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Diagnostic reference levels in interventional neuroradiology procedures - a systematic review. 介入神经放射学程序中的诊断参考水平--系统综述。
IF 4.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-11-01 Epub Date: 2024-09-07 DOI: 10.1007/s00234-024-03445-5
Rogério Lopes, Pedro Teles, Joana Santos

Introduction: The establishment of diagnostic reference levels (DRLs) is challenge for interventional neuroradiology (INR) due to the complexity and variability of its procedures.

Objective: The main objective of this systematic review is to analyse and compare DRLs in fluoroscopy-guided procedures in INR.

Methods: An observational study reporting DRLs in INR procedures, specifically cerebral arteriography, cerebral aneurysm embolisation, cerebral thrombectomy, embolisation of arteriovenous malformations (AVM), arteriovenous fistulas (AVF), retinoblastoma embolisation, and spinal cord arteriography. Comprehensive literature searches for relevant studies published between 2017 and 2023 were conducted using the Scopus, PubMed, and Web of Science databases.

Results: A total of 303 articles were identified through an extensive literature search, with 159 removed due to duplication. The title and abstract of 144 studies were assessed and excluded if they did not meet the inclusion criteria. Thirty-one out of the 144 articles were selected for a thorough full-text screening. Twenty-one articles were included in the review after the complete text screening.

Conclusion: The different conditions of patients undergoing INR procedures pose a barrier to the standardization of DRLs; nevertheless, they are extremely important for monitoring and optimising radiological practices.

导言:由于介入神经放射学(INR)手术的复杂性和多变性,确定诊断参考水平(DRLs)是一项挑战:本系统综述的主要目的是分析和比较 INR 中透视引导手术的 DRL:观察性研究报告 INR 手术中的 DRL,特别是脑动脉造影、脑动脉瘤栓塞、脑血栓切除、动静脉畸形 (AVM) 栓塞、动静脉瘘 (AVF)、视网膜母细胞瘤栓塞和脊髓动脉造影。利用 Scopus、PubMed 和 Web of Science 数据库对 2017 年至 2023 年间发表的相关研究进行了全面的文献检索:通过广泛的文献检索,共发现 303 篇文章,其中 159 篇因重复而被删除。对 144 项研究的标题和摘要进行了评估,如果不符合纳入标准,则将其排除。从 144 篇文章中选出 31 篇进行全文筛选。经过全文筛选,21 篇文章被纳入综述:接受 INR 手术的患者情况各不相同,这对 DRL 的标准化构成了障碍;然而,DRL 对于监测和优化放射学实践却极为重要。
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引用次数: 0
Defining tumor growth in vestibular schwannomas: a volumetric inter-observer variability study in contrast-enhanced T1-weighted MRI. 界定前庭裂隙瘤的肿瘤生长:对比增强 T1 加权磁共振成像的容积观察者间变异性研究。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-11-01 Epub Date: 2024-07-09 DOI: 10.1007/s00234-024-03416-w
Stefan Cornelissen, Sammy M Schouten, Patrick P J H Langenhuizen, Suan Te Lie, Henricus P M Kunst, Peter H N de With, Jeroen B Verheul

Purpose: For patients with vestibular schwannomas (VS), a conservative observational approach is increasingly used. Therefore, the need for accurate and reliable volumetric tumor monitoring is important. Currently, a volumetric cutoff of 20% increase in tumor volume is widely used to define tumor growth in VS. The study investigates the tumor volume dependency on the limits of agreement (LoA) for volumetric measurements of VS by means of an inter-observer study.

Methods: This retrospective study included 100 VS patients who underwent contrast-enhanced T1-weighted MRI. Five observers volumetrically annotated the images. Observer agreement and reliability was measured using the LoA, estimated using the limits of agreement with the mean (LOAM) method, and the intraclass correlation coefficient (ICC).

Results: The 100 patients had a median average tumor volume of 903 mm3 (IQR: 193-3101). Patients were divided into four volumetric size categories based on tumor volume quartile. The smallest tumor volume quartile showed a LOAM relative to the mean of 26.8% (95% CI: 23.7-33.6), whereas for the largest tumor volume quartile this figure was found to be 7.3% (95% CI: 6.5-9.7) and when excluding peritumoral cysts: 4.8% (95% CI: 4.2-6.2).

Conclusion: Agreement limits within volumetric annotation of VS are affected by tumor volume, since the LoA improves with increasing tumor volume. As a result, for tumors larger than 200 mm3, growth can reliably be detected at an earlier stage, compared to the currently widely used cutoff of 20%. However, for very small tumors, growth should be assessed with higher agreement limits than previously thought.

目的:对于前庭分裂瘤(VS)患者,越来越多地采用保守观察法。因此,准确可靠的肿瘤体积监测非常重要。目前,以肿瘤体积增加 20% 为临界值被广泛用于定义前庭神经分裂瘤的肿瘤生长。本研究通过观测者间的研究,探讨了肿瘤体积对 VS 体积测量的一致性限值(LoA)的依赖性:这项回顾性研究包括 100 名接受对比增强 T1 加权 MRI 检查的 VS 患者。五名观察者对图像进行了体积注释。观察者的一致性和可靠性是通过使用平均值一致性极限(LOAM)法估算的 LoA 和类内相关系数(ICC)来衡量的:100 名患者的平均肿瘤体积中位数为 903 立方毫米(IQR:193-3101)。根据肿瘤体积四分位数将患者分为四个体积大小类别。肿瘤体积最小的四分位数相对于平均值的LOAM值为26.8%(95% CI:23.7-33.6),而肿瘤体积最大的四分位数的LOAM值为7.3%(95% CI:6.5-9.7),排除瘤周囊肿后,LOAM值为4.8%(95% CI:6.5-9.7):结论:结论:VS 容积标注的一致性限值受肿瘤体积的影响,因为 LoA 会随着肿瘤体积的增大而提高。因此,与目前广泛使用的 20% 临界值相比,对于大于 200 立方毫米的肿瘤,可在较早阶段可靠地检测到生长。然而,对于非常小的肿瘤,在评估其生长时,应采用比以前认为的更高的一致性限值。
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引用次数: 0
Self-expanding intracranial drug-eluting stent system in patients with symptomatic intracranial atherosclerotic stenosis: initial experience and midterm angiographic follow-up. 用于无症状颅内动脉粥样硬化性狭窄患者的自膨胀颅内药物洗脱支架系统:初步经验和中期血管造影随访。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-11-01 Epub Date: 2024-07-09 DOI: 10.1007/s00234-024-03423-x
Feifan Zhang, Jinbiao Yao, Pei Wu, Qiaowei Wu, Chunxu Li, Jinshuo Yang, Yixuan Liu, Ilgiz Gareev, Huaizhang Shi, Chunlei Wang

Background: Symptomatic intracranial atherosclerotic stenosis (ICAS) is a major cause of ischemic stroke worldwide. In patients undergoing endovascular treatment for ICAS, in-stent restenosis (ISR) is associated with ischemic stroke recurrence.

Objective: Intracranial drug-eluting self-expanding stent systems (COMETIU; Sinomed Neurovita Technology Inc., CHN) are new devices for treating ICAS. This study evaluated the perioperative experience and medium-term outcomes of COMETIU in 16 patients.

Methods: We prospectively analyzed 16 patients with ICAS (≥ 70% stenosis) who underwent intravascular therapy between September 4, 2022, and February 1, 2023. The primary outcome was the incidence of ISR at 6 months postoperatively. The secondary efficacy outcomes were device and technical success rates. The secondary safety outcomes included stroke or death within 30 days after the procedure and the cumulative annual rate of recurrent ischemic stroke in the target-vessel territory from 31 days to 6 months and 1 year.

Results: A total of 16 patients with 16 intracranial atherosclerotic lesions were treated with 16 COMETIUs. All procedures were performed under general anesthesia with 100% device and technical success rates, with no cases of periprocedural stroke or death. The mean radiographic follow-up duration was at least 6 months postoperatively, and all patients presented for radiographic and clinical follow-up. There were no reported ischemic or hemorrhagic strokes. Angiographic follow-up for all patients revealed no cases of ISR.

Conclusion: COMETIU is safe and effective for treating ICAS, with minimal risk during the procedure and a low rate of ISR during medium-term follow-up.

背景:无症状颅内动脉粥样硬化性狭窄(ICAS)是全球缺血性脑卒中的主要病因。在接受血管内治疗的 ICAS 患者中,支架内再狭窄(ISR)与缺血性中风复发有关:颅内药物洗脱自扩张支架系统(COMETIU;Sinomed Neurovita Technology Inc.本研究评估了 16 例患者使用 COMETIU 的围手术期经验和中期疗效:我们对 2022 年 9 月 4 日至 2023 年 2 月 1 日期间接受血管内治疗的 16 例 ICAS(血管狭窄≥ 70%)患者进行了前瞻性分析。主要研究结果是术后 6 个月的 ISR 发生率。次要疗效指标为设备和技术成功率。次要安全性结果包括术后 30 天内的中风或死亡,以及从 31 天到 6 个月和 1 年的靶血管区域内复发性缺血性中风的累积年发生率:共有 16 位颅内动脉粥样硬化病变患者接受了 16 次 COMETIU 治疗。所有手术均在全身麻醉下进行,设备和技术成功率均为100%,无一例围手术期中风或死亡病例。术后平均影像学随访时间至少为 6 个月,所有患者均接受了影像学和临床随访。没有缺血性或出血性中风的报道。所有患者的血管造影随访均未发现 ISR 病例:结论:COMETIU 治疗 ICAS 安全有效,术中风险极低,中期随访中 ISR 发生率较低。
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引用次数: 0
Functional connectivity of the pediatric brain. 小儿大脑的功能连接。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-11-01 Epub Date: 2024-09-04 DOI: 10.1007/s00234-024-03453-5
Maria I Argyropoulou, Vasileios G Xydis, Loukas G Astrakas

Purpose: This review highlights the importance of functional connectivity in pediatric neuroscience, focusing on its role in understanding neurodevelopment and potential applications in clinical practice. It discusses various techniques for analyzing brain connectivity and their implications for clinical interventions in neurodevelopmental disorders.

Methods: The principles and applications of independent component analysis and seed-based connectivity analysis in pediatric brain studies are outlined. Additionally, the use of graph analysis to enhance understanding of network organization and topology is reviewed, providing a comprehensive overview of connectivity methods across developmental stages, from fetuses to adolescents.

Results: Findings from the reviewed studies reveal that functional connectivity research has uncovered significant insights into the early formation of brain circuits in fetuses and neonates, particularly the prenatal origins of cognitive and sensory systems. Longitudinal research across childhood and adolescence demonstrates dynamic changes in brain connectivity, identifying critical periods of development and maturation that are essential for understanding neurodevelopmental trajectories and disorders.

Conclusion: Functional connectivity methods are crucial for advancing pediatric neuroscience. Techniques such as independent component analysis, seed-based connectivity analysis, and graph analysis offer valuable perspectives on brain development, creating new opportunities for early diagnosis and targeted interventions in neurodevelopmental disorders, thereby paving the way for personalized therapeutic strategies.

目的:这篇综述强调了功能连通性在儿科神经科学中的重要性,重点关注其在理解神经发育方面的作用以及在临床实践中的潜在应用。它讨论了分析大脑连通性的各种技术及其对神经发育障碍临床干预的影响:方法:概述了独立成分分析和基于种子的连通性分析在儿科大脑研究中的原理和应用。方法:概述了独立成分分析和基于种子的连通性分析在儿科大脑研究中的原理和应用,此外还综述了如何利用图分析加深对网络组织和拓扑结构的理解,并全面概述了从胎儿到青少年等各个发育阶段的连通性方法:综述的研究结果表明,功能连接研究揭示了胎儿和新生儿大脑回路早期形成的重要信息,尤其是认知和感觉系统的产前起源。儿童和青少年时期的纵向研究显示了大脑连接的动态变化,确定了发育和成熟的关键时期,这对了解神经发育轨迹和疾病至关重要:功能连接方法对于推动儿科神经科学的发展至关重要。独立成分分析、基于种子的连通性分析和图分析等技术为大脑发育提供了宝贵的视角,为神经发育障碍的早期诊断和针对性干预创造了新的机会,从而为个性化治疗策略铺平了道路。
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引用次数: 0
Neuromyelitis optica spectrum disorder mimicking cerebral autosomal dominant arteriopathy with subcortical infarcts and leukoencephalopathy with symmetrical lesions in the temporal poles and external capsules on MRI. 神经脊髓炎视网膜频谱紊乱症模仿大脑常染色体显性动脉病,伴有皮层下梗塞和白质脑病,核磁共振成像显示颞极和外囊有对称性病变。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-11-01 Epub Date: 2024-08-29 DOI: 10.1007/s00234-024-03458-0
Yasuyuki Kojita, Atsushi K Kono, Takahiro Yamada, Minoru Yamada, Sung-Woon Im, Takenori Kozuka, Hayato Kaida, Motoi Kuwahara, Yoshitaka Nagai, Kazunari Ishii

Symmetrical lesions in the temporal poles and external capsules on brain MRI are known as radiological markers of cerebral autosomal dominant arteriopathy with subcortical infarcts and leukoencephalopathy (CADASIL); however, similar imaging findings have also been reported in neuromyelitis optica spectrum disorder (NMOSD), and this study investigated the frequency of such findings. The study included 55 NMOSD patients who met the 2015 international NMO diagnosis panel (IPND) criteria and were positive for aquaporin-4 antibodies (AQP4-Ab). Images were evaluated based on the consensus of two neuroradiologists, and brain lesions were detected in 33 patients, of whom 2 (6%) had symmetrical lesions in both the temporal poles and external capsules, and 1 (3%) had symmetrical lesions confined to the external capsules. Therefore, when symmetrical lesions in the temporal poles and external capsules are observed on MRI, NMOSD should be considered in the differential diagnosis.

众所周知,脑磁共振成像(MRI)上颞极和外囊的对称性病变是脑常染色体显性动脉病伴有皮层下梗死和白质脑病(CADASIL)的放射学标志;然而,神经性脊髓炎视网膜频谱障碍(NMOSD)中也有类似的影像学发现,本研究对此类发现的频率进行了调查。研究纳入了55名符合2015年国际NMO诊断小组(IPND)标准且水通道蛋白-4抗体(AQP4-Ab)阳性的NMOSD患者。根据两名神经放射学专家的共识对图像进行了评估,发现33名患者存在脑部病变,其中2人(6%)的对称性病变位于颞极和外囊,1人(3%)的对称性病变仅限于外囊。因此,当 MRI 观察到颞极和外囊有对称性病变时,NMOSD 应在鉴别诊断中予以考虑。
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引用次数: 0
Progressive gray matter atrophy in parkinsonian variant of multiple system atrophy assessed by using causal structural covariance network. 利用因果结构协方差网络评估多系统萎缩帕金森变异型的进行性灰质萎缩。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-11-01 Epub Date: 2024-09-02 DOI: 10.1007/s00234-024-03456-2
Tong Wu, Yuanyuan Zhang, Kun Xia, Shaohua Hu, Shangpei Wang

Introduction: Multiple system atrophy (MSA), a rare neurodegenerative disease, is usually accompanied by brain morphological alterations. However, the causal relationships between progressive gray matter atrophy in MSA parkinsonian (MSA-P) subtype remain unknown.

Methods: In total, thirty-five MSA-P patients and thirty-five healthy controls (HC) underwent three-dimensional high-resolution T1-weighted structural imaging and voxel-based morphometry analysis. The causal structural covariance network (CaSCN) of gray matter was assessed to explore the causal relationships in MSA-P.

Results: With greater illness duration, the reduction of gray matter was originated from right cerebellum and progressed to bilateral cerebellum, fusiform gyrus, insula, putamen, caudate nucleus, frontal lobe, right angular gyrus, right precuneus, left middle occipital lobe and left inferior temporal lobe, then expanded to midbrain, bilateral para-hippocampus, thalamus, temporal lobe, inferior parietal lobule (IPL), precentral gyrus, postcentral gyrus and middle cingulate cortex. The right cerebellum was revealed to be the core node of the directional network and projected positive causal effects to bilateral cerebellum, caudate nucleus and left IPL.

Conclusion: MSA-P patients showed progression of gray matter atrophy over time, with the right cerebellum probably as a primary hub. Furthermore, the early structural vulnerability of cerebellum in MSA-P may play a pivotal role in the modulation of motor and non-motor circuits at the structural level.

简介多系统萎缩(MSA)是一种罕见的神经退行性疾病,通常伴有脑形态学改变。然而,MSA帕金森病(MSA-P)亚型进行性灰质萎缩的因果关系仍不清楚:方法:共对35名MSA-P患者和35名健康对照组(HC)进行了三维高分辨率T1加权结构成像和基于体素的形态学分析。对灰质的因果结构协方差网络(CaSCN)进行了评估,以探讨MSA-P的因果关系:结果:随着病程的延长,灰质的减少从右侧小脑开始,向双侧小脑、纺锤回、岛叶、普鲁门、尾状核、额叶、右侧角回、右侧楔前叶、左侧枕中叶和右侧楔前叶扩展、然后扩展到中脑、双侧海马旁、丘脑、颞叶、下顶叶(IPL)、前中央回、后中央回和中扣带回皮层。研究发现,右侧小脑是定向网络的核心节点,并向双侧小脑、尾状核和左侧顶叶投射正向因果效应:结论:MSA-P 患者的灰质随着时间的推移逐渐萎缩,右侧小脑可能是主要的枢纽。此外,MSA-P 患者小脑的早期结构脆弱性可能在结构水平上对运动和非运动回路的调节起着关键作用。
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引用次数: 0
Prevalence and natural history of gibbus deformity in patients with Hurler syndrome. 赫勒综合征患者吉布斯畸形的发病率和自然史。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-11-01 Epub Date: 2024-09-05 DOI: 10.1007/s00234-024-03462-4
Shiwei Huang, Troy Lund, Paul Orchard, Ashish Gupta, David Nascene

Introduction: Gibbus deformity has been documented as a common musculoskeletal abnormality in mucopolysaccharidosis type I (Hurler syndrome, MPS IH), and its recognition often leads to the diagnosis of MPS IH. While the incidence has been described, the progression of gibbus deformities is not well known. Here we describe the natural history of gibbus deformity in a single center patient population using serial spinal MRI scans.

Methods: All spinal MRI scans in MPS IH patients were retrospectively reviewed. The presence, spinal location, and angulation of the gibbus deformities were collected. The angles between the superior endplate of the superior normal vertebral body and the inferior endplate of the inferior normal vertebral body were measured.

Results: 24 of 47 patients (51%) were found to have cervico-thoracic deformity on their cervical MRI scans, and 19 of those 24 (79%) patients were found to have progressive cervico-thoracic deformity with average change of angle of 17.1 degrees [range 3.9, 62.8] over 5.3 years. 7 of 8 patients who had thoraco-lumbar MRI were found to have thoraco-lumbar deformity, and 4 of those 7 patients (57%) were found to have progressive thoraco-lumbar deformity with the average increase angle of 16.7 degrees [range 3.3, 47.1] over an average of 4.1 years.

Conclusion: We found out that baseline spinal measurement cannot reliably predict the progression as multiple patients with normal alignment eventually developed severe deformity, whereases patients with severe deformity did not progress to require surgical intervention.

导言:据文献记载,吉布斯畸形是I型粘多糖病(Hurler综合征,MPS IH)中常见的肌肉骨骼畸形。虽然人们已经描述了吉布斯畸形的发病率,但对其发展过程却知之甚少。在此,我们通过连续的脊柱核磁共振成像扫描,描述了一个单一中心患者群体的吉布斯畸形自然史:我们回顾性地检查了MPS IH患者的所有脊柱MRI扫描结果。收集了Gibbus畸形的存在、脊柱位置和角度。结果:47 例患者中有 24 例(51%)在颈椎 MRI 扫描中发现有颈胸椎畸形,其中 19 例(79%)在 5.3 年中发现有进行性颈胸椎畸形,角度平均变化 17.1 度[范围 3.9 - 62.8]。在进行胸腰磁共振成像的 8 名患者中,有 7 人被发现有胸腰畸形,其中 4 人(57%)被发现有进行性胸腰畸形,在平均 4.1 年的时间里,胸腰畸形的平均角度增加了 16.7 度[范围为 3.3 - 47.1]:我们发现,脊柱基线测量并不能可靠地预测病情的发展,因为多例对线正常的患者最终发展为严重畸形,而严重畸形的患者并没有发展到需要手术干预的程度。
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引用次数: 0
Diffusion tensor metrics, motor and non-motor symptoms in de novo Parkinson's disease. 新帕金森病的弥散张量指标、运动和非运动症状。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-11-01 Epub Date: 2024-08-27 DOI: 10.1007/s00234-024-03452-6
Nayron Medeiros Soares, Pedro Henrique Rodrigues da Silva, Gabriela Magalhães Pereira, Renata Ferranti Leoni, Carlos Roberto de Mello Rieder, Thatiane Alves Pianoschi Alva

Introduction: Parkinson's disease (PD) is a neurodegenerative disorder characterized by dopaminergic neurons' degeneration of the substantia nigra, presenting with motor and non-motor symptoms. We hypothesized that altered diffusion metrics are associated with clinical symptoms in de novo PD patients.

Methods: Fractional Anisotropy (FA) and Mean (MD), Axial (AD), and Radial Diffusivity (RD) were assessed in 55 de novo PD patients (58.62 ± 9.85 years, 37 men) and 55 age-matched healthy controls (59.92 ± 11.25 years, 34 men). Diffusion-weighted images and clinical variables were collected from the Parkinson's Progression Markers Initiative study. Tract-based spatial statistics were used to identify white matter (WM) changes, and fiber tracts were localized using the JHU-WM tractography atlas. Motor and non-motor symptoms were evaluated in patients.

Results: We observed higher FA values and lower RD values in patients than controls in various fiber tracts (p-TFCE < 0.05). No significant MD or AD difference was observed between groups. Diffusion metrics of several regions significantly correlated with non-motor (state and trait anxiety and daytime sleepiness) and axial motor symptoms in the de novo PD group. No correlations were observed between diffusion metrics and other clinical symptoms evaluated.

Conclusion: Our findings suggest microstructural changes in de novo PD fiber tracts; however, limited associations with clinical symptoms reveal the complexity of PD pathology. They may contribute to understanding the neurobiological changes underlying PD and have implications for developing targeted interventions. However, further longitudinal research with larger cohorts and consideration of confounding factors are necessary to elucidate the underlying mechanisms of these diffusion alterations in de novo PD.

简介帕金森病(PD)是一种以黑质多巴胺能神经元变性为特征的神经退行性疾病,表现为运动和非运动症状。我们假设扩散指标的改变与新发帕金森病患者的临床症状有关:方法:我们对 55 名新发型帕金森病患者(58.62 ± 9.85 岁,37 名男性)和 55 名年龄匹配的健康对照者(59.92 ± 11.25 岁,34 名男性)的分数各向异性(FA)、平均值(MD)、轴向(AD)和径向扩散率(RD)进行了评估。弥散加权图像和临床变量来自帕金森病进展标志物倡议研究。使用基于纤维束的空间统计来识别白质(WM)变化,并使用JHU-WM纤维束成像图谱对纤维束进行定位。对患者的运动和非运动症状进行了评估:我们观察到,与对照组相比,患者各种纤维束的 FA 值更高,RD 值更低(p-TFCE 结论):我们的研究结果表明,新发帕金森病纤维束的微结构发生了变化;然而,与临床症状的关联有限,这揭示了帕金森病病理的复杂性。这些研究结果可能有助于了解帕金森病的神经生物学变化,并对制定有针对性的干预措施有一定的意义。然而,要阐明新发型帕金森病这些弥散改变的潜在机制,还需要对更大的队列进行进一步的纵向研究,并考虑混杂因素。
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引用次数: 0
Multicenter investigation of preoperative distinction between primary central nervous system lymphomas and glioblastomas through interpretable artificial intelligence models. 通过可解释人工智能模型对原发性中枢神经系统淋巴瘤和胶质母细胞瘤进行术前区分的多中心研究。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-11-01 Epub Date: 2024-09-03 DOI: 10.1007/s00234-024-03451-7
Yun-Feng Yang, Endong Zhao, Yutong Shi, Hao Zhang, Yuan-Yuan Yang

Objective: Research into the effectiveness and applicability of deep learning, radiomics, and their integrated models based on Magnetic Resonance Imaging (MRI) for preoperative differentiation between Primary Central Nervous System Lymphoma (PCNSL) and Glioblastoma (GBM), along with an exploration of the interpretability of these models.

Materials and methods: A retrospective analysis was performed on MRI images and clinical data from 261 patients across two medical centers. The data were split into a training set (n = 153, medical center 1) and an external test set (n = 108, medical center 2). Radiomic features were extracted using Pyradiomics to build the Radiomics Model. Deep learning networks, including the transformer-based MobileVIT Model and Convolutional Neural Networks (CNN) based ConvNeXt Model, were trained separately. By applying the "late fusion" theory, the radiomics model and deep learning model were fused to produce the optimal Max-Fusion Model. Additionally, Shapley Additive exPlanations (SHAP) and Grad-CAM were employed for interpretability analysis.

Results: In the external test set, the Radiomics Model achieved an Area under the receiver operating characteristic curve (AUC) of 0.86, the MobileVIT Model had an AUC of 0.91, the ConvNeXt Model demonstrated an AUC of 0.89, and the Max-Fusion Model showed an AUC of 0.92. The Delong test revealed a significant difference in AUC between the Max-Fusion Model and the Radiomics Model (P = 0.02).

Conclusion: The Max-Fusion Model, combining different models, presents superior performance in distinguishing PCNSL and GBM, highlighting the effectiveness of model fusion for enhanced decision-making in medical applications.

Clinical relevance statement: The preoperative non-invasive differentiation between PCNSL and GBM assists clinicians in selecting appropriate treatment regimens and clinical management strategies.

目的研究基于磁共振成像(MRI)的深度学习、放射组学及其集成模型在术前区分原发性中枢神经系统淋巴瘤(PCNSL)和胶质母细胞瘤(GBM)方面的有效性和适用性,并探索这些模型的可解释性:对两个医疗中心 261 名患者的 MRI 图像和临床数据进行了回顾性分析。数据分为训练集(n = 153,医疗中心 1)和外部测试集(n = 108,医疗中心 2)。使用 Pyradiomics 提取放射组学特征,建立放射组学模型。分别训练了深度学习网络,包括基于变压器的 MobileVIT 模型和基于卷积神经网络(CNN)的 ConvNeXt 模型。通过应用 "后期融合 "理论,将放射组学模型和深度学习模型融合在一起,生成最优的最大融合模型。此外,还采用了 Shapley Additive exPlanations (SHAP) 和 Grad-CAM 进行可解释性分析:在外部测试集中,Radiomics 模型的接收者操作特征曲线下面积(AUC)为 0.86,MobileVIT 模型的接收者操作特征曲线下面积(AUC)为 0.91,ConvNeXt 模型的接收者操作特征曲线下面积(AUC)为 0.89,Max-Fusion 模型的接收者操作特征曲线下面积(AUC)为 0.92。德隆测试显示,Max-Fusion 模型和 Radiomics 模型的 AUC 有显著差异(P = 0.02):结论:Max-Fusion 模型结合了不同的模型,在区分 PCNSL 和 GBM 方面表现出色,凸显了模型融合在医疗应用中增强决策的有效性:临床相关性声明:PCNSL 和 GBM 的术前无创鉴别有助于临床医生选择合适的治疗方案和临床管理策略。
{"title":"Multicenter investigation of preoperative distinction between primary central nervous system lymphomas and glioblastomas through interpretable artificial intelligence models.","authors":"Yun-Feng Yang, Endong Zhao, Yutong Shi, Hao Zhang, Yuan-Yuan Yang","doi":"10.1007/s00234-024-03451-7","DOIUrl":"10.1007/s00234-024-03451-7","url":null,"abstract":"<p><strong>Objective: </strong>Research into the effectiveness and applicability of deep learning, radiomics, and their integrated models based on Magnetic Resonance Imaging (MRI) for preoperative differentiation between Primary Central Nervous System Lymphoma (PCNSL) and Glioblastoma (GBM), along with an exploration of the interpretability of these models.</p><p><strong>Materials and methods: </strong>A retrospective analysis was performed on MRI images and clinical data from 261 patients across two medical centers. The data were split into a training set (n = 153, medical center 1) and an external test set (n = 108, medical center 2). Radiomic features were extracted using Pyradiomics to build the Radiomics Model. Deep learning networks, including the transformer-based MobileVIT Model and Convolutional Neural Networks (CNN) based ConvNeXt Model, were trained separately. By applying the \"late fusion\" theory, the radiomics model and deep learning model were fused to produce the optimal Max-Fusion Model. Additionally, Shapley Additive exPlanations (SHAP) and Grad-CAM were employed for interpretability analysis.</p><p><strong>Results: </strong>In the external test set, the Radiomics Model achieved an Area under the receiver operating characteristic curve (AUC) of 0.86, the MobileVIT Model had an AUC of 0.91, the ConvNeXt Model demonstrated an AUC of 0.89, and the Max-Fusion Model showed an AUC of 0.92. The Delong test revealed a significant difference in AUC between the Max-Fusion Model and the Radiomics Model (P = 0.02).</p><p><strong>Conclusion: </strong>The Max-Fusion Model, combining different models, presents superior performance in distinguishing PCNSL and GBM, highlighting the effectiveness of model fusion for enhanced decision-making in medical applications.</p><p><strong>Clinical relevance statement: </strong>The preoperative non-invasive differentiation between PCNSL and GBM assists clinicians in selecting appropriate treatment regimens and clinical management strategies.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":" ","pages":"1893-1906"},"PeriodicalIF":2.4,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142120347","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}
引用次数: 0
Hippocampus and olfactory impairment in Parkinson disease: a comparative exploratory combined volumetric/functional MRI study. 帕金森病患者的海马体和嗅觉障碍:容积/功能联合磁共振成像对比探索性研究。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-11-01 Epub Date: 2024-07-24 DOI: 10.1007/s00234-024-03436-6
Michele Porcu, Luigi Cocco, Francesco Marrosu, Riccardo Cau, Josep Puig, Jasjit S Suri, Luca Saba

Introduction: Patients with Parkinson's Disease (PD) commonly experience Olfactory Dysfunction (OD). Our exploratory study examined hippocampal volumetric and resting-state functional magnetic resonance imaging (rs-fMRI) variations in a Healthy Control (HC) group versus a cognitively normal PD group, further categorized into PD with No/Mild Hyposmia (PD-N/MH) and PD with Severe Hyposmia (PD-SH).

Methods: We calculated participants' relative Total Hippocampal Volume (rTHV) and performed Spearman's partial correlations, controlled for age and gender, to examine the correlation between rTHV and olfactory performance assessed by the Odor Stick Identification Test for the Japanese (OSIT-J) score. Mann-Whitney U tests assessed rTHV differences across groups and subgroups, rejecting the null hypothesis for p < 0.05. Furthermore, a seed-based rs-fMRI analysis compared hippocampal connectivity differences using a one-way ANCOVA covariate model with controls for age and gender.

Results: Spearman's partial correlations indicated a moderate positive correlation between rTHV and OSIT-J in the whole study population (ρ = 0.406; p = 0.007), PD group (ρ = 0.493; p = 0.008), and PD-N/MH subgroup (ρ = 0.617; p = 0.025). Mann-Whitney U tests demonstrated lower rTHV in PD-SH subgroup compared to both HC group (p = 0.013) and PD-N/MH subgroup (p = 0.029). Seed-to-voxel rsfMRI analysis revealed reduced hippocampal connectivity in PD-SH subjects compared to HC subjects with a single cluster of voxels.

Conclusions: Although the design of the study do not allow to make firm conclusions, it is reasonable to speculate that the progressive involvement of the hippocampus in PD patients is associated with the progression of OD.

简介:帕金森病(PD)患者通常会出现嗅觉功能障碍(OD)。我们的探索性研究检测了健康对照组(HC)与认知正常的帕金森病组(进一步分为无/轻度嗅觉减退的帕金森病组(PD-N/MH)和严重嗅觉减退的帕金森病组(PD-SH))的海马体积和静息态功能磁共振成像(rs-fMRI)变化:我们计算了参与者的海马体相对总体积(rTHV),并在控制年龄和性别的情况下进行了斯皮尔曼偏相关分析,以研究rTHV与日本人气味棒识别测试(OSIT-J)得分所评估的嗅觉能力之间的相关性。Mann-Whitney U 检验评估了各组和亚组之间的 rTHV 差异,拒绝 p 结果的 null 假设:斯皮尔曼偏相关表明,在整个研究人群(ρ = 0.406; p = 0.007)、PD 组(ρ = 0.493; p = 0.008)和 PD-N/MH 亚组(ρ = 0.617; p = 0.025)中,rTHV 与 OSIT-J 呈中度正相关。Mann-Whitney U 检验表明,与 HC 组(p = 0.013)和 PD-N/MH 亚组(p = 0.029)相比,PD-SH 亚组的 rTHV 较低。种子到体素的rsfMRI分析显示,与HC受试者相比,PD-SH受试者的海马连接性降低,只有一个体素群:尽管研究设计不允许做出肯定的结论,但我们有理由推测,帕金森病患者海马的进行性受累与 OD 的进展有关。
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引用次数: 0
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Neuroradiology
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