首页 > 最新文献

Neuroradiology最新文献

英文 中文
Pediatric head and neck emergencies 小儿头颈部急症
IF 2.8 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-09-19 DOI: 10.1007/s00234-024-03466-0
Sumit Singh, Timothy N. Booth, Rebekah L. Clarke

Purpose

Head and neck emergencies in children are frequent cause of visits to the hospital. Imaging plays a critical role in the management of these patients. This review article aims to familiarize radiologists with the common clinical presentations encountered, imaging characteristics of nontraumatic pediatric head and neck emergencies, and improve their ability to recognize associated complications as well as be aware of common mimics.

Methods

We researched our database for commonly encountered nontraumatic head and neck emergencies in children. A literature search was done to compare and complete the list of conditions to be discussed in this review.

Results

The review was organized according to anatomical location of the emergent condition. Relevant anatomy has been discussed along with clinical presentation, imaging characteristics and complications. We have presented common mimics with each set of disorders. Key imaging characteristics have been delineated using radiology images.

Conclusion

Familiarity with the known complications of head and neck emergencies allows the radiologist to actively search for such findings, encourage early institution of appropriate therapy, and improve outcomes.

目的 儿童的头颈部急症是导致儿童到医院就诊的常见原因。影像学在这些患者的治疗中起着至关重要的作用。这篇综述文章旨在让放射科医生熟悉常见的临床表现、非创伤性小儿头颈部急症的影像学特征,提高他们识别相关并发症的能力,并了解常见的模仿病例。我们对数据库中常见的儿童非外伤性头颈部急症进行了研究,并进行了文献检索,以比较和完善本综述要讨论的病症列表。在讨论相关解剖结构的同时,还讨论了临床表现、影像学特征和并发症。我们介绍了每组疾病的常见假象。结论熟悉头颈部急症的已知并发症可以让放射科医生积极寻找此类发现,鼓励尽早采取适当的治疗并改善预后。
{"title":"Pediatric head and neck emergencies","authors":"Sumit Singh, Timothy N. Booth, Rebekah L. Clarke","doi":"10.1007/s00234-024-03466-0","DOIUrl":"https://doi.org/10.1007/s00234-024-03466-0","url":null,"abstract":"<h3 data-test=\"abstract-sub-heading\">Purpose</h3><p>Head and neck emergencies in children are frequent cause of visits to the hospital. Imaging plays a critical role in the management of these patients. This review article aims to familiarize radiologists with the common clinical presentations encountered, imaging characteristics of nontraumatic pediatric head and neck emergencies, and improve their ability to recognize associated complications as well as be aware of common mimics.</p><h3 data-test=\"abstract-sub-heading\">Methods</h3><p>We researched our database for commonly encountered nontraumatic head and neck emergencies in children. A literature search was done to compare and complete the list of conditions to be discussed in this review.</p><h3 data-test=\"abstract-sub-heading\">Results</h3><p>The review was organized according to anatomical location of the emergent condition. Relevant anatomy has been discussed along with clinical presentation, imaging characteristics and complications. We have presented common mimics with each set of disorders. Key imaging characteristics have been delineated using radiology images.</p><h3 data-test=\"abstract-sub-heading\">Conclusion</h3><p>Familiarity with the known complications of head and neck emergencies allows the radiologist to actively search for such findings, encourage early institution of appropriate therapy, and improve outcomes.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.8,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142254902","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
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 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub 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。
{"title":"Diagnostic reference levels in interventional neuroradiology procedures - a systematic review.","authors":"Rogério Lopes, Pedro Teles, Joana Santos","doi":"10.1007/s00234-024-03445-5","DOIUrl":"https://doi.org/10.1007/s00234-024-03445-5","url":null,"abstract":"<p><strong>Introduction: </strong>The establishment of diagnostic reference levels (DRLs) is challenge for interventional neuroradiology (INR) due to the complexity and variability of its procedures.</p><p><strong>Objective: </strong>The main objective of this systematic review is to analyse and compare DRLs in fluoroscopy-guided procedures in INR.</p><p><strong>Methods: </strong>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.</p><p><strong>Results: </strong>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.</p><p><strong>Conclusion: </strong>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.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142146085","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
Evaluation of epilepsy lesion visualisation enhancement in low-field MRI using image quality transfer: a preliminary investigation of clinical potential for applications in developing countries. 利用图像质量转移对低场磁共振成像中癫痫病灶可视化增强的评估:发展中国家临床应用潜力的初步调查。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-09-06 DOI: 10.1007/s00234-024-03448-2
Matteo Figini, Hongxiang Lin, Felice D'Arco, Godwin Ogbole, Maria Camilla Rossi-Espagnet, Olalekan Ibukun Oyinloye, Joseph Yaria, Donald Amasike Nzeh, Mojisola Omolola Atalabi, David W Carmichael, Judith Helen Cross, Ikeoluwa Lagunju, Delmiro Fernandez-Reyes, Daniel C Alexander

Purpose: Low-field (LF) MRI scanners are common in many Low- and middle-Income countries, but they provide images with worse spatial resolution and contrast than high-field (HF) scanners. Image Quality Transfer (IQT) is a machine learning framework to enhance images based on high-quality references that has recently adapted to LF MRI. In this study we aim to assess if it can improve lesion visualisation compared to LF MRI scans in children with epilepsy.

Methods: T1-weighted, T2-weighted and FLAIR were acquired from 12 patients (5 to 18 years old, 7 males) with clinical diagnosis of intractable epilepsy on a 0.36T (LF) and a 1.5T scanner (HF). LF images were enhanced with IQT. Seven radiologists blindly evaluated the differentiation between normal grey matter (GM) and white matter (WM) and the extension and definition of epileptogenic lesions in LF, HF and IQT-enhanced images.

Results: When images were evaluated independently, GM-WM differentiation scores of IQT outputs were 26% higher, 17% higher and 12% lower than LF for T1, T2 and FLAIR. Lesion definition scores were 8-34% lower than LF, but became 3% higher than LF for FLAIR and T1 when images were seen side by side. Radiologists with expertise at HF scored IQT images higher than those with expertise at LF.

Conclusion: IQT generally improved the image quality assessments. Evaluation of pathology on IQT-enhanced images was affected by familiarity with HF/IQT image appearance. These preliminary results show that IQT could have an important impact on neuroradiology practice where HF MRI is not available.

目的:低场(LF)磁共振成像扫描仪在许多中低收入国家很常见,但与高场(HF)扫描仪相比,它们提供的图像空间分辨率和对比度较差。图像质量转移(IQT)是一种机器学习框架,用于在高质量参考的基础上增强图像,最近已应用于低场磁共振成像。在本研究中,我们旨在评估与低频磁共振成像扫描相比,IQT 是否能改善癫痫患儿的病灶可视化:在 0.36T (低频)和 1.5T 扫描仪(高频)上采集了 12 名临床诊断为顽固性癫痫的患者(5 至 18 岁,7 名男性)的 T1 加权、T2 加权和 FLAIR 图像。低频图像经过 IQT 增强。七名放射科医生对正常灰质(GM)和白质(WM)的区分以及 LF、HF 和 IQT 增强图像中致痫病灶的扩展和定义进行了盲法评估:在独立评估图像时,IQT输出的T1、T2和FLAIR图像的GM-WM分化得分分别比LF高26%、高17%和低12%。病变定义得分比 LF 低 8-34%,但并排观察图像时,FLAIR 和 T1 的病变定义得分比 LF 高 3%。擅长 HF 的放射科医生对 IQT 图像的评分高于擅长 LF 的放射科医生:结论:IQT 总体上改善了图像质量评估。对 IQT 增强图像的病理评估受到对 HF/IQT 图像外观熟悉程度的影响。这些初步结果表明,IQT 可对没有高频磁共振成像的神经放射学实践产生重要影响。
{"title":"Evaluation of epilepsy lesion visualisation enhancement in low-field MRI using image quality transfer: a preliminary investigation of clinical potential for applications in developing countries.","authors":"Matteo Figini, Hongxiang Lin, Felice D'Arco, Godwin Ogbole, Maria Camilla Rossi-Espagnet, Olalekan Ibukun Oyinloye, Joseph Yaria, Donald Amasike Nzeh, Mojisola Omolola Atalabi, David W Carmichael, Judith Helen Cross, Ikeoluwa Lagunju, Delmiro Fernandez-Reyes, Daniel C Alexander","doi":"10.1007/s00234-024-03448-2","DOIUrl":"https://doi.org/10.1007/s00234-024-03448-2","url":null,"abstract":"<p><strong>Purpose: </strong>Low-field (LF) MRI scanners are common in many Low- and middle-Income countries, but they provide images with worse spatial resolution and contrast than high-field (HF) scanners. Image Quality Transfer (IQT) is a machine learning framework to enhance images based on high-quality references that has recently adapted to LF MRI. In this study we aim to assess if it can improve lesion visualisation compared to LF MRI scans in children with epilepsy.</p><p><strong>Methods: </strong>T1-weighted, T2-weighted and FLAIR were acquired from 12 patients (5 to 18 years old, 7 males) with clinical diagnosis of intractable epilepsy on a 0.36T (LF) and a 1.5T scanner (HF). LF images were enhanced with IQT. Seven radiologists blindly evaluated the differentiation between normal grey matter (GM) and white matter (WM) and the extension and definition of epileptogenic lesions in LF, HF and IQT-enhanced images.</p><p><strong>Results: </strong>When images were evaluated independently, GM-WM differentiation scores of IQT outputs were 26% higher, 17% higher and 12% lower than LF for T1, T2 and FLAIR. Lesion definition scores were 8-34% lower than LF, but became 3% higher than LF for FLAIR and T1 when images were seen side by side. Radiologists with expertise at HF scored IQT images higher than those with expertise at LF.</p><p><strong>Conclusion: </strong>IQT generally improved the image quality assessments. Evaluation of pathology on IQT-enhanced images was affected by familiarity with HF/IQT image appearance. These preliminary results show that IQT could have an important impact on neuroradiology practice where HF MRI is not available.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142140682","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
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 : 2024-09-05 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。
{"title":"Prevalence and natural history of gibbus deformity in patients with Hurler syndrome.","authors":"Shiwei Huang, Troy Lund, Paul Orchard, Ashish Gupta, David Nascene","doi":"10.1007/s00234-024-03462-4","DOIUrl":"https://doi.org/10.1007/s00234-024-03462-4","url":null,"abstract":"<p><strong>Introduction: </strong>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.</p><p><strong>Methods: </strong>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.</p><p><strong>Results: </strong>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.</p><p><strong>Conclusion: </strong>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.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142133304","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
Drill turn technique for enhanced visualization of wide-neck bifurcation aneurysms in Y-stent-assisted coiling with LVIS EVO stents: technical considerations and mid-term results. 在使用 LVIS EVO 支架的 Y 型支架辅助卷曲术中增强宽颈分叉动脉瘤可视性的钻转技术:技术考虑因素和中期结果。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-09-05 DOI: 10.1007/s00234-024-03447-3
Civan Islak, Enes Özlük, Abdullah Yakupoğlu, Osman Kızılkılıç, Murat Velioğlu, Saruhan Çekirge, Bora Korkmazer, Işıl Saatçi, Yılmaz Önal, Naci Kocer

Background: Crossing Y-stent-assisted coiling (CYSAC) is a feasible yet technically challenging technique for the treatment of wide-neck bifurcation aneurysms (WNBAs).

Objective: To present mid-term results of Y-stent-assisted coiling (YSAC) using the LVIS EVO stent and to describe our "drill turn" technique for stent crossing.

Methods: This retrospective, observational study included 37 consecutive patients treated with YSAC using LVIS EVO stents at five centres between September 2020 and March 2023.

Results: Immediately after treatment, 31 of the 37 patients (83.8%) achieved Raymond-Roy occlusion classification (RROC) Class I occlusion, while 5 patients (13.5%) had Class II and 1 patient (2.7%) had Class III occlusion. The mean follow-up period was 32.8 months (range: 11-41 months), and all patients underwent follow-up imaging after ≥ 6 months. On follow-up imaging, 34 patients (92%), including all those with immediate RROC Class I occlusion, 2 with Class II, and 1 with Class III, showed Class I occlusion. One patient with RROC Class II occlusion demonstrated a gradual decrease in residual filling, while one large partially thrombosed middle cerebral artery aneurysm and one large basilar tip aneurysm (8%) with residual neck filling remained unchanged on the 6-month digital subtraction angiograph.

Conclusion: Utilizing the described drill turn technique, CYSAC with LVIS EVO stents was found to be feasible and safe for WNBA treatment, with high and stable occlusion rates observed during mid-term follow-up.

背景:Y型支架辅助交叉卷曲术(CYSAC)是治疗宽颈分叉动脉瘤(WNBAs)的一种可行但具有技术挑战性的技术:介绍使用LVIS EVO支架进行Y型支架辅助卷曲术(YSAC)的中期结果,并描述我们的支架穿越 "钻头转向 "技术:这项回顾性观察研究纳入了2020年9月至2023年3月期间在5个中心使用LVIS EVO支架进行YSAC治疗的37例连续患者:治疗后,37 例患者中有 31 例(83.8%)立即达到雷蒙德-罗伊闭塞分级(RROC)I 级闭塞,5 例患者(13.5%)为 II 级闭塞,1 例患者(2.7%)为 III 级闭塞。平均随访时间为 32.8 个月(范围:11-41 个月),所有患者均在≥ 6 个月后接受了随访成像。在随访造影中,34 名患者(92%)显示为 I 级闭塞,其中包括所有立即 RROC I 级闭塞的患者、2 名 II 级患者和 1 名 III 级患者。一名 RROC II 级闭塞患者的残余充盈逐渐减少,而在 6 个月的数字减影血管造影中,一个部分血栓形成的大脑中动脉大动脉瘤和一个颈部残余充盈的基底动脉大动脉瘤(8%)没有变化:结论:利用所描述的钻转技术,使用 LVIS EVO 支架进行 CYSAC 治疗 WNBA 是可行且安全的,在中期随访中观察到了较高且稳定的闭塞率。
{"title":"Drill turn technique for enhanced visualization of wide-neck bifurcation aneurysms in Y-stent-assisted coiling with LVIS EVO stents: technical considerations and mid-term results.","authors":"Civan Islak, Enes Özlük, Abdullah Yakupoğlu, Osman Kızılkılıç, Murat Velioğlu, Saruhan Çekirge, Bora Korkmazer, Işıl Saatçi, Yılmaz Önal, Naci Kocer","doi":"10.1007/s00234-024-03447-3","DOIUrl":"https://doi.org/10.1007/s00234-024-03447-3","url":null,"abstract":"<p><strong>Background: </strong>Crossing Y-stent-assisted coiling (CYSAC) is a feasible yet technically challenging technique for the treatment of wide-neck bifurcation aneurysms (WNBAs).</p><p><strong>Objective: </strong>To present mid-term results of Y-stent-assisted coiling (YSAC) using the LVIS EVO stent and to describe our \"drill turn\" technique for stent crossing.</p><p><strong>Methods: </strong>This retrospective, observational study included 37 consecutive patients treated with YSAC using LVIS EVO stents at five centres between September 2020 and March 2023.</p><p><strong>Results: </strong>Immediately after treatment, 31 of the 37 patients (83.8%) achieved Raymond-Roy occlusion classification (RROC) Class I occlusion, while 5 patients (13.5%) had Class II and 1 patient (2.7%) had Class III occlusion. The mean follow-up period was 32.8 months (range: 11-41 months), and all patients underwent follow-up imaging after ≥ 6 months. On follow-up imaging, 34 patients (92%), including all those with immediate RROC Class I occlusion, 2 with Class II, and 1 with Class III, showed Class I occlusion. One patient with RROC Class II occlusion demonstrated a gradual decrease in residual filling, while one large partially thrombosed middle cerebral artery aneurysm and one large basilar tip aneurysm (8%) with residual neck filling remained unchanged on the 6-month digital subtraction angiograph.</p><p><strong>Conclusion: </strong>Utilizing the described drill turn technique, CYSAC with LVIS EVO stents was found to be feasible and safe for WNBA treatment, with high and stable occlusion rates observed during mid-term follow-up.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142133288","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
Artificial intelligence can help detecting incidental intracranial aneurysm on routine brain MRI using TOF MRA data sets and improve the time required for analysis of these images. 人工智能有助于利用 TOF MRA 数据集在常规脑磁共振成像上检测偶发的颅内动脉瘤,并缩短分析这些图像所需的时间。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-09-04 DOI: 10.1007/s00234-024-03460-6
Ilya Adamchic, Sven R Kantelhardt, Hans-Joachim Wagner, Michael Burbelko

Purpose: The aim of our study was to assess the diagnostic performance of commercially available AI software for intracranial aneurysm detection and to determine if the AI system enhances the radiologist's accuracy in identifying aneurysms and reduces image analysis time.

Methods: TOF-MRA clinical brain examinations were analyzed using commercially available software and by an consultant neuroradiologist for the presence of intracranial aneurysms. The results were compared with the reference standard, to measure the sensitivity and specificity of the software and the consultant neuroradiologist. Furthermore, we examined the time required for the neuroradiologist to analyze the TOF-MRA image set, both with and without use of the AI software.

Results: In 500 TOF-MRI brain studies, 106 aneurysms were detected in 85 examinations by combining AI software with neuroradiologist readings. The neuroradiologist identified 98 aneurysms (92.5% sensitivity), while AI detected 77 aneurysms (72.6% sensitivity). Specificity and sensitivity were calculated from the combined effort as reference. Combining AI and neuroradiologist readings significantly improves detection reliability. Additionally, AI integration reduced TOF-MRA analysis time by 19 s (23% reduction).

Conclusions: Our findings indicate that the AI-based software can support neuroradiologists in interpreting brain TOF-MRA. A combined reading of the AI-based software and the neuroradiologist demonstrated higher reliability in identifying intracranial aneurysms as compared to reading by either neuroradiologist or software, thus improving diagnostic accuracy of the neuroradiologist. Simultaneously, reading time for the neuroradiologist was reduced by approximately one quarter.

目的:我们的研究旨在评估市售人工智能软件在颅内动脉瘤检测方面的诊断性能,并确定人工智能系统是否能提高放射科医生识别动脉瘤的准确性并缩短图像分析时间:方法:TOF-MRA 临床脑部检查使用市售软件,由神经放射顾问医师分析是否存在颅内动脉瘤。将结果与参考标准进行比较,以衡量软件和神经放射顾问的灵敏度和特异性。此外,我们还研究了神经放射医师在使用和不使用人工智能软件的情况下分析 TOF-MRA 图像集所需的时间:结果:在 500 次 TOF-MRI 脑部研究中,通过将人工智能软件与神经放射科医师的读数相结合,在 85 次检查中检测出 106 个动脉瘤。神经放射科医生发现了 98 个动脉瘤(灵敏度为 92.5%),而人工智能发现了 77 个动脉瘤(灵敏度为 72.6%)。特异性和灵敏度是以综合结果为参考计算得出的。结合人工智能和神经放射科医生的读数可显著提高检测可靠性。此外,人工智能的整合使TOF-MRA分析时间缩短了19秒(缩短了23%):我们的研究结果表明,基于人工智能的软件可以帮助神经放射医师解读脑部 TOF-MRA。基于人工智能的软件和神经放射医师的联合读片与神经放射医师或软件的读片相比,在识别颅内动脉瘤方面表现出更高的可靠性,从而提高了神经放射医师的诊断准确性。同时,神经放射学家的阅读时间减少了约四分之一。
{"title":"Artificial intelligence can help detecting incidental intracranial aneurysm on routine brain MRI using TOF MRA data sets and improve the time required for analysis of these images.","authors":"Ilya Adamchic, Sven R Kantelhardt, Hans-Joachim Wagner, Michael Burbelko","doi":"10.1007/s00234-024-03460-6","DOIUrl":"https://doi.org/10.1007/s00234-024-03460-6","url":null,"abstract":"<p><strong>Purpose: </strong>The aim of our study was to assess the diagnostic performance of commercially available AI software for intracranial aneurysm detection and to determine if the AI system enhances the radiologist's accuracy in identifying aneurysms and reduces image analysis time.</p><p><strong>Methods: </strong>TOF-MRA clinical brain examinations were analyzed using commercially available software and by an consultant neuroradiologist for the presence of intracranial aneurysms. The results were compared with the reference standard, to measure the sensitivity and specificity of the software and the consultant neuroradiologist. Furthermore, we examined the time required for the neuroradiologist to analyze the TOF-MRA image set, both with and without use of the AI software.</p><p><strong>Results: </strong>In 500 TOF-MRI brain studies, 106 aneurysms were detected in 85 examinations by combining AI software with neuroradiologist readings. The neuroradiologist identified 98 aneurysms (92.5% sensitivity), while AI detected 77 aneurysms (72.6% sensitivity). Specificity and sensitivity were calculated from the combined effort as reference. Combining AI and neuroradiologist readings significantly improves detection reliability. Additionally, AI integration reduced TOF-MRA analysis time by 19 s (23% reduction).</p><p><strong>Conclusions: </strong>Our findings indicate that the AI-based software can support neuroradiologists in interpreting brain TOF-MRA. A combined reading of the AI-based software and the neuroradiologist demonstrated higher reliability in identifying intracranial aneurysms as compared to reading by either neuroradiologist or software, thus improving diagnostic accuracy of the neuroradiologist. Simultaneously, reading time for the neuroradiologist was reduced by approximately one quarter.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142126196","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
Perfusion-weighted MRI patterns in neuropsychiatric systemic lupus erythematosus: a systematic review and meta-analysis. 神经精神系统性红斑狼疮的灌注加权磁共振成像模式:系统回顾和荟萃分析。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-09-04 DOI: 10.1007/s00234-024-03457-1
Narges Azizi, Mahbod Issaiy, Amir Hossein Jalali, Shahriar Kolahi, Hamed Naghibi, Diana Zarei, Kavous Firouznia

Background: Neuropsychiatric Systemic Lupus Erythematosus (NPSLE) is a complex manifestation of Systemic Lupus Erythematosus (SLE) characterized by a wide range of neurological and psychiatric symptoms. This study aims to elucidate the patterns of Perfusion-Weighted MRI (PWI) in NPSLE patients compared to SLE patients without neuropsychiatric manifestations (non-NPSLE) and healthy controls (HCs).

Material and methods: A systematic search was conducted in PubMed/Medline, Embase, Web of Science, and Scopus for studies utilizing PWI in NPSLE patients published through April 14, 2024. Cerebral blood flow (CBF) data from NPSLE, non-NPSLE patients, and HCs were extracted for meta-analysis, using standardized mean difference (SMD) as an estimate measure. For studies lacking sufficient data for inclusion, CBF, cerebral blood volume (CBV), and mean transit time (MTT) were reviewed qualitatively.

Results: Our review included eight observational studies employing PWI techniques, including dynamic susceptibility contrast (DSC) and arterial spin labeling (ASL). The meta-analysis of NPSLE compared to non-NPSLE incorporated four studies, encompassing 104 NPSLE patients and 90 non-NPSLE patients. The results revealed an SMD of -1.42 (95% CI: -2.85-0.00, I2: 94%) for CBF in NPSLE compared to non-NPSLE.

Conclusion: PWI reveals informative patterns of cerebral perfusion, showing a significant reduction in mean CBF in NPSLE patients compared to non-NPSLE patients. Our qualitative synthesis highlights these changes, particularly in the frontal and temporal lobes. However, the existing data exhibits considerable heterogeneity and limitations.

背景:神经精神系统性红斑狼疮(NPSLE)是系统性红斑狼疮(SLE)的一种复杂表现,以各种神经和精神症状为特征。本研究旨在阐明非系统性红斑狼疮患者与无神经精神表现的系统性红斑狼疮患者(非非系统性红斑狼疮)和健康对照组(HCs)相比,其灌注加权磁共振成像(PWI)的模式:在PubMed/Medline、Embase、Web of Science和Scopus上对2024年4月14日之前发表的利用PWI对非淋巴系统性红斑狼疮患者进行的研究进行了系统检索。采用标准化均值差(SMD)作为估计指标,提取非非淋菌性脑病、非非淋菌性脑病患者和高危人群的脑血流(CBF)数据进行荟萃分析。对于缺乏足够数据纳入的研究,我们对CBF、脑血容量(CBV)和平均转运时间(MTT)进行了定性审查:我们的综述包括八项采用脉搏波速度成像技术的观察性研究,包括动态感性对比(DSC)和动脉自旋标记(ASL)。对非淋巴系统性红斑狼疮与非淋巴系统性红斑狼疮进行的荟萃分析包括四项研究,涉及104名非淋巴系统性红斑狼疮患者和90名非非淋巴系统性红斑狼疮患者。结果显示,与非 NPSLE 相比,NPSLE 患者 CBF 的 SMD 为-1.42(95% CI:-2.85-0.00,I2:94%):脉搏波速度成像揭示了脑灌注的信息模式,显示与非NPSLE患者相比,NPSLE患者的平均CBF显著下降。我们的定性综述强调了这些变化,尤其是额叶和颞叶的变化。然而,现有数据显示出相当大的异质性和局限性。
{"title":"Perfusion-weighted MRI patterns in neuropsychiatric systemic lupus erythematosus: a systematic review and meta-analysis.","authors":"Narges Azizi, Mahbod Issaiy, Amir Hossein Jalali, Shahriar Kolahi, Hamed Naghibi, Diana Zarei, Kavous Firouznia","doi":"10.1007/s00234-024-03457-1","DOIUrl":"https://doi.org/10.1007/s00234-024-03457-1","url":null,"abstract":"<p><strong>Background: </strong>Neuropsychiatric Systemic Lupus Erythematosus (NPSLE) is a complex manifestation of Systemic Lupus Erythematosus (SLE) characterized by a wide range of neurological and psychiatric symptoms. This study aims to elucidate the patterns of Perfusion-Weighted MRI (PWI) in NPSLE patients compared to SLE patients without neuropsychiatric manifestations (non-NPSLE) and healthy controls (HCs).</p><p><strong>Material and methods: </strong>A systematic search was conducted in PubMed/Medline, Embase, Web of Science, and Scopus for studies utilizing PWI in NPSLE patients published through April 14, 2024. Cerebral blood flow (CBF) data from NPSLE, non-NPSLE patients, and HCs were extracted for meta-analysis, using standardized mean difference (SMD) as an estimate measure. For studies lacking sufficient data for inclusion, CBF, cerebral blood volume (CBV), and mean transit time (MTT) were reviewed qualitatively.</p><p><strong>Results: </strong>Our review included eight observational studies employing PWI techniques, including dynamic susceptibility contrast (DSC) and arterial spin labeling (ASL). The meta-analysis of NPSLE compared to non-NPSLE incorporated four studies, encompassing 104 NPSLE patients and 90 non-NPSLE patients. The results revealed an SMD of -1.42 (95% CI: -2.85-0.00, I<sup>2</sup>: 94%) for CBF in NPSLE compared to non-NPSLE.</p><p><strong>Conclusion: </strong>PWI reveals informative patterns of cerebral perfusion, showing a significant reduction in mean CBF in NPSLE patients compared to non-NPSLE patients. Our qualitative synthesis highlights these changes, particularly in the frontal and temporal lobes. However, the existing data exhibits considerable heterogeneity and limitations.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142126198","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
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 : 2024-09-04 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。
{"title":"Functional connectivity of the pediatric brain.","authors":"Maria I Argyropoulou, Vasileios G Xydis, Loukas G Astrakas","doi":"10.1007/s00234-024-03453-5","DOIUrl":"https://doi.org/10.1007/s00234-024-03453-5","url":null,"abstract":"<p><strong>Purpose: </strong>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.</p><p><strong>Methods: </strong>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.</p><p><strong>Results: </strong>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.</p><p><strong>Conclusion: </strong>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.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142126197","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
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 : 2024-09-03 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":"https://doi.org/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":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-09-03","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
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 : 2024-09-02 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。
{"title":"Progressive gray matter atrophy in parkinsonian variant of multiple system atrophy assessed by using causal structural covariance network.","authors":"Tong Wu, Yuanyuan Zhang, Kun Xia, Shaohua Hu, Shangpei Wang","doi":"10.1007/s00234-024-03456-2","DOIUrl":"https://doi.org/10.1007/s00234-024-03456-2","url":null,"abstract":"<p><strong>Introduction: </strong>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.</p><p><strong>Methods: </strong>In total, thirty-five MSA-P patients and thirty-five healthy controls (HC) underwent three-dimensional high-resolution T<sub>1</sub>-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.</p><p><strong>Results: </strong>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.</p><p><strong>Conclusion: </strong>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.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142110043","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
期刊
Neuroradiology
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1