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Bridging Neuroimaging and Neuropathology: A Comprehensive Workflow for Targeted Sampling of White Matter Lesions 桥接神经影像学和神经病理学:针对白质病变取样的综合工作流程。
IF 2.3 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-10-22 DOI: 10.1111/jon.70094
Nadim Farhat, Jinghang Li, Jacob Berardinelli, Mark Stauffer, Andrea Sajewski, Salem Alkhateeb, Noah Schweitzer, Hecheng Jin, Sossena Wood, Milos D. Ikonomovic, Jr-Jiun Liou, Howard J. Aizenstein, Joseph M. Mettenburg, Tales Santini, Minjie Wu, Julia K. Kofler, Tamer S. Ibrahim

Background and Purpose

White matter lesions are common imaging biomarkers associated with aging and neurodegenerative diseases, yet their underlying pathology remains unclear due to limitations in imaging-based characterization. We aim to develop and validate a comprehensive workflow enabling precise MRI-guided histological sampling of white matter lesions to bridge neuroimaging and neuropathology.

Methods

We established a workflow integrating agar-sucrose brain embedding, ultrahigh field 7 Tesla (7T) MRI acquisition, reusable three-dimensional (3D) printed cutting guides, and semiautomated MRI-blockface alignment. Left hemispheric postmortem brains were stabilized in the embedding medium and scanned using optimized MRI protocols. Coronal sectioning was guided by standardized 3D-printed cutting guides, and knife traces were digitally matched to MRI planes. White matter lesions were segmented on MRI and aligned for histopathological sampling.

Results

The workflow enabled reproducible brain sectioning, minimized imaging artifacts, and achieved precise spatial alignment between MRI and histology. For demonstration, detailed results from two representative brains were presented in this article. Consistent, high-resolution MRI data facilitated accurate lesion detection and sampling. The use of standardized cutting guides and alignment protocols reduced variability and improved efficiency.

Conclusions

Our cost-effective, scalable workflow reliably linked neuroimaging findings with histological analysis, enhancing the understanding of white matter lesion pathology. This framework held significant potential for advancing translational research in aging and neurodegenerative diseases.

背景和目的:白质病变是与衰老和神经退行性疾病相关的常见影像学生物标志物,但由于基于影像学表征的局限性,其潜在病理尚不清楚。我们的目标是开发和验证一个全面的工作流程,使精确的mri引导白质病变的组织学采样,以桥接神经成像和神经病理学。方法:建立了集琼脂-蔗糖脑包埋、超高场7特斯拉(7T) MRI采集、可重复使用的三维(3D)打印切割导轨和半自动MRI块面对齐为一体的工作流程。左半球死后的大脑在包埋介质中稳定,并使用优化的MRI协议进行扫描。冠状面切片由标准化的3d打印切割导轨引导,刀痕与MRI平面进行数字匹配。在MRI上对白质病变进行分割,并对齐进行组织病理学采样。结果:该工作流程实现了可重复的脑切片,最小化了成像伪影,并实现了MRI和组织学之间的精确空间对齐。为了证明这一点,本文给出了两个具有代表性的大脑的详细结果。一致的高分辨率MRI数据有助于准确的病变检测和采样。使用标准化的切割导轨和对准协议减少了可变性,提高了效率。结论:我们具有成本效益,可扩展的工作流程可靠地将神经影像学发现与组织学分析联系起来,增强了对白质病变病理的理解。这一框架对推进衰老和神经退行性疾病的转化研究具有重大潜力。
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引用次数: 0
Corticospinal Tract Injury Leads to Poor Motor Recovery Immediately After Ischemic Stroke 缺血性脑卒中后皮质脊髓束损伤导致运动恢复不良。
IF 2.3 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-10-09 DOI: 10.1111/jon.70095
Muhib Khan, Leo Gallagher, Laurel Packard, Jessica Parker, Dave Chesla, Gabe Heredia

Background and Purpose

Corticospinal tract (CST) integrity is an imaging biomarker for predicting upper extremity motor recovery, but data are limited in acute ischemic stroke patients. Our study aimed to assess the impact of CST disruption on upper extremity motor recovery after acute ischemic stroke.

Methods

We enrolled patients with upper extremity motor deficits within 7 days of stroke onset. Patients’ clinical status was assessed for the upper extremity Fugl–Meyer assessment motor component (UE-FM) within 7 days of stroke and at 15, 30, and 90 days. MRI with tractography was performed within 7 days of stroke. Diffusion tensor images (DTI) were processed to produce maps of fractional anisotropy (FA), apparent diffusion, axial, radial, and mean diffusivity. FA maps were used to assess CST asymmetry index (CST-AI). Fisher's exact tests for categorical variables, two-sample t-tests for normally distributed numerical data, and Wilcoxon rank sums for non-normally distributed numeric data were used.

Results

A total of 21 patients were enrolled in the study with a mean age of 66 (±14) years and median baseline upper extremity motor component score (UE-FM) of 42 (median) [range: 23, 53]. Baseline UE-FM was not predictive of a 10-point change at 90 days (p = 0.4469). CST-AI was predictive of recovery at 15 days (p = 0.0373), and axial diffusivity was predictive of recovery at 90 days (p = 0.0402). All other imaging variables did not predict recovery.

Conclusion

Our data suggest that upper extremity motor recovery after acute ischemic stroke is impacted by CST integrity. Further studies are needed to validate our findings.

背景和目的:皮质脊髓束(CST)完整性是预测上肢运动恢复的影像学生物标志物,但在急性缺血性脑卒中患者中数据有限。我们的研究旨在评估CST中断对急性缺血性脑卒中后上肢运动恢复的影响。方法:我们招募了中风发作后7天内出现上肢运动障碍的患者。在中风后7天内以及15、30和90天对患者进行上肢Fugl-Meyer评估运动成分(UE-FM)的临床状态评估。脑卒中后7天内进行核磁共振与神经束造影。对扩散张量图像(DTI)进行处理,生成分数各向异性(FA)、表观扩散、轴向、径向和平均扩散率的图。FA图用于评估CST不对称指数(CST- ai)。分类变量使用Fisher精确检验,正态分布数值数据使用双样本t检验,非正态分布数值数据使用Wilcoxon秩和。结果:共有21例患者入组研究,平均年龄66(±14)岁,上肢运动成分评分(UE-FM)基线中位数为42(中位数)[范围:23,53]。基线UE-FM不能预测90天10点的变化(p = 0.4469)。CST-AI预测15天的恢复(p = 0.0373),轴向扩散率预测90天的恢复(p = 0.0402)。所有其他影像学指标均不能预测恢复。结论:我们的数据表明急性缺血性脑卒中后上肢运动恢复受到CST完整性的影响。需要进一步的研究来验证我们的发现。
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引用次数: 0
Correction to “A Novel Convolutional Neural Network for Automated Multiple Sclerosis Brain Lesion Segmentation” 修正“一种新型卷积神经网络用于多发性硬化症脑损伤自动分割”。
IF 2.3 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-10-03 DOI: 10.1111/jon.70093

E Dereskewicz, F La Rosa, J Dos Santos Silva, et al. “A Novel Convolutional Neural Network for Automated Multiple Sclerosis Brain Lesion Segmentation.” Journal of Neuroimaging 35.5 (2025): e70085.

In Table 7, the text “dawm” was a typo and should have been removed. In addition, the table should present all values with two significant figures.

We apologize for this error.

Table 7. Performance comparison between 2D and 3D scans in the clinical dataset across all models.

Note: Average values across five subjects are provided for each metric.

Abbreviations: LFPR, lesion false positive rate; LTPR, lesion true positive rate; RVD, relative volume difference.

E Dereskewicz, F La Rosa, J Dos Santos Silva等,“用于多发性硬化症脑损伤自动分割的新型卷积神经网络”。中华神经影像学杂志35.5 (2025):e70085。在表7中,文本“dawm”是一个错字,应该删除。此外,该表应以两位有效数字表示所有值。我们为这个错误道歉。表7所示。在所有模型的临床数据集中进行2D和3D扫描的性能比较。注意:每个指标提供了五个主题的平均值。缩写:LFPR,病变假阳性率;LTPR:病变真阳性率;RVD,相对容积差。
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引用次数: 0
Cancer Predisposition Syndromes With Involvement of the Head and Neck Regions in Children: An Imaging Guide 儿童头颈部受累的癌症易感综合征:影像学指南。
IF 2.3 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-09-30 DOI: 10.1111/jon.70092
Livja Mertiri, Nilesh Desai, Maarten Lequin, Denada Mertiri, Hui Brandon Tran, Cesar Alves, Marcello Chiocchi, Thierry A. G. M. Huisman, Felice D'Arco

Cancer predisposition syndromes (CPSs) are a group of inherited disorders that significantly increase the risk of developing various cancers, ranging from infancy through adulthood. CPSs account for about 10% of the pediatric cancers, and they represent a major cause of morbidity and mortality in affected children. The inheritance pattern and the variable penetrance influence the age of onset and the clinical course, resulting in substantial variation in presentation, even within a single family. Early recognition of CPSs is crucial, as timely diagnosis allows for health surveillance, preventive interventions, and genetic counselling for patients and their families. Guidelines and surveillance programs have been developed to identify at-risk patients and coordinate long-term care. This review focuses on the most common CPSs associated with pediatric cancers, with particular emphasis on the involvement of the head and neck region. For each syndrome, we provide a background summary including its genetics and clinical manifestations, followed by a detailed description of characteristic head and neck imaging findings. Illustrative case examples are then presented to demonstrate the spectrum of clinical and imaging features. It highlights imaging features to assist providers reading these studies in the early identification of all possible pathological manifestations in these syndromes. Key CPSs covered include retinoblastoma, Li–Fraumeni syndrome, neurofibromatosis type 1, DICER1 syndrome, rhabdoid tumor predisposition syndrome, Gorlin–Goltz syndrome, hereditary paraganglioma–pheochromocytoma syndrome, constitutional mismatch repair deficiency syndrome, and neuroblastoma predisposition syndrome.

癌症易感综合征(cps)是一组遗传性疾病,可显著增加从婴儿期到成年期发生各种癌症的风险。cps约占儿科癌症的10%,是受影响儿童发病和死亡的主要原因。遗传模式和可变外显率影响发病年龄和临床病程,导致表现的实质性变化,甚至在一个家庭内。早期识别cps至关重要,因为及时诊断可以进行健康监测、预防性干预和对患者及其家属的遗传咨询。已经制定了指导方针和监测计划,以确定高危患者并协调长期护理。本综述的重点是与儿童癌症相关的最常见的CPSs,特别强调涉及头颈部区域。对于每种综合征,我们提供了一个背景总结,包括其遗传学和临床表现,然后详细描述了特征性头颈部影像学发现。然后提出了说明性病例示例,以演示临床和成像特征的频谱。它突出了影像特征,以帮助提供者阅读这些研究在早期识别所有可能的病理表现在这些综合征。关键的CPSs包括视网膜母细胞瘤、Li-Fraumeni综合征、1型神经纤维瘤病、DICER1综合征、横纹肌样肿瘤易感性综合征、Gorlin-Goltz综合征、遗传性副神经节瘤-嗜铬细胞瘤综合征、体质错配修复缺陷综合征和神经母细胞瘤易感性综合征。
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引用次数: 0
Prolonged Venous Transit Is Associated With Unfavorable Outcomes in Anterior Circulation Distal Medium Vessel Stroke 延长静脉转运与前循环远端中血管卒中的不良结局相关
IF 2.3 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-09-21 DOI: 10.1111/jon.70091
Hamza Adel Salim, Dhairya A. Lakhani, Aneri Balar, Mona Shahriari, Aakanksha Sriwastawa, Andrew Cho, Adam A. Dmytriw, Adrien Guenego, Elisabeth B. Marsh, Hanzhang Lu, Risheng Xu, Rich Leigh, Gaurang Shah, Sijin Wen, Gregory W. Albers, Argye E. Hillis, Rafael Llinas, Kambiz Nael, Max Wintermark, Jeremy J. Heit, Tobias D. Faizy, Vivek S. Yedavalli

Background and Purpose

Distal medium-vessel occlusion (DMVO) strokes represent a significant proportion of acute ischemic stroke cases, yet optimal management remains unclear. Prolonged venous transit (PVT), a marker of poor venous outflow, has been associated with worse outcomes in large-vessel occlusion strokes, but its role in DMVO is unknown.

Methods

In a retrospective study, consecutive patients with anterior-circulation DMVO, defined as occlusions in the M2–M4 segments of the middle cerebral artery or the anterior cerebral artery. PVT status was determined on pretreatment time-to-maximum perfusion maps by identifying ≥10-s delays in either the posterior superior sagittal sinus or the torcula. Baseline characteristics, imaging findings, and interventions were collected. The primary outcome was a 90-day modified Rankin Scale (mRS) score of 0–2.

Results

Among 77 patients (median age 70 years, 56% female), 18 (23%) had PVT. Median admission National Institutes of Health Stroke Scale scores were 11 (interquartile range, 7–15), and intravenous thrombolysis was administered to 35% of patients. Patients with PVT+ were less likely to achieve mRS 0–2 at 90 days (adjusted odds ratio, 0.14; 95% confidence interval, 0.02–0.85; p = 0.046). There were no significant differences in rates of hemorrhagic transformation or mortality.

Conclusions

PVT is independently associated with unfavorable functional outcomes in anterior-circulation DMVO. These findings suggest PVT may serve as a prognostic indicator and could inform treatment decisions in this challenging stroke subtype.

背景和目的远端中血管闭塞(DMVO)卒中在急性缺血性卒中病例中占很大比例,但最佳治疗方法尚不清楚。静脉输送延长(PVT)是静脉流出不良的标志,与大血管闭塞性卒中的不良预后相关,但其在DMVO中的作用尚不清楚。方法回顾性研究连续的前循环DMVO患者,定义为大脑中动脉或大脑前动脉M2-M4段闭塞。通过识别后上矢状窦或小环的延迟≥10秒,在预处理时间到最大灌注图上确定PVT状态。收集基线特征、影像学表现和干预措施。主要观察指标为90天修正兰金量表(mRS)评分0-2分。结果77例患者中(中位年龄70岁,56%为女性),18例(23%)患有ppt,入院时美国国立卫生研究院卒中量表中位评分为11分(四分位数范围为7-15分),35%的患者接受静脉溶栓治疗。PVT+患者在90天达到mRS 0-2的可能性较小(校正优势比为0.14;95%可信区间为0.02-0.85;p = 0.046)。在出血性转化率和死亡率方面没有显著差异。结论PVT与前循环DMVO的不良功能结局独立相关。这些发现表明,PVT可能作为预后指标,可以为这种具有挑战性的卒中亚型的治疗决策提供信息。
{"title":"Prolonged Venous Transit Is Associated With Unfavorable Outcomes in Anterior Circulation Distal Medium Vessel Stroke","authors":"Hamza Adel Salim,&nbsp;Dhairya A. Lakhani,&nbsp;Aneri Balar,&nbsp;Mona Shahriari,&nbsp;Aakanksha Sriwastawa,&nbsp;Andrew Cho,&nbsp;Adam A. Dmytriw,&nbsp;Adrien Guenego,&nbsp;Elisabeth B. Marsh,&nbsp;Hanzhang Lu,&nbsp;Risheng Xu,&nbsp;Rich Leigh,&nbsp;Gaurang Shah,&nbsp;Sijin Wen,&nbsp;Gregory W. Albers,&nbsp;Argye E. Hillis,&nbsp;Rafael Llinas,&nbsp;Kambiz Nael,&nbsp;Max Wintermark,&nbsp;Jeremy J. Heit,&nbsp;Tobias D. Faizy,&nbsp;Vivek S. Yedavalli","doi":"10.1111/jon.70091","DOIUrl":"https://doi.org/10.1111/jon.70091","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> Background and Purpose</h3>\u0000 \u0000 <p>Distal medium-vessel occlusion (DMVO) strokes represent a significant proportion of acute ischemic stroke cases, yet optimal management remains unclear. Prolonged venous transit (PVT), a marker of poor venous outflow, has been associated with worse outcomes in large-vessel occlusion strokes, but its role in DMVO is unknown.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Methods</h3>\u0000 \u0000 <p>In a retrospective study, consecutive patients with anterior-circulation DMVO, defined as occlusions in the M2–M4 segments of the middle cerebral artery or the anterior cerebral artery. PVT status was determined on pretreatment time-to-maximum perfusion maps by identifying ≥10-s delays in either the posterior superior sagittal sinus or the torcula. Baseline characteristics, imaging findings, and interventions were collected. The primary outcome was a 90-day modified Rankin Scale (mRS) score of 0–2.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Results</h3>\u0000 \u0000 <p>Among 77 patients (median age 70 years, 56% female), 18 (23%) had PVT. Median admission National Institutes of Health Stroke Scale scores were 11 (interquartile range, 7–15), and intravenous thrombolysis was administered to 35% of patients. Patients with PVT+ were less likely to achieve mRS 0–2 at 90 days (adjusted odds ratio, 0.14; 95% confidence interval, 0.02–0.85; <i>p</i> = 0.046). There were no significant differences in rates of hemorrhagic transformation or mortality.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Conclusions</h3>\u0000 \u0000 <p>PVT is independently associated with unfavorable functional outcomes in anterior-circulation DMVO. These findings suggest PVT may serve as a prognostic indicator and could inform treatment decisions in this challenging stroke subtype.</p>\u0000 </section>\u0000 </div>","PeriodicalId":16399,"journal":{"name":"Journal of Neuroimaging","volume":"35 5","pages":""},"PeriodicalIF":2.3,"publicationDate":"2025-09-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/jon.70091","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145110915","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Spinal and Sacral Chordomas: Overview With Imaging Review 脊柱和骶脊索瘤:影像学综述。
IF 2.3 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-09-16 DOI: 10.1111/jon.70090
Rebecca Choi, Jacob Schick, Sasicha Manupipatpong, Samuel Law, John Gross, Yuanxuan Xia, Daniel Lubelski, Kristin J. Redmond, Majid Khan

Spinal chordomas are rare, malignant bone tumors originating from notochordal remnants, primarily affecting the sacrum, clivus, and spine. Despite their low prevalence, they present significant diagnostic and therapeutic challenges due to their local aggressiveness, high recurrence rate, and imaging similarities to other tumors, such as chondrosarcomas. Advances in imaging technologies, particularly high-resolution magnetic resonance imaging and computed tomography (CT), have improved the ability to visualize chordomas and enhance the precision of surgical planning. Additionally, newer imaging modalities, including diffusion-weighted imaging and positron emission tomography/CT, offer more refined diagnostic capabilities, though differentiation from other similar lesions remains difficult. Histologically, chordomas are marked by physaliphorous cells and a myxoid stroma, with the brachyury gene playing a key role in tumorigenesis and serving as a potential therapeutic target. The pathophysiology and molecular landscape of chordomas further complicate diagnosis and treatment. This review examines the current state of imaging advancements, challenges in diagnosis, and their impact on clinical management. It highlights the importance of combining various imaging modalities to improve diagnostic accuracy, aid surgical resection planning, and reduce recurrence. Additionally, it discusses the ongoing need for more targeted therapies and improved imaging techniques to optimize patient outcomes in spinal chordoma management.

脊索瘤是一种罕见的恶性骨肿瘤,起源于脊索残余,主要影响骶骨、斜坡和脊柱。尽管其患病率较低,但由于其局部侵袭性,高复发率以及与其他肿瘤(如软骨肉瘤)的影像学相似,它们提出了重大的诊断和治疗挑战。成像技术的进步,特别是高分辨率磁共振成像和计算机断层扫描(CT),提高了脊索瘤可视化的能力,提高了手术计划的准确性。此外,新的成像方式,包括弥散加权成像和正电子发射断层扫描/CT,提供了更精确的诊断能力,尽管与其他类似病变的区分仍然很困难。组织学上,脊索瘤的特征是物理脂肪细胞和粘液样基质,brachyury基因在肿瘤发生中起关键作用,并作为潜在的治疗靶点。脊索瘤的病理生理和分子结构进一步使诊断和治疗复杂化。这篇综述检查了当前的影像学进展,诊断中的挑战,以及它们对临床管理的影响。它强调了结合各种成像方式的重要性,以提高诊断准确性,辅助手术切除计划,并减少复发。此外,它还讨论了对更有针对性的治疗和改进的成像技术的持续需求,以优化脊髓瘤治疗的患者结果。
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引用次数: 0
Multivariate Pattern Analysis of Perfusion and Oxygenation Impairment in Asymptomatic Carotid Artery Stenosis 无症状颈动脉狭窄灌注和氧合损伤的多因素模式分析
IF 2.3 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-09-14 DOI: 10.1111/jon.70084
Jan Kufer, Christine Preibisch, Jens Göttler, Lena Schmitzer, Gabriel Hoffmann, Michael Kallmayer, Claus Zimmer, Fahmeed Hyder, Stephan Kaczmarz

Background and Purpose

Hemodynamic impairment may contribute to stroke risk and cognitive decline in asymptomatic internal carotid artery stenosis (ICAS). Therefore, multimodal MRI-based quantification of hemodynamic impairment could inform improved treatment decisions. While gross interhemispheric hemodynamic imbalances have been reported in ICAS, identifying more spatially resolved patterns of disease-related alterations may be promising to harness the full potential of hemodynamic MRI.

Methods

In this feasibility study, we investigated the spatial topography of ICAS-related impairments by applying scaled subprofile model principal component analysis (SSM-PCA) to cerebral blood flow (CBF), relative oxygen extraction fraction (rOEF), and oxygen extraction capacity (OEFmax) data of 21 unilateral ICAS patients and 25 healthy controls (HC).

Results

We found spatially extended, partly overlapping disease-related patterns for CBF and OEFmax, but not rOEF. CBF (area under the curve [AUC] = 0.95) but not OEFmax (AUC = 0.72) SSM-PCA scores distinguished ICAS patients and HC better than interhemispheric lateralizations (AUC = 0.75/0.73). SSM-PCA scores were only partly explained by interhemispheric lateralization (R2 = −0.27/0.38), indicating complementary information. Critically, ICAS patients with higher OEFmax SSM-PCA scores (z ≥ 1) demonstrated higher stenotic degrees and lower cognitive performance (p < 0.05) without differing in interhemispheric lateralization (p > 0.05).

Conclusions

We demonstrated the feasibility of SSM-PCA in ICAS and obtained novel insights into complex hemodynamic impairment patterns and their association with cognitive function.

背景与目的无症状颈内动脉狭窄(ICAS)患者血流动力学障碍可能增加卒中风险和认知能力下降。因此,基于多模态mri的血流动力学损伤量化可以为改进的治疗决策提供信息。虽然在ICAS中已经报道了严重的半球间血流动力学失衡,但识别更多空间上的疾病相关改变模式可能有望充分利用血流动力学MRI的潜力。方法采用尺度亚剖面模型主成分分析(SSM-PCA)对21例单侧ICAS患者和25例健康对照(HC)的脑血流量(CBF)、相对氧提取分数(rOEF)和氧提取容量(OEFmax)数据进行分析,探讨ICAS相关损伤的空间形态特征。结果我们发现CBF和OEFmax在空间上延伸,部分重叠的疾病相关模式,但rOEF没有。CBF(曲线下面积[AUC] = 0.95)而不是OEFmax (AUC = 0.72) SSM-PCA评分区分ICAS患者和HC优于半球间偏侧(AUC = 0.75/0.73)。SSM-PCA评分仅部分解释了半球间偏侧(R2 = - 0.27/0.38),表明信息互补。重要的是,OEFmax SSM-PCA评分(z≥1)较高的ICAS患者狭窄程度较高,认知能力较低(p < 0.05),但在半球间偏侧方面没有差异(p < 0.05)。我们证明了SSM-PCA在ICAS中的可行性,并对复杂的血流动力学损伤模式及其与认知功能的关系获得了新的见解。
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引用次数: 0
Association of Spinal Cord Radiomic Features and Disability in Multiple Sclerosis 多发性硬化症脊髓放射学特征与残疾的关系
IF 2.3 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-09-14 DOI: 10.1111/jon.70089
Jeffrey Lambe, Nicolas R. Thompson, Yadi Li, Kunio Nakamura, Daniel Ontaneda

Background and Purpose

Spinal cord pathology underpins disability accumulation in people with multiple sclerosis (pwMS). Visual inspection of spinal cord magentic resonance imaging (MRI) often fails to reliably detect injury. Radiomics analyzes signal intensities in images to identify pathological changes that may be imperceptible to the human eye. This study evaluated the application of radiomics to spinal cord MRI to distinguish subgroups of pwMS and disability correlations.

Methods

Radiomic features were extracted from upper cervical cord coverage on cross-sectional 3.0T brain noncontrasted T1-weighted MRI scans in pwMS and healthy controls (HCs). Ninety-three radiomic features—predominantly gray-level matrices—were extracted using Pyradiomics, with pixel heterogeneity considered to reflect neuroaxonal pathology. T2 lesion and brain substructure volumes were segmented from 3D fluid-attenuated inversion recovery and magnetization-prepared rapid gradient-echo sequences using an in-house 2.5D U-Net convolutional neural network to encapsulate neuroinflammation and neurodegeneration. Cervical cross-sectional area (C1−C3) was measured using in-house atlas-based segmentation. Imaging features were compared between pwMS and HCs, and pwMS by phenotype (relapsing vs. progressive), age, and race. Associations of imaging features with Patient-Determined Disease Steps (PDDS) were examined.

Results

Among 2966 pwMS and 41 HCs, we identified radiomic features distinguishing pwMS from HCs, and pwMS by phenotype, age, and race. Radiomic features exhibited stronger correlations with PDDS than conventional MRI measures.

Conclusions

Radiomics identified pathological changes in pwMS in varying stages of the disease course that are undetectable by conventional spinal cord MRI. Radiomics may increase the yield of spinal cord MRI in pwMS and serve as biomarkers predicting disability worsening.

背景和目的脊髓病理是多发性硬化症(pwMS)患者残疾积累的基础。脊髓核磁共振成像(MRI)视觉检查往往不能可靠地检测损伤。放射组学分析图像中的信号强度,以识别人眼可能难以察觉的病理变化。本研究评估了放射组学在脊髓MRI中的应用,以区分pwMS亚组和残疾相关性。方法对pwMS和健康对照组(hc)进行3.0T脑非对比t1加权MRI横断面扫描,提取上颈髓覆盖的放射学特征。使用Pyradiomics提取了93个放射学特征(主要是灰度矩阵),其中像素异质性被认为反映了神经轴突病理。使用内部2.5D U-Net卷积神经网络封装神经炎症和神经变性,从3D流体衰减反转恢复和磁化制备的快速梯度回波序列中分割T2病变和脑亚结构体积。颈椎横截面积(C1−C3)使用内部基于地图集的分割测量。比较pwMS和hcc的影像学特征,以及pwMS的表型(复发与进展)、年龄和种族。研究了影像学特征与患者确定的疾病步骤(PDDS)之间的关系。结果在2966例pwMS和41例hc中,我们确定了pwMS与hc的放射学特征,以及表型、年龄和种族的pwMS。放射学特征与PDDS的相关性强于常规MRI测量。结论放射组学鉴定了pwMS在病程不同阶段的病理变化,这些变化是常规脊髓MRI无法检测到的。放射组学可能增加脊髓MRI在pwMS中的产量,并作为预测残疾恶化的生物标志物。
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引用次数: 0
A Novel Convolutional Neural Network for Automated Multiple Sclerosis Brain Lesion Segmentation 基于卷积神经网络的多发性硬化症脑损伤自动分割。
IF 2.3 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-09-12 DOI: 10.1111/jon.70085
Emma Dereskewicz, Francesco La Rosa, Jonadab Dos Santos Silva, Edward Sizer, Amit Kohli, Maxence Wynen, William A. Mullins, Pietro Maggi, Sarah Levy, Kamso Onyemeh, Batuhan Ayci, Andrew J. Solomon, Jakob Assländer, Omar Al-Louzi, Daniel S. Reich, James Sumowski, Erin S. Beck

Background and Purpose

Assessment of brain lesions on magnetic resonance imaging (MRI) is crucial for research in multiple sclerosis (MS). Manual segmentation is time-consuming and inconsistent. We aimed to develop an automated MS lesion segmentation algorithm for T2-weighted fluid-attenuated inversion recovery (FLAIR) MRI.

Methods

We developed FLAIR Lesion Analysis in Multiple Sclerosis (FLAMeS), a deep learning-based MS lesion segmentation algorithm based on the nnU-Net 3D full-resolution U-Net and trained on 668 FLAIR 1.5 and 3 tesla scans from persons with MS. FLAMeS was evaluated on three external datasets: MSSEG-2 (n = 14), MSLesSeg (n = 51), and a clinical cohort (n = 10), and compared to SAMSEG, LST-LPA, and LST-AI. Performance was assessed qualitatively by two blinded experts and quantitatively by comparing automated and ground truth lesion masks using standard segmentation metrics.

Results

In a blinded qualitative review of 20 scans, both raters selected FLAMeS as the most accurate segmentation in 15 cases, with one rater favoring FLAMeS in two additional cases. Across all testing datasets, FLAMeS achieved a mean Dice score of 0.74, a true positive rate of 0.84, and an F1 score of 0.78, consistently outperforming the benchmark methods. For other metrics, including positive predictive value, relative volume difference, and false positive rate, FLAMeS performed similarly to or better than benchmark methods. Most lesions missed by FLAMeS were smaller than 10 mm3, whereas the benchmark methods missed larger lesions in addition to smaller ones.

Conclusions

FLAMeS is an accurate, robust method for MS lesion segmentation that outperforms other publicly available methods.

背景与目的:脑磁共振成像(MRI)对多发性硬化症(MS)的研究至关重要。手动分割是费时且不一致的。我们的目标是开发一种用于t2加权液体衰减反转恢复(FLAIR) MRI的自动MS病变分割算法。方法:我们开发了一种基于nnunet 3D全分辨率U-Net的基于深度学习的多发性硬化症病变分割算法(FLAIR病灶分析),该算法基于668个FLAIR 1.5和3tesla扫描,来自多发性硬化症患者,在三个外部数据集上进行评估:MSSEG-2 (n = 14)、MSLesSeg (n = 51)和临床队列(n = 10),并与SAMSEG、LST-LPA和LST-AI进行比较。性能由两位盲法专家进行定性评估,并通过使用标准分割指标比较自动和地面真值病变掩模进行定量评估。结果:在20次扫描的盲法定性回顾中,两名评分者在15例中选择了火焰作为最准确的分割,在另外两例中,一名评分者倾向于火焰。在所有测试数据集中,flame的平均Dice得分为0.74,真阳性率为0.84,F1得分为0.78,始终优于基准方法。对于其他指标,包括阳性预测值、相对体积差和假阳性率,flame的表现与基准方法相似或优于基准方法。大多数火焰遗漏的病灶小于10 mm3,而基准方法除了遗漏较小的病灶外,还遗漏了较大的病灶。结论:flame是一种准确、稳健的MS病变分割方法,优于其他公开可用的方法。
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引用次数: 0
Intraindividual Optic Nerve Sheath Variation and Intracranial Pressure Changes: A Systematic Review and Meta-Analysis 个体视神经鞘变异和颅内压变化:系统回顾和荟萃分析
IF 2.3 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-09-07 DOI: 10.1111/jon.70083
Henrique Azevedo, Lia Lucas Neto, David Berhanu

Background and Purpose

To review the existing evidence on multiple timepoint assessments of optic nerve sheath diameter (ONSD) as an indicator of intraindividual variation of intracranial pressure (ICP).

Methods

A systematic search identified studies assessing intraindividual variation in ICP through multiple timepoint measurements of ONSD using ultrasonography. Meta-analysis of studies assessing intraindividual correlation coefficients between ONSD and ICP was performed using a random effects model, and we calculated the weighted correlation coefficient for the expected change in ICP associated with variations in ONSD.

Results

A total of five studies, comprising 157 patients, were included in the review. ONSD was compared with invasive ICP measurement methods at multiple timepoints. Meta-analysis of intraindividual ONSD–ICP correlation demonstrated a correlation coefficient of 0.62 (CI: 0.50–0.71). Individual linear correlation analyses were performed in two of the studies, yielding correlation coefficients ranging from 0.79 to 1.00; however, widely variable individual slopes were found (1.51–41.43 mm/mmHg). ONSD variations ranged from 0.12 to 3.30 mm per 5 mmHg change in ICP, with a variation of 0.55 mm in adults with hypoxic brain injury and 0.77 mm in children with idiopathic intracranial hypertension.

Conclusions

Our findings indicate that ONSD significantly correlates with ICP, and longitudinal intraindividual assessment shows a predominantly linear correlation between both variables. A personalized ONSD–ICP correlation equation may enable accurate ICP prediction, making ONSD a useful tool for follow-up in patients with previous invasive ICP measurements, when adjusted to each patient's characteristics and pathologies.

背景与目的回顾视神经鞘直径(ONSD)作为个体颅内压(ICP)变化指标的多时间点评估的现有证据。方法系统检索了通过超声多时间点测量ONSD来评估ICP个体差异的研究。使用随机效应模型对评估ONSD与ICP之间个体内相关系数的研究进行了meta分析,并计算了与ONSD变化相关的ICP预期变化的加权相关系数。结果共纳入5项研究,157例患者。在多个时间点比较ONSD与有创ICP测量方法。个体间ONSD-ICP相关性的meta分析显示相关系数为0.62 (CI: 0.50-0.71)。在两项研究中进行了单独的线性相关分析,得出的相关系数范围为0.79至1.00;然而,个体坡度变化很大(1.51-41.43 mm/mmHg)。在ICP中,ONSD的变化范围为每5mmhg变化0.12 ~ 3.30 mm,在缺氧脑损伤的成人中为0.55 mm,在特发性颅内高压的儿童中为0.77 mm。结论:我们的研究结果表明,ONSD与ICP显著相关,纵向个人评估显示这两个变量之间主要呈线性相关。个性化的ONSD - ICP相关方程可以实现准确的ICP预测,使ONSD成为随访既往有创ICP测量患者的有用工具,当调整到每个患者的特征和病理时。
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引用次数: 0
期刊
Journal of Neuroimaging
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