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Current Neuroimaging Modalities to Distinguish Parkinson's Disease from its Mimics: Imaging Features and Implications for Clinical Practice. 当前神经影像学模式区分帕金森病及其模拟:影像学特征和对临床实践的影响。
IF 0.8 Q4 NEUROIMAGING Pub Date : 2026-02-09 DOI: 10.1177/19714009261423704
Mona Gad, Francis Deng, Jannik Prasuhn, Licia P Luna

Parkinson's disease (PD) is a chronic progressive neurodegenerative disorder characterized by tremors, rigidity, and bradykinesia. This is primarily attributed to loss of nigrostriatal dopaminergic neurons to varying degrees. Many conditions that present similar classic motor symptoms of PD, known as atypical parkinsonian syndromes (APS), have also been identified. These encompass multiple system atrophy (MSA), progressive supranuclear palsy (PSP), dementia with Lewy bodies (DLB), and corticobasal degeneration (CBD). On the other hand, causes of non-neurodegenerative parkinsonism include vascular parkinsonism, drug-induced parkinsonism, and essential tremors. Neuroimaging plays a significant role in discriminating PD from its mimics which may represent a significant challenge in clinical practice. This article aims to review recent developments in imaging technologies, particularly magnetic resonance imaging (MRI) and nuclear medicine imaging techniques, that have the potential to unravel characteristic morphological and metabolic changes in the brain and would aid in the early diagnosis of PD and its differentiation from its potential mimickers.Learning objectivesTo identify the peculiar structural imaging features of atypical parkinsonian syndromes and recognize the role of the current state-of-the-art neuroimaging modalities (particularly MRI and nuclear medicine techniques) in discriminating Parkinson's disease from its mimics.

帕金森病(PD)是一种慢性进行性神经退行性疾病,以震颤、僵硬和运动迟缓为特征。这主要归因于黑质纹状体多巴胺能神经元不同程度的丧失。许多表现出PD的典型运动症状的条件,被称为非典型帕金森综合征(APS),也已被确定。这些包括多系统萎缩(MSA),进行性核上性麻痹(PSP),路易体痴呆(DLB)和皮质基底变性(CBD)。另一方面,非神经退行性帕金森病的病因包括血管性帕金森病、药物性帕金森病和原发性震颤。神经影像学在区分PD和其模拟中起着重要的作用,这在临床实践中可能是一个重大的挑战。本文旨在回顾成像技术的最新发展,特别是磁共振成像(MRI)和核医学成像技术,这些技术有可能揭示大脑中特征性的形态学和代谢变化,并有助于PD的早期诊断及其与潜在模仿者的区分。学习目标:确定非典型帕金森综合征的特殊结构成像特征,并认识到当前最先进的神经成像方式(特别是MRI和核医学技术)在区分帕金森病和其模拟疾病中的作用。
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引用次数: 0
Endovascular treatment in patients with cervical or intracranial isolated internal carotid artery occlusion: A systematic review and meta-analysis. 颈或颅内孤立性颈内动脉闭塞患者的血管内治疗:系统回顾和荟萃分析。
IF 0.8 Q4 NEUROIMAGING Pub Date : 2026-02-04 DOI: 10.1177/19714009261423694
Mariana Letícia de Bastos Maximiano, Ocilio Ribeiro Gonçalves, Luciano Falcão, Filipe Virgilio Ribeiro, Pedro Lucas Machado Magalhães, Giovana Menegucci, Nathalia Chaves Bezerra, Artur Kipper Neto, Lucca Tamara Alves Carretta, Helvécio Neves Feitosa Filho, Ahmet Günkan, Dylan N Wolman

The optimal treatment strategy for isolated internal carotid artery occlusion (IICAO) presenting as acute ischemic stroke (AIS) remains uncertain because these patients were largely excluded from pivotal thrombectomy trials. We compared endovascular treatment (EVT) with best medical treatment (BMT) for IICAO, assessing functional independence, mortality, and safety, and explored outcomes by occlusion site (cervical vs intracranial). Following PRISMA guidelines (PROSPERO CRD420251004624), PubMed, Embase, and Cochrane Library were searched through September 2025. Eligible studies enrolled adults with IICAO treated with EVT or BMT and reported ≥1 predefined outcome: modified Rankin Scale (mRS) 0-2 at 90 days, 90-day mortality, or symptomatic intracranial hemorrhage (sICH). Data were pooled using Mantel-Haenszel random-effects models, reporting odds ratios (ORs) with 95% confidence intervals (CIs). Risk of bias was assessed with ROBINS-I. Five studies including 1531 patients (878 EVT; 653 BMT) met inclusion criteria. EVT patients were younger and had more severe strokes. Pooled analysis showed no significant difference in 90-day functional independence between EVT and BMT (OR 1.78; 95% CI 0.99-3.21; I2 = 71%), and adjusted analyses attenuated the effect (OR 1.22; 95% CI 0.82-1.82). No significant differences were found for 90-day mortality (OR 0.84; 95% CI 0.64-1.09; I2 = 0%) or sICH (OR 1.48; 95% CI 0.72-3.07; I2 = 0%). Subgroup analyses by occlusion site yielded similar neutral results. Current evidence does not demonstrate superiority of EVT over BMT for IICAO, though a possible benefit for intracranial occlusions cannot be excluded. These findings remain hypothesis-generating and emphasize the need for dedicated randomized trials.

孤立性颈内动脉闭塞(IICAO)表现为急性缺血性卒中(AIS)的最佳治疗策略仍不确定,因为这些患者在很大程度上被排除在关键血栓切除术试验之外。我们比较了IICAO的血管内治疗(EVT)和最佳药物治疗(BMT),评估了功能独立性、死亡率和安全性,并探讨了闭塞部位(颈部与颅内)的结果。按照PRISMA指南(PROSPERO CRD420251004624),检索PubMed、Embase和Cochrane Library至2025年9月。符合条件的研究纳入了接受EVT或BMT治疗的IICAO成人,并报告了≥1个预定义结局:90天时修改的Rankin量表(mRS) 0-2, 90天死亡率,或症状性颅内出血(sICH)。使用Mantel-Haenszel随机效应模型合并数据,报告95%置信区间(ci)的优势比(ORs)。采用ROBINS-I评估偏倚风险。5项研究包括1531例患者(878例EVT; 653例BMT)符合纳入标准。EVT患者更年轻,中风更严重。合并分析显示,EVT和BMT在90天功能独立性方面无显著差异(OR 1.78; 95% CI 0.99-3.21; I2 = 71%),校正分析减弱了效果(OR 1.22; 95% CI 0.82-1.82)。90天死亡率(OR 0.84; 95% CI 0.64-1.09; I2 = 0%)和脑出血(OR 1.48; 95% CI 0.72-3.07; I2 = 0%)无显著差异。按咬合部位进行亚组分析,结果类似中性。目前的证据并不表明EVT优于BMT治疗IICAO,尽管不能排除颅内闭塞的可能益处。这些发现仍然是假设产生,并强调需要专门的随机试验。
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引用次数: 0
Is retirement a pain in the back? A 23-year population-based study on the impact of age and employment on spinal injections. 退休是一件痛苦的事吗?年龄和就业对脊髓注射影响的23年人群研究。
IF 0.8 Q4 NEUROIMAGING Pub Date : 2026-02-01 Epub Date: 2025-05-30 DOI: 10.1177/19714009251345115
Shahriar Faghani, Mana Moassefi, Jennifer S McDonald, Bradley J Erickson, John C Benson

PurposeSpine-related pain disorders commonly require interventions such as spinal injections, which are often image-guided and increase in demand as populations age. This study investigates the impact of lifestyle changes following retirement on the incidence of these procedures, hypothesizing that retirement significantly influences the requirement for such treatments.MethodsA review of medical records from XXX County between 2000 and 2023 was conducted, focusing on patients who received spinal injections, including epidural steroid, facet, and sacroiliac joint injections. Data were stratified by age, employment status pre- and post-procedure, and type of injection. Statistical analysis, including segmental linear regression and t-tests, was used to assess changes in incidence rates over time and across demographic subsets.ResultsOut of 134,318 patients analyzed, a total of 359,224 spinal injections were performed. There was a significant (p-value <.01) increase in the frequency of procedures among individuals around the age of 60, which coincides with the typical retirement age in the United States. The study also highlighted a subsequent decline in the incidence of these procedures between the ages of 70 and 74, suggesting potential adaptation to chronic conditions or the effectiveness of earlier treatments.ConclusionThe findings of this study confirm the hypothesis that retirement significantly impacts the demand for spinal injections, as evidenced by the marked increase in procedures at typical retirement ages. This underscores the importance of integrating preventive care and personalized medical guidance into healthcare strategies for individuals nearing retirement to effectively manage spine-related pain disorders and reduce the necessity for invasive treatments.

与脊柱相关的疼痛疾病通常需要诸如脊柱注射之类的干预措施,这通常是图像引导的,随着人口年龄的增长,需求也在增加。本研究调查退休后生活方式改变对这些手术发生率的影响,假设退休显著影响此类治疗的需求。方法回顾XXX县2000年至2023年的医疗记录,重点是接受脊髓注射的患者,包括硬膜外类固醇、关节突和骶髂关节注射。数据按年龄、手术前后的就业状况和注射类型分层。统计分析,包括分段线性回归和t检验,用于评估发病率随时间和人口亚群的变化。结果在分析的134,318例患者中,共进行了359,224次脊髓注射。p值显著
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引用次数: 0
Cochlear implant imaging with accelerated flat panel computed tomography: Image quality and dosimetry comparison to conventional high-resolution multislice computed tomography. 人工耳蜗加速平板计算机断层成像:与传统高分辨率多层计算机断层成像的图像质量和剂量比较。
IF 0.8 Q4 NEUROIMAGING Pub Date : 2026-02-01 Epub Date: 2025-06-06 DOI: 10.1177/19714009251347856
Elie Diamandis, Sebastian Johannes Müller, Eya Khadhraoui, Stefan Klebingat, Martin Durisin, Anne Albrecht, Daniel Behme

Background and PurposeCone-beam CT (CBCT) and high-resolution multislice CT (HR-MSCT) are the mainstay postoperative imaging modalities following cochlear implant (CI) surgery, with CBCT often preferred due to lower susceptibility to metallic artifacts. However, CBCT is more prone to motion artifacts due to longer acquisition times. Recent advancements in accelerated flat panel CT (Acc-FPCT) available with latest generation angiography systems addressed traditional limitations of CBCT by significantly decreasing scan time. This study evaluates the diagnostic performance and radiation dose of Acc-FPCT compared to HR-MSCT in postoperative CI evaluation.MethodsFive cadaveric whole-head specimens (ten temporal bones) were operated on by an ENT surgeon. Ten CIs were inserted via cochleostomy. Post-operatively, specimens were scanned using six Acc-FPCT protocols and HR-MSCT. Three neuroradiologists assessed the image quality of FPCT protocols in comparison to HR-MSCT using a 5-point Likert scale. Seven electrode characteristics including scalar position and discernibility of individual contacts were evaluated. Radiation dose parameters (CTDIvol and DLP) were compared among protocols.ResultsTwo high-resolution Acc-FPCT (HR-FPCT) protocols were rated superior to HR-MSCT (p < .01). There were no significant differences between these two protocols (p = .25). The remaining Acc-FPCT protocols were rated inferior to HR-MSCT (p < .05). Inter-rater reliability was excellent (ICC (2,k) = 0.908; CI [0.85-0.94]). DLP was significantly lower in all Acc-FPCT protocols compared to HR-MSCT.ConclusionsThe results of this study underscore the utility of Acc-FPCT protocols as a feasible alternative to HR-MSCT in postoperative CI evaluation, allowing for better visualization of electrode array while significantly reducing scan duration and radiation exposure.

背景与目的二束CT (CBCT)和高分辨率多层CT (HR-MSCT)是人工耳蜗(CI)手术后的主要成像方式,由于CBCT对金属伪影的敏感性较低,因此CBCT通常是首选。然而,由于采集时间较长,CBCT更容易产生运动伪影。最新一代血管造影系统的加速平板CT (Acc-FPCT)的最新进展通过显著缩短扫描时间解决了传统CBCT的局限性。本研究比较了Acc-FPCT与HR-MSCT在术后CI评估中的诊断性能和放射剂量。方法由耳鼻喉科医师对5例尸体全头标本(10例颞骨)进行手术。通过耳蜗造口术置入10例ci。术后,使用6种Acc-FPCT方案和HR-MSCT对标本进行扫描。三名神经放射学家使用5分李克特量表评估FPCT方案与HR-MSCT的图像质量。评估了七个电极特性,包括标量位置和单个触点的可辨性。比较不同方案的辐射剂量参数(CTDIvol和DLP)。结果两种高分辨率Acc-FPCT (HR-FPCT)方案均优于HR-MSCT (p < 0.01)。两种方案间无显著差异(p = 0.25)。其余Acc-FPCT方案的评分低于HR-MSCT (p < 0.05)。量表间信度极好(ICC (2,k) = 0.908;CI[0.85 - -0.94])。与HR-MSCT相比,所有Acc-FPCT方案的DLP均显著降低。本研究的结果强调了Acc-FPCT方案在术后CI评估中作为HR-MSCT的可行替代方案的实用性,允许更好的电极阵列可视化,同时显着减少扫描时间和辐射暴露。
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引用次数: 0
Artificial intelligence for detecting traumatic intracranial haemorrhage with CT: A workflow-oriented implementation. 用CT检测外伤性颅内出血的人工智能:一个面向工作流程的实现。
IF 0.8 Q4 NEUROIMAGING Pub Date : 2026-02-01 Epub Date: 2025-06-03 DOI: 10.1177/19714009251346477
Selim Abed, Klaus Hergan, Johannes Pfaff, Jan Dörrenberg, Lucas Brandstetter, Johann Gradl

The objective of this study was to assess the performance of an artificial intelligence (AI) algorithm in detecting intracranial haemorrhages (ICHs) on non-contrast CT scans (NCCT). Another objective was to gauge the department's acceptance of said algorithm. Surveys conducted at three and nine months post-implementation revealed an increase in radiologists' acceptance of the AI tool with an increasing performance. However, a significant portion still preferred an additional physician given comparable cost. Our findings emphasize the importance of careful software implementation into a robust IT architecture.

本研究的目的是评估人工智能(AI)算法在非对比CT扫描(NCCT)上检测颅内出血(ICHs)的性能。另一个目标是衡量该部门对上述算法的接受程度。在实施后3个月和9个月进行的调查显示,随着性能的提高,放射科医生对人工智能工具的接受程度有所提高。然而,考虑到相当的费用,很大一部分人仍然倾向于额外的医生。我们的发现强调了在健壮的IT体系结构中谨慎的软件实现的重要性。
{"title":"Artificial intelligence for detecting traumatic intracranial haemorrhage with CT: A workflow-oriented implementation.","authors":"Selim Abed, Klaus Hergan, Johannes Pfaff, Jan Dörrenberg, Lucas Brandstetter, Johann Gradl","doi":"10.1177/19714009251346477","DOIUrl":"10.1177/19714009251346477","url":null,"abstract":"<p><p>The objective of this study was to assess the performance of an artificial intelligence (AI) algorithm in detecting intracranial haemorrhages (ICHs) on non-contrast CT scans (NCCT). Another objective was to gauge the department's acceptance of said algorithm. Surveys conducted at three and nine months post-implementation revealed an increase in radiologists' acceptance of the AI tool with an increasing performance. However, a significant portion still preferred an additional physician given comparable cost. Our findings emphasize the importance of careful software implementation into a robust IT architecture.</p>","PeriodicalId":47358,"journal":{"name":"Neuroradiology Journal","volume":" ","pages":"119-125"},"PeriodicalIF":0.8,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12133775/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144209906","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
Endovascular thrombectomy versus standard medical treatment in acute ischemic stroke patients with large infarcts (ASPECTS ≤ 5): A meta-analysis. 血管内取栓与标准药物治疗合并大面积梗死的急性缺血性卒中患者(ASPECTS≤5):一项荟萃分析。
IF 0.8 Q4 NEUROIMAGING Pub Date : 2026-02-01 Epub Date: 2025-05-22 DOI: 10.1177/19714009251345105
Ocílio Ribeiro Gonçalves, Ana B Santos, Anthony Hong, Matheus Felipe Henriques Brandão, Gabriel de Almeida Monteiro, Luma Rodrigues da Silva, Arlindo Bispo da Silva Júnior, Gabriel Henrique Simoni, Kairo Igor Freitas de Aquino, Pedro Barreto Pires Bezerra Filho, Márcio Yuri Ferreira, Sávio Batista, Victor Gonçalves Soares, Vitor Ribeiro Gonçalves, Christian Ferreira, Kelson James Almeida

Background: Recent studies highlight the benefits of endovascular thrombectomy (EVT) combined with standard medical treatment (SMT) for acute ischemic stroke (AIS) patients with large infarcts compared to SMT alone. Objective: This study evaluates the efficacy, bleeding risk, and mortality of EVT versus SMT in AIS patients with Alberta Stroke Program Early CT Score (ASPECTS) ≤5. Methods: A systematic review of MEDLINE, Embase, and Cochrane databases was conducted on June 6, 2024, to identify randomized controlled trials (RCTs) comparing EVT plus SMT with SMT alone in AIS patients with ASPECTS ≤5. Primary outcomes included successful reperfusion, modified Rankin scale (mRS) scores of 0-2 and 0-3, and neurological improvement. Secondary outcomes assessed all-cause mortality, intracranial hemorrhage (ICH), and EQ-5D-5L Utility Index. Statistical analyses applied the Mantel-Haenszel method with 95% confidence intervals (CIs), with heterogeneity evaluated via I2 statistics. Results: Six RCTs involving 1887 patients (944 receiving EVT) were included. EVT significantly increased the incidence of mRS 0-2 (RR 2.50; 95% CI 1.89 to 3.30; p < .001; I2 = 8%) and mRS 0-3 (RR 1.92; 95% CI 1.50 to 2.46; p < .001; I2 = 62%). However, EVT was associated with a higher risk of ICH (RR 1.73; 95% CI 1.11 to 2.69; p = .016; I2 = 0%) and did not reduce mortality compared to SMT (RR 0.86; 95% CI 0.72 to 1.02; p = .082; I2 = 47%). Conclusion: EVT improves functional outcomes in AIS patients with moderate-to-low ASPECTS but increases the risk of ICH without reducing mortality.

背景:最近的研究强调了血管内血栓切除术(EVT)联合标准药物治疗(SMT)对急性缺血性卒中(AIS)大面积梗死患者的益处,与单纯SMT相比。目的:本研究评估EVT与SMT在Alberta卒中Program早期CT评分(ASPECTS)≤5的AIS患者中的疗效、出血风险和死亡率。方法:于2024年6月6日对MEDLINE、Embase和Cochrane数据库进行系统回顾,以确定比较EVT + SMT与单独SMT治疗方面≤5的AIS患者的随机对照试验(RCTs)。主要结果包括再灌注成功,改良Rankin量表(mRS)评分为0-2和0-3,神经系统改善。次要结局评估全因死亡率、颅内出血(ICH)和EQ-5D-5L效用指数。统计分析采用95%置信区间(ci)的Mantel-Haenszel方法,通过I2统计量评估异质性。结果:纳入6项随机对照试验,共1887例患者,其中944例接受EVT治疗。EVT显著增加mRS 0-2的发生率(RR 2.50;95% CI 1.89 ~ 3.30;P < .001;I2 = 8%)和mRS 0-3 (RR 1.92;95% CI 1.50 ~ 2.46;P < .001;I2 = 62%)。然而,EVT与较高的ICH风险相关(RR 1.73;95% CI 1.11 ~ 2.69;P = 0.016;I2 = 0%),与SMT相比没有降低死亡率(RR 0.86;95% CI 0.72 ~ 1.02;P = 0.082;I2 = 47%)。结论:EVT改善了中低方面AIS患者的功能结局,但增加了脑出血的风险,但没有降低死亡率。
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引用次数: 0
Are CT scans of the sinuses before stem cell transplantations necessary among patients with sickle cell disease who underwent MRI? 镰状细胞病患者行MRI后,干细胞移植前鼻窦CT扫描是否必要?
IF 0.8 Q4 NEUROIMAGING Pub Date : 2026-02-01 Epub Date: 2025-05-12 DOI: 10.1177/19714009241303125
Mohammad A Altraifi, Akeel A Alali

PurposeThe utility of CT scans of the sinuses before stem cell transplantation among patients with sickle cell disease (SCD) is unclear, as there have been conflicting results in the literature. This study aimed to assess whether brain MRI screening is sufficient for evaluating the paranasal sinuses (PNS), thus eliminating the need for CT scans of the sinuses prior to hematopoietic stem cell transplantation (HSCT).Materials and methodsThis was a retrospective study in which we included all adult patients with SCD who were scheduled for HSCT and underwent CT scans of the sinuses and brain MRI within one week. The Lund and Mackay staging systems were used to score sinus mucosal thickening on both CT and MRI, each of which was performed separately and blindly. The agreement between the two modalities was assessed by the intraclass correlation coefficient (ICC).ResultsA total of 119 pre-transplant patients were included. There was excellent agreement between MRI and CT, with an ICC of 0.978 (0.967-0.985 at 95% confidence interval; p < .001). There was also substantial agreement between MRI and CT in the evaluation of sinus calcifications or hyperdense material, with a Cohen kappa value of 0.8 (p < .001).ConclusionBrain MRI is probably sufficient for assessing PNS disease in SCD patients before stem cell transplantation. Given its effectiveness in detecting sinus disease and silent infarcts without the added risks of radiation, MRI is the preferred and most resource-efficient imaging approach.

目的:镰状细胞病(SCD)患者干细胞移植前鼻窦CT扫描的应用尚不清楚,因为文献中有相互矛盾的结果。本研究旨在评估脑MRI筛查是否足以评估鼻窦(PNS),从而消除在造血干细胞移植(HSCT)之前对鼻窦进行CT扫描的需要。材料和方法这是一项回顾性研究,我们纳入了所有计划进行HSCT的成年SCD患者,并在一周内进行了鼻窦CT扫描和脑MRI。使用Lund和Mackay分期系统在CT和MRI上对窦粘膜增厚进行评分,每一种分级都是单独和盲目进行的。两种模式之间的一致性通过类内相关系数(ICC)来评估。结果共纳入移植前患者119例。MRI和CT之间的一致性非常好,ICC为0.978(95%置信区间0.967-0.985;P < 0.001)。MRI和CT在评估窦性钙化或高密度物质方面也有很大的一致性,Cohen kappa值为0.8 (p < 0.001)。结论在干细胞移植前,脑MRI可能足以评估SCD患者的PNS病变。鉴于其在检测鼻窦疾病和无症状性梗死方面的有效性,而不增加辐射风险,MRI是首选和最有效的成像方法。
{"title":"Are CT scans of the sinuses before stem cell transplantations necessary among patients with sickle cell disease who underwent MRI?","authors":"Mohammad A Altraifi, Akeel A Alali","doi":"10.1177/19714009241303125","DOIUrl":"10.1177/19714009241303125","url":null,"abstract":"<p><p>PurposeThe utility of CT scans of the sinuses before stem cell transplantation among patients with sickle cell disease (SCD) is unclear, as there have been conflicting results in the literature. This study aimed to assess whether brain MRI screening is sufficient for evaluating the paranasal sinuses (PNS), thus eliminating the need for CT scans of the sinuses prior to hematopoietic stem cell transplantation (HSCT).Materials and methodsThis was a retrospective study in which we included all adult patients with SCD who were scheduled for HSCT and underwent CT scans of the sinuses and brain MRI within one week. The Lund and Mackay staging systems were used to score sinus mucosal thickening on both CT and MRI, each of which was performed separately and blindly. The agreement between the two modalities was assessed by the intraclass correlation coefficient (ICC).ResultsA total of 119 pre-transplant patients were included. There was excellent agreement between MRI and CT, with an ICC of 0.978 (0.967-0.985 at 95% confidence interval; <i>p</i> < .001). There was also substantial agreement between MRI and CT in the evaluation of sinus calcifications or hyperdense material, with a Cohen kappa value of 0.8 (<i>p</i> < .001).ConclusionBrain MRI is probably sufficient for assessing PNS disease in SCD patients before stem cell transplantation. Given its effectiveness in detecting sinus disease and silent infarcts without the added risks of radiation, MRI is the preferred and most resource-efficient imaging approach.</p>","PeriodicalId":47358,"journal":{"name":"Neuroradiology Journal","volume":" ","pages":"64-69"},"PeriodicalIF":0.8,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12075171/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144054120","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
Machine learning models in the prediction of chronic or shunt-dependent hydrocephalus following subarachnoid hemorrhage: A systematic review and meta-analysis. 预测蛛网膜下腔出血后慢性或分流依赖性脑积水的机器学习模型:系统回顾和荟萃分析。
IF 0.8 Q4 NEUROIMAGING Pub Date : 2026-02-01 Epub Date: 2025-05-22 DOI: 10.1177/19714009251345104
Bardia Hajikarimloo, Ibrahim Mohammadzadeh, Mohammad Amin Habibi, Salem M Tos, Ali Asgarzadeh, Mahboobeh Tajvidi, Saba Aghajani, Rana Hashemi, Alireza Kooshki

PurposeChronic or shunt-dependent hydrocephalus is a frequent consequence of subarachnoid hemorrhage (SAH) with an unclear pathophysiology, making treatment challenging. Despite favorable outcomes following cerebrospinal fluid (CSF) diversion, high-risk surgical interventions remain necessary in some cases. Accurate prediction of chronic or shunt-dependent hydrocephalus in SAH patients can play an important role in their management. This systematic review and meta-analysis assessed the predictive performance of machine learning (ML) models in forecasting chronic or shunt-dependent hydrocephalus following SAH.MethodsA systematic search of PubMed, Embase, Scopus, and Web of Science was conducted. ML or deep learning (DL)-based models that predicted chronic or shunt-dependent hydrocephalus following SAH were included. To avoid bias, only the data of the best-performance model, which was defined by the highest area under the curve (AUC) of the models, were extracted. The pooled AUC, accuracy (ACC), sensitivity, specificity, and diagnostic odds ratio (DOR) were calculated using the R program.ResultsSix studies with 2096 individuals were included. The AUC, ACC, sensitivity, and specificity ranged from 0.8 to 0.92, 0.72 to 0.9, 0.73 to 0.85, and 0.7 to 0.92. The meta-analysis showed a pooled AUC of 0.83 (95%CI: 0.81-0.84) and ACC of 0.79 (95%CI: 0.66-0.91). The meta-analysis revealed a pooled sensitivity of 0.8 (95%CI: 0.73-0.85), specificity of 0.79 (95%CI: 0.68-0.86), and DOR of 12.13 (95%CI: 8.2-17.96) for predictive performance of these models.ConclusionML-based models showed encouraging predictive performance in forecasting chronic or shunt-dependent hydrocephalus following SAH.

慢性或分流依赖性脑积水是蛛网膜下腔出血(SAH)的常见后果,病理生理不清楚,使治疗具有挑战性。尽管脑脊液(CSF)转移后的预后良好,但在某些情况下仍然需要高风险的手术干预。准确预测SAH患者的慢性或分流依赖性脑积水在其治疗中发挥重要作用。本系统综述和荟萃分析评估了机器学习(ML)模型在预测SAH后慢性或分流依赖性脑积水方面的预测性能。方法系统检索PubMed、Embase、Scopus、Web of Science。包括预测SAH后慢性或分流依赖性脑积水的ML或深度学习(DL)模型。为了避免偏倚,我们只提取以模型的最高曲线下面积(AUC)定义的最佳表现模型的数据。使用R程序计算合并AUC、准确性(ACC)、敏感性、特异性和诊断优势比(DOR)。结果纳入6项研究,共2096人。AUC、ACC、敏感性和特异性范围为0.8 ~ 0.92、0.72 ~ 0.9、0.73 ~ 0.85和0.7 ~ 0.92。meta分析显示合并AUC为0.83 (95%CI: 0.81-0.84), ACC为0.79 (95%CI: 0.66-0.91)。荟萃分析显示,这些模型的预测性能的总敏感性为0.8 (95%CI: 0.73-0.85),特异性为0.79 (95%CI: 0.68-0.86), DOR为12.13 (95%CI: 8.2-17.96)。结论基于ml的模型在预测SAH后慢性或分流依赖性脑积水方面具有令人鼓舞的预测效果。
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引用次数: 0
The many roads of AI in neuroradiology. 人工智能在神经放射学中的发展道路。
IF 0.8 Q4 NEUROIMAGING Pub Date : 2026-02-01 Epub Date: 2026-02-07 DOI: 10.1177/19714009261419224
Luca Saba
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引用次数: 0
Differential diagnosis of intracranial solitary fibrous tumor and high-grade meningioma based on CT and MRI features. 颅内孤立性纤维瘤与高级别脑膜瘤的CT和MRI鉴别诊断。
IF 0.8 Q4 NEUROIMAGING Pub Date : 2026-02-01 Epub Date: 2025-05-24 DOI: 10.1177/19714009251345103
Zongsheng Pu, Yinfu He, Shilin Qiu, Yinrui Yang, Zhenhui Li, DePei Gao, Dafu Zhang

BackgroundISFT and HGM exhibit similar imaging characteristics, but their distinct behaviors and treatments necessitate accurate preoperative imaging for optimal management.PurposeTo evaluate conventional CT and MRI in differentiating ISFT from HGM.MethodsRetrospective analysis of clinical data, CT, and MRI images from 31 ISFT and 50 HGM patients confirmed by pathology. Various imaging features were examined, including tumor size, shape (lobulated or round), base width (narrow or broad), presence of cystic necrosis, calcification, signal intensity on T1- and T2-weighted MRI, intravascular flowing-void signs, peritumoral edema, CT attenuation values on non-enhanced and enhanced scans, and adjacent bone destruction. Chi-square tests, t-tests, ROC curves, and multivariate logistic regression were used to establish predictive models. A nomogram illustrated the final model.ResultsISFT onset age was ≤48.5 years, with a maximum tumor diameter of ≥4.5 cm. Features included lobulated appearance, narrow base, cystic necrosis, absence of calcification, low T1-weighted MRI signal, intravascular flowing-void signs, peritumoral edema, CT value ≤51.7 Hu on non-enhanced and ≥107.6 Hu on enhanced scans, and adjacent bone destruction. Combining tumor diameter, vascular flowing void, enhanced CT value, and absence of calcification yielded 92.0% sensitivity and 90.3% specificity for ISFT diagnosis.ConclusionAge and imaging characteristics effectively differentiate ISFT from HGM, particularly with a tumor diameter ≥4.5 cm, vascular flowing-void signals, absence of calcification, and enhanced CT value ≥107.6 Hu. A nomogram shows good predictive efficacy.

disft和HGM表现出相似的影像学特征,但其不同的表现和治疗需要准确的术前影像学以获得最佳治疗。目的探讨常规CT与MRI鉴别ISFT与HGM的价值。方法回顾性分析经病理证实的31例ISFT和50例HGM患者的临床资料、CT和MRI图像。检查各种影像学特征,包括肿瘤大小、形状(分叶状或圆形)、基底宽度(窄或宽)、囊性坏死、钙化的存在、T1和t2加权MRI的信号强度、血管内血流空洞征象、瘤周水肿、非增强和增强扫描的CT衰减值以及邻近骨破坏。采用卡方检验、t检验、ROC曲线和多元logistic回归建立预测模型。一张图说明了最后的模型。结果isft发病年龄≤48.5岁,最大肿瘤直径≥4.5 cm。表现为分叶状外观,基底狭窄,囊性坏死,无钙化,MRI t1低加权信号,血管内血流空洞征象,瘤周水肿,CT值≤51.7 Hu,增强≥107.6 Hu,邻近骨破坏。结合肿瘤直径、血管流动空洞、增强CT值和有无钙化对ISFT诊断的敏感性为92.0%,特异性为90.3%。结论年龄及影像学特征可有效鉴别ISFT与HGM,尤其是肿瘤直径≥4.5 cm、血管流动空洞信号、无钙化、CT增强值≥107.6 Hu时。图显示了良好的预测效果。
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Neuroradiology Journal
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