387297
Raphael Miller, Ryan Morasse, Nicholas Clayton, Ashley Park, Anna Tarasova, Daniel J Masri, Anna Derman

Computed tomography perfusion (CTP) imaging plays a pivotal role in the early evaluation of patients presenting with acute ischemic stroke (AIS), particularly by identifying candidates for endovascular thrombectomy. Accurate interpretation of CTP requires a structured approach that integrates technical understanding, clinical judgment, and recognition of the modality's limitations. This review was prompted by real clinical challenges faced by the senior author and aims to provide both a theoretical foundation and practical guidance for interpreting CTP. Key concepts are illustrated through real clinical scenarios and corresponding annotated images. In addition to reviewing current AHA/ASA guidelines, we discuss institutional best practices and highlight challenging clinical scenarios in which CTP can significantly influence treatment decisions. This article aims to equip clinicians with the knowledge and tools needed for consistent and effective use of CTP.

计算机断层扫描灌注(CTP)成像在急性缺血性卒中(AIS)患者的早期评估中起着关键作用,特别是在确定血管内血栓切除术的候选人方面。CTP的准确解释需要一种结构化的方法,将技术理解、临床判断和对模式局限性的认识结合起来。这篇综述是基于资深作者所面临的实际临床挑战,旨在为CTP的解释提供理论基础和实践指导。通过真实的临床场景和相应的注释图像说明关键概念。除了回顾当前的AHA/ASA指南外,我们还讨论了机构的最佳实践,并强调了CTP可以显著影响治疗决策的具有挑战性的临床情况。本文旨在为临床医生提供一致和有效使用CTP所需的知识和工具。
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引用次数: 0
Carotid artery stenting with pre-stenting dilatation alone: Safety and efficacy. 颈动脉支架置入术与单独支架扩张:安全性和有效性。
IF 0.8 Q4 NEUROIMAGING Pub Date : 2025-10-27 DOI: 10.1177/19714009251393193
Kamran Hajiyev, Philipp von Gottberg, Ali Khanafer, Michael Forsting, Hansjörg Bäzner, Hans Henkes

BackgroundCarotid artery stenting (CAS) is an established alternative to carotid endarterectomy for the treatment of atherosclerotic carotid stenosis. However, periprocedural ischemic stroke remains a concern, partly influenced by device selection and procedural technique. The optimal dilatation strategy, particularly the role of pre- and post-stenting balloon dilatation, remains debated. This study aimed to evaluate the safety and efficacy of CAS using pre-stenting dilatation alone compared with combined pre- and post-stenting dilatation.MethodsA retrospective analysis was conducted of 1248 CAS procedures performed in 1158 patients at a single neurovascular center (May 2009-December 2020). Baseline characteristics, procedural details, and outcomes were compared between cases with pre-stenting dilatation alone and those with additional post-stenting dilatation. The primary endpoint was the 30-day composite stroke rate; secondary outcomes included periprocedural adverse events and long-term in-stent restenosis (ISRS > 50%).ResultsPre-stenting dilatation was performed in all cases; additional post-stenting dilatation was used in 150 procedures (12%). The 30-day composite stroke rate was 2.6%, significantly lower in the pre-dilatation-alone group than in the combined group (2.1% vs. 7.2%; p = 0.003). At a median follow-up of 66 months, ISRS > 50% occurred in 5.9% of stents, with no significant difference between groups (5.9% vs. 5.7%).ConclusionsIn this large single-center experience, CAS using pre-stenting dilatation alone was associated with a lower periprocedural stroke rate and comparable long-term patency. These findings support a simplified procedural approach that may reduce embolic risk without compromising efficacy.

背景:颈动脉支架植入术(CAS)是一种替代颈动脉内膜切除术治疗动脉粥样硬化性颈动脉狭窄的方法。然而,围手术期缺血性中风仍然是一个问题,部分受设备选择和手术技术的影响。最佳扩张策略,特别是支架植入前后球囊扩张的作用,仍然存在争议。本研究旨在评价单独支架前扩张与支架前和支架后联合扩张的安全性和有效性。方法回顾性分析2009年5月至2020年12月在某神经血管中心1158例患者进行的1248例CAS手术。基线特征、手术细节和结果比较单独支架扩张和支架扩张后的病例。主要终点是30天的复合卒中发生率;次要结局包括围手术期不良事件和长期支架内再狭窄(ISRS为50%)。结果所有病例均行支架扩张术;在150例(12%)手术中使用了额外的支架后扩张。30天复合卒中发生率为2.6%,单独预扩张组显著低于联合扩张组(2.1% vs. 7.2%; p = 0.003)。在66个月的中位随访中,5.9%的支架发生了50%的ISRS,组间无显著差异(5.9% vs. 5.7%)。结论:在这项大型单中心研究中,单纯使用支架前扩张的CAS术中卒中发生率较低,且长期通畅。这些发现支持一种简化的手术方法,可以在不影响疗效的情况下降低栓塞风险。
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引用次数: 0
A rare venous drainage route from the transverse medullary vein to the inferior retrotonsillar vein on cerebral angiography. 脑血管造影显示一罕见的由髓横静脉至扁桃体后下静脉的静脉引流路径。
IF 0.8 Q4 NEUROIMAGING Pub Date : 2025-10-25 DOI: 10.1177/19714009251393176
Hideo Chihara, Yoshinori Maki, Taketo Hatano

BackgroundIn vascular diseases such as arteriovenous malformations and dural arteriovenous fistulas, rare venous drainage routes can be identified angiographically.Case DescriptionA 50-year-old woman was transported to our hospital after she developed a sudden headache and unconsciousness. Computed tomography showed subarachnoid hemorrhage. A cerebral angiography disclosed an arteriovenous malformation (AVM) at the C2 level and a dural arteriovenous fistula (AVF) at C5/C6. The AVF drained through the posterior spinal vein to the inferior retrotonsillar vein. The AVM drained cranially to the anterior spinal vein flowing into the transverse medullary vein. The transverse medullary vein drained into the inferior retrotonsillar vein through a connecting vein. The connecting vein seemed very unusual.ConclusionsIn this case, a rare collateral vein connecting the transverse medullary vein and inferior retrotonsillar vein was observed.

在动静脉畸形和硬脑膜动静脉瘘等血管疾病中,罕见的静脉引流途径可以通过血管造影识别。病例描述一名50岁妇女因突发头痛和昏迷被送往我院。计算机断层扫描显示蛛网膜下腔出血。脑血管造影显示在C2水平有动静脉畸形(AVM),在C5/C6有硬膜动静脉瘘(AVF)。AVF通过脊髓后静脉引流至扁桃体后下静脉。动静脉静脉经颅引流至脊髓前静脉,再流入髓横静脉。横髓静脉经连接静脉汇入扁桃体后下静脉。连接静脉似乎很不寻常。结论本病例观察到一条罕见的连接髓横静脉和扁桃体后下静脉的侧静脉。
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引用次数: 0
Ticagrelor use in ruptured aneurysms: A retrospective cohort study. 替格瑞洛用于动脉瘤破裂:一项回顾性队列研究。
IF 0.8 Q4 NEUROIMAGING Pub Date : 2025-10-23 DOI: 10.1177/19714009251389566
Nourou Dine Adeniran Bankole, Baptiste Donnard, Gregoire Boulouis, Yohann Nalbach, Axel Masson, Kevin Janot, Heloise Ifergan, Fouzi Bala, Richard Bibi

BackgroundThe acute management of ruptured intracranial aneurysms sometimes requires stent placement, which necessitates the prompt initiation of an antiplatelet (APT) regimen, including Ticagrelor at our center.ObjectiveThis study aimed to assess patients with ruptured intracranial aneurysms who received Ticagrelor prior to or during aneurysm embolization. We evaluated procedural safety and clinical and imaging outcomes at 6 months follow-up.Patients and MethodsWe analyzed patients with aneurysmal subarachnoid hemorrhage treated with endovascular therapy (EVT) under a dual antiplatelet therapy (DAPT) regimen between January 2015 and January 2023, excluding those managed with surgical clipping. Safety profiles and clinical outcomes were systematically assessed.ResultsA total of 23 patients (69.6% female, mean age 58.6 ± 12.2 years) with ruptured aneurysms and subarachnoid hemorrhage underwent EVT with DAPT (Ticagrelor + Aspirin). Aneurysms were primarily located on the carotid (39.1%) and anterior communicating arteries (30.4%), with a median size of 5 mm. The median time from rupture to treatment was 1.5 days. Ischemic complications occurred in 30.4%, including procedure-related ischemia (21.7%) and post-procedure vasospasm (8.7%). Hemorrhagic complications were observed in 8.7%, with two patients experiencing asymptomatic post-procedure hemorrhage. Functional outcomes at 6 months showed 56.5% of patients with excellent recovery (mRS <2), while 17.4% died (mRS = 6), resulting in a 17.4% mortality rate.ConclusionTicagrelor appears feasible and generally safe for acute-phase management of aneurysmal subarachnoid hemorrhage, though complications and mortality highlight the need for cautious patient selection and further investigation.

背景:颅内动脉瘤破裂的急性治疗有时需要支架置入,这就需要及时启动抗血小板(APT)治疗方案,包括我们中心的替格瑞洛。目的:本研究旨在评估颅内动脉瘤破裂患者在动脉瘤栓塞前或栓塞期间接受替格瑞洛治疗。我们在6个月的随访中评估了手术安全性以及临床和影像学结果。患者和方法我们分析了2015年1月至2023年1月期间在双重抗血小板治疗(DAPT)方案下接受血管内治疗(EVT)治疗的动脉瘤性蛛网膜下腔出血患者,不包括手术夹持治疗的患者。系统地评估了安全性和临床结果。结果23例动脉瘤破裂伴蛛网膜下腔出血患者(女性69.6%,平均年龄58.6±12.2岁)行DAPT(替格瑞洛+阿司匹林)EVT治疗。动脉瘤主要位于颈动脉(39.1%)和前交通动脉(30.4%),中位大小为5mm。从破裂到治疗的中位时间为1.5天。缺血性并发症发生率为30.4%,包括手术相关缺血(21.7%)和术后血管痉挛(8.7%)。8.7%的患者出现出血性并发症,2例患者出现无症状的术后出血。6个月的功能结果显示56.5%的患者恢复良好
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引用次数: 0
Middle meningeal artery embolization versus standard of care for chronic subdural hematoma: Meta-analysis of randomized controlled trials. 慢性硬膜下血肿的中脑膜动脉栓塞与标准治疗:随机对照试验的荟萃分析。
IF 0.8 Q4 NEUROIMAGING Pub Date : 2025-10-21 DOI: 10.1177/19714009251389579
Ali Mortezaei, Nadir Al-Saidi, Kiana Yahyaei, Ahmed Abdelsalam, Luis Guada Delgado, Joshua Hanna, Adam A Dmytriw, Redi Rahmani, Adib A Abla, Robert M Starke

BackgroundThe safety and efficacy of the middle meningeal artery embolization (MMAE) in patients with non-acute or chronic subdural hematoma (cSDH) has significant reporting within recent literature, however, mainly in the form of observational data.MethodsWe conducted a systematic review and meta-analysis including all available randomized clinical trials (RCTs) that compared MMAE in addition to standard of care (SOC) versus SOC alone for cSDH. The primary outcome was the rate of recurrence and reoperation. Secondary outcomes included serious adverse events (SAEs), mortality rate, independent ambulation (modified Rankin Scale (mRS) score 0-3), and changes in hematoma characteristics at 90 days. The fixed-effect or random-effects model was used based on the significancy of the heterogenicity (I2 > 50%, P < .1).ResultsFindings showed significant superiority of MMAE over SOC in 90-day recurrence (RR = 0.55, 95% CI = 0.36-0.83, P = .0047, I2 = 43.3%), reoperation within 180 days (RR = 0.38, 95% CI = 0.26-0.56, P < .001, I2 = 0.0%), ambulatory functional outcome (RR = 1.034, 95% CI = 1.0-1.07, P = .0296, I2 = 53.9%), SAE at any time (RR = 0.59, 95% CI = 0.38-0.94, P = .025, , I2 = 0.0%), and 90-day any-cause mortality (RR = 0.29, 95% CI = 0.14-0.6, P = .0008, I2 = 0.0%). Successful embolization and 30-day embolization-related complications occurred in 99.2% (95% CI = 94.54%-100%) and 1.18% (95% CI = 0.39%-2.31%) of patients, respectively. Additionally, subgroup analyses on major and pilot RCTs, comparison of embolic agents, and MMAE adjuvant to surgery versus surgery alone confirmed these findings.ConclusionMMAE appears to be safe and effective in the management of cSDH with low recurrence and SAE rate.

背景:在最近的文献中,脑膜中动脉栓塞(MMAE)治疗非急性或慢性硬膜下血肿(cSDH)的安全性和有效性有重要报道,但主要是观察性数据。方法:我们进行了一项系统回顾和荟萃分析,包括所有可用的随机临床试验(rct),比较MMAE加标准护理(SOC)与单独使用SOC治疗cSDH。主要观察指标为复发率和再手术率。次要结局包括严重不良事件(sae)、死亡率、独立活动(修改Rankin量表(mRS)评分0-3)和90天血肿特征的变化。根据异质性的显著性(I2 bb0 50%, P < 0.1),采用固定效应或随机效应模型。ResultsFindings显示显著的优越性在SOC MMAE 90天复发(RR = 0.55, 95% CI -0.83 = 0.36, P =只有。,I2 = 43.3%),在180天内再次手术(RR = 0.38, 95% CI -0.56 = 0.26, P <措施,I2 = 0.0%),动态功能结果(RR = 1.034, 95% CI -1.07 = 1.0, P = .0296, I2 = 53.9%), SAE在任何时候(RR = 0.59, 95% CI -0.94 = 0.38, P = .025, I2 = 0.0%),和90 - 10天(RR = 0.29, 95% CI -0.6 = 0.14, P = .0008, I2 = 0.0%)。栓塞成功和30天栓塞相关并发症发生率分别为99.2% (95% CI = 94.54% ~ 100%)和1.18% (95% CI = 0.39% ~ 2.31%)。此外,主要和试点随机对照试验的亚组分析、栓塞剂的比较、MMAE辅助手术与单独手术的比较也证实了这些发现。结论mmae治疗cSDH安全有效,复发率低,SAE发生率低。
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引用次数: 0
GIRFT guidance reduces cauda equina syndrome (CES) related admissions without negatively impacting diagnosis. GIRFT指导减少马尾综合征(CES)相关入院,而不会对诊断产生负面影响。
IF 0.8 Q4 NEUROIMAGING Pub Date : 2025-10-08 DOI: 10.1177/19714009251385226
Sai Viswan Thiagarajah, Edward Cornish, Amit Kapoor, Jeremy Telford, Thomas Langstroth, Kenneth Koo

Background: Cauda equina syndrome (CES) is a rare but serious neurosurgical emergency. Back pain and sciatica are common presentations to A&E. Get It Right First Time (GIRFT) published guidance in February 2023 regarding the red flag symptoms and symptom duration requiring emergency MRI. This framework has been utilised by the orthopaedic service within our hospital. The aim of this study was to assess whether implementing GIRFT guidance could reduce CES related admissions without impacting the diagnostic yield for identifying this emergency.Methods: Retrospective review of all emergency MRI scans to exclude CES during two 6-month periods. GIRFT guidance was published in February 2023. Period 1 (01/08/2022-31/01/2023) was prior to GIRFT guidance and period 2 (01/08/2024-31/01/2025) was more than 1 year after GIRFT guidance. Statistical analysis was undertaken using Chisquared and Mann-Whitney testing. Results: There were 175 emergency MRI scans to exclude CES during period 1 versus 159 during period 2. After implementation of GIRFT guidance, there was a significant reduction in the percentage of patients requiring admission (42.77% vs 56.57%, p = 0.016) and an increase in the percentage of patients scanned on the day of presentation (61.64% vs 52.57%, p = 0.119). There was no change in the diagnostic yield of scans for identifying CES (4.57% vs 4.4%, p = 1). Conclusion: Our results show that utilisation of the GIRFT guidance reduced CES related admissions without negatively impacting diagnostic yield. These findings highlight the value of implementing GIRFT guidelines in neurosurgical and orthopaedic departments across the country.

背景:马尾综合征是一种罕见但严重的神经外科急症。背部疼痛和坐骨神经痛是急诊室常见的症状。2023年2月,GIRFT发布了关于红旗症状和需要紧急MRI的症状持续时间的指南。该框架已被我们医院的骨科服务所采用。本研究的目的是评估实施GIRFT指南是否可以在不影响识别这种紧急情况的诊断率的情况下减少与CES相关的入院。方法:回顾性分析两个6个月期间所有紧急MRI扫描以排除CES。GIRFT指南于2023年2月发布。第一阶段(2022年8月1日至2023年1月31日)是在GIRFT指导之前,第二阶段(2024年8月1日至2025年1月31日)是在GIRFT指导之后一年多。采用chisqusquared检验和Mann-Whitney检验进行统计分析。结果:在第一阶段有175次紧急MRI扫描排除了CES,而在第二阶段有159次。实施GIRFT指导后,需要住院的患者比例显著降低(42.77% vs 56.57%, p = 0.016),就诊当天扫描的患者比例增加(61.64% vs 52.57%, p = 0.119)。扫描识别CES的诊断率没有变化(4.57% vs 4.4%, p = 1)。结论:我们的研究结果表明,使用GIRFT指南减少了与CES相关的入院,而不会对诊断率产生负面影响。这些发现强调了在全国神经外科和骨科实施GIRFT指南的价值。
{"title":"GIRFT guidance reduces cauda equina syndrome (CES) related admissions without negatively impacting diagnosis.","authors":"Sai Viswan Thiagarajah, Edward Cornish, Amit Kapoor, Jeremy Telford, Thomas Langstroth, Kenneth Koo","doi":"10.1177/19714009251385226","DOIUrl":"10.1177/19714009251385226","url":null,"abstract":"<p><p><b>Background:</b> Cauda equina syndrome (CES) is a rare but serious neurosurgical emergency. Back pain and sciatica are common presentations to A&E. Get It Right First Time (GIRFT) published guidance in February 2023 regarding the red flag symptoms and symptom duration requiring emergency MRI. This framework has been utilised by the orthopaedic service within our hospital. The aim of this study was to assess whether implementing GIRFT guidance could reduce CES related admissions without impacting the diagnostic yield for identifying this emergency.<b>Methods:</b> Retrospective review of all emergency MRI scans to exclude CES during two 6-month periods. GIRFT guidance was published in February 2023. Period 1 (01/08/2022-31/01/2023) was prior to GIRFT guidance and period 2 (01/08/2024-31/01/2025) was more than 1 year after GIRFT guidance. Statistical analysis was undertaken using Chisquared and Mann-Whitney testing. <b>Results:</b> There were 175 emergency MRI scans to exclude CES during period 1 versus 159 during period 2. After implementation of GIRFT guidance, there was a significant reduction in the percentage of patients requiring admission (42.77% vs 56.57%, <i>p</i> = 0.016) and an increase in the percentage of patients scanned on the day of presentation (61.64% vs 52.57%, <i>p</i> = 0.119). There was no change in the diagnostic yield of scans for identifying CES (4.57% vs 4.4%, <i>p</i> = 1). <b>Conclusion:</b> Our results show that utilisation of the GIRFT guidance reduced CES related admissions without negatively impacting diagnostic yield. These findings highlight the value of implementing GIRFT guidelines in neurosurgical and orthopaedic departments across the country.</p>","PeriodicalId":47358,"journal":{"name":"Neuroradiology Journal","volume":" ","pages":"19714009251385226"},"PeriodicalIF":0.8,"publicationDate":"2025-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12507797/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145253280","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
Evaluating the effect of noise reduction strategies in CT perfusion imaging for predicting infarct core with deep learning. 评价CT灌注成像降噪策略在深度学习预测梗死核心中的效果。
IF 0.8 Q4 NEUROIMAGING Pub Date : 2025-10-01 Epub Date: 2025-01-09 DOI: 10.1177/19714009251313517
James J F Crouch, Timothé Boutelier, Adam Davis, Mohammad Mahdi Shiraz Bhurwani, Kenneth V Snyder, Christos Papageorgakis, Dorian Raguenes, Ciprian N Ionita

This study evaluates the efficacy of deep learning models in identifying infarct tissue on computed tomography perfusion (CTP) scans from patients with acute ischemic stroke due to large vessel occlusion, specifically addressing the potential influence of varying noise reduction techniques implemented by different vendors. We analyzed CTP scans from 60 patients who underwent mechanical thrombectomy achieving a modified thrombolysis in cerebral infarction (mTICI) score of 2c or 3, ensuring minimal changes in the infarct core between the initial CTP and follow-up MR imaging. Noise reduction techniques, including principal component analysis (PCA), wavelet, non-local means (NLM), and a no denoising approach, were employed to create hemodynamic parameter maps. Infarct regions identified on follow-up diffusion-weighted imaging (DWI) within 48 hours were co-registered with initial CTP scans and refined with ADC maps to serve as ground truth for training a data-augmented U-Net model. The performance of this convolutional neural network (CNN) was assessed using Dice coefficients across different denoising methods and infarct sizes, visualized through box plots for each parameter map. Our findings show no significant differences in model accuracy between PCA and other denoising methods, with minimal variation in Dice scores across techniques. This study confirms that CNNs are adaptable and capable of handling diverse processing schemas, indicating their potential to streamline diagnostic processes and effectively manage CTP input data quality variations.

本研究评估了深度学习模型在识别由大血管闭塞引起的急性缺血性卒中患者的计算机断层扫描灌注(CTP)扫描中的梗死组织方面的功效,特别是解决了不同供应商实施的不同降噪技术的潜在影响。我们分析了60例接受机械取栓的患者的CTP扫描,这些患者的改良脑梗死溶栓(mTICI)评分为2c或3分,确保了初始CTP和随访MR成像之间梗死核心的最小变化。降噪技术,包括主成分分析(PCA)、小波、非局部均值(NLM)和无去噪方法,被用于创建血流动力学参数图。48小时内通过后续弥散加权成像(DWI)确定的梗死区域与初始CTP扫描共同注册,并使用ADC图进行细化,作为训练数据增强U-Net模型的基础事实。该卷积神经网络(CNN)的性能通过不同去噪方法和梗死面积的Dice系数进行评估,并通过每个参数图的箱形图进行可视化。我们的研究结果表明,PCA和其他去噪方法之间的模型准确性没有显着差异,不同技术之间的Dice分数变化最小。该研究证实,cnn具有适应性,能够处理各种处理模式,这表明它们具有简化诊断过程和有效管理CTP输入数据质量变化的潜力。
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引用次数: 0
Apparent diffusion coefficient and magnetic resonance imaging characteristics in predicting response to radiosurgery in patients with vestibular schwannomas. 视扩散系数和磁共振成像特征预测前庭神经鞘瘤患者放射手术反应。
IF 0.8 Q4 NEUROIMAGING Pub Date : 2025-10-01 Epub Date: 2025-01-07 DOI: 10.1177/19714009251313509
Nattapon Pitukkitronnagorn, Chakkapong Chakkabat, Nutchawan Jittapiromsak

ObjectivePredicting treatment response in patients with vestibular schwannomas (VSs) remains challenging. This study aimed to evaluate the use of pre-treatment normalized apparent diffusion coefficient (nADC) values and magnetic resonance (MR) imaging characteristics in predicting treatment outcomes in patients with VSs undergoing radiosurgery.MethodsThe MR images of 44 patients with VSs who underwent radiosurgery at our institution were retrospectively reviewed, and the patients were categorized into tumor control (n = 28) and progression (n = 16) groups based on treatment response after treatment initiation, with a median follow-up duration of 29.5 (13-115) months. Pre-treatment nADC values for the whole tumor and solid portion of the tumor were assessed for predictive significance. MRI characteristics were analyzed, including hemorrhage status, tumor morphology, and post-treatment loss of central enhancement. Interobserver reliability was also evaluated.ResultsEarly post-treatment enlargement was associated with tumor progression (p = .024). The mean pre-treatment nADC values for the solid part of the tumor were significantly higher in the tumor control group than in tumor progression group (1.32 vs 1.05, p = .005). The receiver operating characteristic curve analysis revealed a mean nADC of 1.18 as an optimal cutoff, with sensitivity and specificity of 76.2% and 86.7%, respectively, in predicting treatment response.ConclusionThe mean nADC values for the solid part of the tumor demonstrated predictive value for treatment response, with implications for treatment planning. Notably, early post-treatment enlargement was correlated with tumor progression. Incorporating these findings into clinical practice may refine treatment strategies for patients with VSs undergoing radiosurgery.

目的:预测前庭神经鞘瘤(VSs)患者的治疗反应仍然具有挑战性。本研究旨在评估治疗前归一化表观扩散系数(nADC)值和磁共振(MR)成像特征在预测接受放射手术的VSs患者治疗结果中的应用。方法:回顾性分析我院44例行放射外科治疗的VSs患者的MR图像,根据治疗开始后的治疗反应将患者分为肿瘤对照组(n = 28)和进展组(n = 16),中位随访时间29.5(13-115)个月。评估治疗前整个肿瘤和肿瘤实体部分的nADC值的预测意义。分析MRI特征,包括出血状况、肿瘤形态和治疗后中央增强丧失。还评估了观察者间的信度。结果:治疗后早期肿大与肿瘤进展相关(p = 0.024)。肿瘤对照组治疗前肿瘤实体部平均nADC值显著高于肿瘤进展组(1.32 vs 1.05, p = 0.005)。受试者工作特征曲线分析显示,平均nADC为1.18作为预测治疗反应的最佳截止点,敏感性和特异性分别为76.2%和86.7%。结论:肿瘤实性部分的平均nADC值对治疗反应具有预测价值,对治疗计划具有指导意义。值得注意的是,治疗后早期肿大与肿瘤进展相关。将这些发现结合到临床实践中,可以改进接受放射手术的VSs患者的治疗策略。
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引用次数: 0
The potential role of machine learning and deep learning in differential diagnosis of Alzheimer's disease and FTD using imaging biomarkers: A review. 机器学习和深度学习在阿尔茨海默病和FTD成像生物标志物鉴别诊断中的潜在作用:综述
IF 0.8 Q4 NEUROIMAGING Pub Date : 2025-10-01 Epub Date: 2025-01-09 DOI: 10.1177/19714009251313511
Sara Mirabian, Fatemeh Mohammadian, Zohreh Ganji, Hoda Zare, Erfan Hasanpour Khalesi

IntroductionThe prevalence of neurodegenerative diseases has significantly increased, necessitating a deeper understanding of their symptoms, diagnostic processes, and prevention strategies. Frontotemporal dementia (FTD) and Alzheimer's disease (AD) are two prominent neurodegenerative conditions that present diagnostic challenges due to overlapping symptoms. To address these challenges, experts utilize a range of imaging techniques, including magnetic resonance imaging (MRI), diffusion tensor imaging (DTI), functional MRI (fMRI), positron emission tomography (PET), and single-photon emission computed tomography (SPECT). These techniques facilitate a detailed examination of the manifestations of these diseases. Recent research has demonstrated the potential of artificial intelligence (AI) in automating the diagnostic process, generating significant interest in this field.Materials and MethodsThis narrative review aims to compile and analyze articles related to the AI-assisted diagnosis of FTD and AD. We reviewed 31 articles published between 2012 and 2024, with 23 focusing on machine learning techniques and 8 on deep learning techniques. The studies utilized features extracted from both single imaging modalities and multi-modal approaches, and evaluated the performance of various classification models.ResultsAmong the machine learning studies, Support Vector Machines (SVM) exhibited the most favorable performance in classifying FTD and AD. In deep learning studies, the ResNet convolutional neural network outperformed other networks.ConclusionThis review highlights the utility of different imaging modalities as diagnostic aids in distinguishing between FTD and AD. However, it emphasizes the importance of incorporating clinical examinations and patient symptom evaluations to ensure comprehensive and accurate diagnoses.

神经退行性疾病的患病率显著增加,需要对其症状、诊断过程和预防策略有更深入的了解。额颞叶痴呆(FTD)和阿尔茨海默病(AD)是两种突出的神经退行性疾病,由于症状重叠而呈现诊断挑战。为了应对这些挑战,专家们利用了一系列成像技术,包括磁共振成像(MRI)、扩散张量成像(DTI)、功能磁共振成像(fMRI)、正电子发射断层扫描(PET)和单光子发射计算机断层扫描(SPECT)。这些技术有助于详细检查这些疾病的表现。最近的研究表明,人工智能(AI)在自动化诊断过程中的潜力,引起了人们对这一领域的极大兴趣。材料和方法:本综述旨在整理和分析与人工智能辅助诊断FTD和AD相关的文章。我们回顾了2012年至2024年间发表的31篇文章,其中23篇关注机器学习技术,8篇关注深度学习技术。该研究利用了从单一成像模式和多模式方法中提取的特征,并评估了各种分类模型的性能。结果:在机器学习研究中,支持向量机(SVM)在FTD和AD分类中表现出最有利的性能。在深度学习研究中,ResNet卷积神经网络的表现优于其他网络。结论:这篇综述强调了不同成像方式作为区分FTD和AD的诊断辅助工具的效用。然而,它强调结合临床检查和患者症状评估的重要性,以确保全面和准确的诊断。
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Neuroradiology Journal
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