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Evaluation of microstructural changes in the brain in transfusion dependent thalassemia patients with advanced magnetic resonance imaging techniques. 利用先进的磁共振成像技术评估输血依赖型地中海贫血患者大脑微结构的变化。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-10-01 Epub Date: 2024-07-08 DOI: 10.1007/s00234-024-03414-y
Barış Genç, Kerim Aslan, Memiş Hilmi Atay, Hüseyin Akan

Purpose: Transfusion-dependent thalassemia (TDT) is associated with iron accumulation in the body and an increased tendency for thrombosis. With the increased life expectancy in these patients, the detection of neurocognitive complications has gained importance. This study investigates the microstructural changes in TDT patients using advanced diffusion MRI techniques and their relationship with laboratory parameters.

Methods: The study included 14 TDT patients and 14 control subjects. Tract-based spatial statistics (TBSS) were used to examine differences in DTI parameters such as fractional anisotropy (FA), mean diffusivity (MD), axial diffusivity (AD), and radial diffusivity (RD) in thalassemia patients using multi-shell DWI images. The mean kurtosis (MK) difference was investigated using diffusion kurtosis imaging. Fiber density (FD), fiber cross-section (FC), and fiber density and cross-section (FDC) differences were examined using fixel-based analysis. In the patient group, correlative tractography was used to investigate the relationship between DTI parameters and platelet (PLT) and ferritin levels.

Results: Increase in RD and MD was observed, particularly in the white matter tracts of the corona radiata in patient group. Additionally, an increase in AD was detected in a limited area. Correlative tractography in thalasemia patients showed a positive correlation between increases in RD, MD, and AD with PLT and ferritin. Fixel-based analysis demonstrated a dispersed distribution in white matter fibers, with a more pronounced decrease in FD, FC, and FDC in the internal capsule.

Conclusion: There is widespread involvement in the white matter and fiber tracts in thalassemia patients, which is highly correlated with thrombotic parameters.

目的:输血依赖型地中海贫血(TDT)与体内铁蓄积和血栓形成倾向增加有关。随着这些患者预期寿命的延长,检测神经认知并发症变得越来越重要。本研究采用先进的弥散核磁共振成像技术研究 TDT 患者的微观结构变化及其与实验室参数的关系:研究对象包括 14 名 TDT 患者和 14 名对照组受试者。方法:研究纳入了 14 名 TDT 患者和 14 名对照受试者,利用多壳 DWI 图像,采用基于瓣膜的空间统计(TBSS)来检查地中海贫血患者 DTI 参数的差异,如分数各向异性(FA)、平均扩散率(MD)、轴向扩散率(AD)和径向扩散率(RD)。利用扩散峰度成像研究了平均峰度(MK)差异。纤维密度(FD)、纤维横截面(FC)以及纤维密度和横截面(FDC)的差异是通过基于固定值的分析进行研究的。在患者组中,使用相关性束成像技术研究了 DTI 参数与血小板(PLT)和铁蛋白水平之间的关系:结果:观察到患者组的 RD 和 MD 增加,尤其是在放射冠的白质束中。此外,在有限的区域内检测到 AD 增加。地中海贫血患者的相关束成像显示,RD、MD 和 AD 的增加与 PLT 和铁蛋白呈正相关。基于 Fixel 的分析表明,白质纤维呈分散分布,内囊中的 FD、FC 和 FDC 下降更为明显:结论:地中海贫血患者的白质和纤维束广泛受累,这与血栓参数高度相关。
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引用次数: 0
Radiomics model based on dual-energy CT can determine the source of thrombus in strokes with middle cerebral artery occlusion. 基于双能 CT 的放射组学模型可确定大脑中动脉闭塞性脑卒中的血栓来源。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-10-01 Epub Date: 2024-07-10 DOI: 10.1007/s00234-024-03422-y
Yuzhu Ma, Yao Dai, Ying Zhao, Ziyang Song, Chunhong Hu, Yu Zhang

Purpose: To develop thrombus radiomics models based on dual-energy CT (DECT) for predicting etiologic cause of stroke.

Methods: We retrospectively enrolled patients with occlusion of the middle cerebral artery who underwent computed tomography (NCCT) and DECT angiography (DECTA). 70 keV virtual monoenergetic images (simulate conventional 120kVp CTA images) and iodine overlay maps (IOM) were reconstructed for analysis. Five logistic regression radiomics models for predicting cardioembolism (CE) were built based on the features extracted from NCCT, CTA and IOM images. From these, the best one was selected to integrate with clinical information for further construction of the combined model. The performance of the different models was evaluated and compared using ROC curve analysis, clinical decision curves (DCA), calibration curves and Delong test.

Results: Among all the radiomic models, model NCCT+IOM performed the best, with AUC = 0.95 significantly higher than model NCCT, model CTA, model IOM and model NCCT+CTA in the training set (AUC = 0.88, 0.78, 0.90,0.87, respectively, P < 0.05), and AUC = 0.92 in the testing set, significantly higher than model CTA (AUC = 0.71, P < 0.05). Smoking and NIHSS score were independent predictors of CE (P < 0.05). The combined model performed similarly to the model NCCT+IOM, with no statistically significant difference in AUC either in the training or test sets. (0.96 vs. 0.95; 0.94 vs. 0.92, both P > 0.05).

Conclusion: Radiomics models constructed based on NCCT and IOM images can effectively determine the source of thrombus in stroke without relying on clinical information.

目的:开发基于双能 CT(DECT)的血栓放射组学模型,用于预测脑卒中的病因:我们回顾性研究了接受计算机断层扫描(NCCT)和 DECT 血管造影(DECTA)的大脑中动脉闭塞患者。对 70 keV 虚拟单能图像(模拟常规 120kVp CTA 图像)和碘覆盖图 (IOM) 进行了重建分析。根据从 NCCT、CTA 和 IOM 图像中提取的特征,建立了五个用于预测心肌栓塞(CE)的逻辑回归放射组学模型。从中选出最佳模型与临床信息相结合,进一步构建综合模型。使用 ROC 曲线分析、临床决策曲线(DCA)、校准曲线和 Delong 检验对不同模型的性能进行了评估和比较:在所有放射学模型中,NCCT+IOM 模型表现最佳,其 AUC = 0.95 明显高于训练集中的 NCCT、CTA、IOM 和 NCCT+CTA 模型(AUC 分别为 0.88、0.78、0.90、0.87,P CTA(AUC = 0.71,P NCCT+IOM,无论是训练集还是测试集,AUC 均无显著统计学差异。(结论:结论:基于 NCCT 和 IOM 图像构建的放射组学模型可有效确定脑卒中血栓的来源,而无需依赖临床信息。
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引用次数: 0
Widespread haemorrhages in infants post-shunting (WHIPS): clinical features, risk factors and neuroimaging characteristics of a rare and under-recognised phenomenon. 分流术后婴儿广泛出血(WHIPS):一种罕见且认识不足的现象的临床特征、风险因素和神经影像学特征。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-10-01 Epub Date: 2024-07-03 DOI: 10.1007/s00234-024-03418-8
Rahul Lakshmanan, Fariza Abu Hassan, Shashini Dissanayake, Harriet Crabtree, Aden McLaughlin, Matthew Cooper, Sharon Lee, Richard Warne, Peter Shipman

Purpose: Infants undergoing CSF shunting procedures face a rare complication which we propose to rename "Widespread Haemorrhages in Infants Post-Shunting" (WHIPS) to better capture this unique phenomenon specific to infants undergoing CSF diversion. Our objective is to analyse the risk factors for WHIPS development and provide a detailed neuroradiological description of these haemorrhages.

Materials and methods: A radiology information system (RIS) was searched using the search terms "shunt" and/or "catheter" and/or "drain" and/or "ventriculoperitoneal" and/or "VP" between September 2008 to January 2021 for patients < 12 months of age. Clinical data was compiled for each patient meeting the inclusion criteria. Included cases were reviewed by three radiologists for the presence of WHIPS with calculation of the bifrontal ratio and documenting haemorrhage number, morphology, location and lobar distribution.

Results: 51 patients met inclusion criteria, 8 WHIPS patients and 43 controls. There was a statistically significant correlation between a larger post-op head circumference and WHIPS (p = 0.04). WHIPS was associated with post-haemorrhagic hydrocephalus and post-infectious hydrocephalus (p = 0.009). WHIPS were identified in the cortico-subcortical regions, periventricular white matter, and deep white matter. Haemorrhages were either punctate, ovoid or confluent. Haemorrhages ranged from single to innumerable.

Conclusions: WHIPS represent a rare and under-recognised complication of CSF shunting unique to the infantile population. We postulate deep and superficial medullary venous haemorrhage as an underlying mechanism related to disordered intracranial hydrodynamics which are exacerbated in the infantile population due to underdeveloped arachnoid granulations and a compliant skull.

目的:接受脑脊液分流术的婴儿面临着一种罕见的并发症,我们建议将其重新命名为 "分流术后婴儿广泛出血"(WHIPS),以更好地捕捉这一接受脑脊液分流术的婴儿特有的现象。我们的目标是分析 WHIPS 发生的风险因素,并对这些出血提供详细的神经放射学描述:2008年9月至2021年1月期间,使用 "分流器 "和/或 "导管 "和/或 "引流管 "和/或 "脑室腹腔 "和/或 "VP "等检索词对放射学信息系统(RIS)中的患者进行检索:51例患者符合纳入标准,其中8例为WHIPS患者,43例为对照组。术后头围增大与 WHIPS 存在统计学意义上的显著相关性(p = 0.04)。WHIPS 与出血性脑积水术后和感染性脑积水术后相关(p = 0.009)。在皮质-皮质下区域、脑室周围白质和深部白质中均可发现 WHIPS。出血呈点状、卵圆形或汇合状。出血点从单个到无数不等:WHIPS 是一种罕见的、未得到充分认识的脑脊液分流并发症,在婴幼儿中独一无二。我们推测深浅髓静脉出血是与颅内流体力学紊乱有关的潜在机制,而婴幼儿由于蛛网膜肉芽发育不全和头骨顺应性差,颅内流体力学紊乱会加剧这种情况。
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引用次数: 0
A Comparative Study of AI-Based Automated and Manual Postprocessing of Head and Neck CT Angiography: An Independent External Validation with Multi-Vendor and Multi-Center Data. 基于人工智能的头颈部 CT 血管造影自动后处理与手动后处理的比较研究:利用多供应商和多中心数据进行独立外部验证。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-10-01 Epub Date: 2024-05-16 DOI: 10.1007/s00234-024-03379-y
Kunhua Li, Yang Yang, Shengwen Niu, Yongwei Yang, Bitong Tian, Xinyue Huan, Dajing Guo

Purpose: To externally validate the performance of automated postprocessing (AP) on head and neck CT Angiography (CTA) and compare it with manual postprocessing (MP).

Methods: This retrospective study included head and neck CTA-exams of patients from three tertiary hospitals acquired on CT scanners from five manufacturers. AP was performed by CerebralDoc. The image quality was assessed using Likert scales, and the qualitative and quantitative diagnostic performance of arterial stenosis and aneurysm, postprocessing time, and scanning radiation dose were also evaluated.

Results: A total of 250 patients were included. Among these, 55 patients exhibited significant stenosis (≥ 50%), and 33 patients had aneurysms, diagnosed using original CTA datasets and corresponding multiplanar reconstructions as the reference. While the scores of the V4 segment and the edge of the M1 segment on volume rendering (VR), as well as the C4 segment on maximum intensity projection (MIP), were significantly lower with AP compared to MP across vendors (all P < 0.05), most scores in AP demonstrated image quality that was either superior to or comparable with that of MP. Furthermore, the diagnostic performance of AP was either superior to or comparable with that of MP. Moreover, AP also exhibited advantages in terms of postprocessing time and radiation dose when compared to MP (P < 0.001).

Conclusion: The AP of CerebralDoc presents clear advantages over MP and holds significant clinical value. However, further optimization is required in the image quality of the V4 and M1 segments on VR as well as the C4 segment on MIP.

目的:从外部验证头颈部 CT 血管造影(CTA)自动后处理(AP)的性能,并将其与手动后处理(MP)进行比较:这项回顾性研究包括三家三级甲等医院患者的头颈部 CTA 检查,这些检查是在五家制造商生产的 CT 扫描仪上进行的。AP由CerebralDoc执行。采用李克特量表对图像质量进行评估,并对动脉狭窄和动脉瘤的定性和定量诊断性能、后处理时间和扫描辐射剂量进行评估:结果:共纳入 250 名患者。结果:共纳入 250 名患者,其中 55 名患者有明显的动脉狭窄(≥ 50%),33 名患者有动脉瘤,诊断以原始 CTA 数据集和相应的多平面重建为参考。在所有供应商中,V4 段和 M1 段边缘在容积渲染(VR)上的得分,以及 C4 段在最大强度投影(MIP)上的得分,与 MP 相比,AP 明显较低(均为 P):CerebralDoc 的 AP 与 MP 相比优势明显,具有重要的临床价值。然而,还需要进一步优化 VR 上 V4 和 M1 节段以及 MIP 上 C4 节段的图像质量。
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引用次数: 0
MR-Neurography of the facial nerve in parotid tumors: intra-parotid nerve visualization and surgical correlation. 腮腺肿瘤面神经的磁共振神经显像:腮腺内神经显像和手术相关性。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-10-01 Epub Date: 2024-05-08 DOI: 10.1007/s00234-024-03372-5
Chiara Gaudino, Andrea Cassoni, Martina Lucia Pisciotti, Resi Pucci, Angela Palma, Nicoletta Fantoni, Patrizia Pantano, Valentino Valentini

Purpose: One of the most severe complications in surgery of parotid tumors is facial palsy. Imaging of the intra-parotid facial nerve is challenging due to small dimensions. Our aim was to assess, in patients with parotid tumors, the ability of high-resolution 3D double-echo steady-state sequence with water excitation (DE3D-WE) (1) to visualize the extracranial facial nerve and its tracts, (2) to evaluate their relationship to the parotid lesion and (3) to compare MRI and surgical findings.

Methods: A retrospective study was conducted including all patients with parotid tumors, who underwent MRI from April 2022 to December 2023. Two radiologists independently reviewed DE3D-WE images, assessing quality of visualization of the facial nerve bilaterally and localizing the nerve's divisions in relation to the tumor. MRI data were compared with surgical findings.

Results: Forty consecutive patients were included (M:F = 22:18; mean age 56.3 ± 17.4 years). DE3D-WE could excellently visualize the nerve main trunk and the temporofacial division in all cases. The cervicofacial branch was visible in 99% of cases and visibility was good. Distal divisions were displayed in 34% of cases with a higher visibility on the tumor side (p < 0.05). Interrater agreement was high (weighted kappa 0.94 ± 0.01 [95% CI 0.92-0.97]). Compared to surgery accuracy of MRI in localizing the nerve was 100% for the main trunk, 96% for the temporofacial and 89% for the cervicofacial branches.

Conclusions: Facial nerve MR-neurography represents a reliable tool. DE3D-WE can play an important role in surgical planning of patients with parotid tumors, reducing the risk of nerve injury.

目的:腮腺肿瘤手术中最严重的并发症之一是面瘫。由于腮腺内面神经的尺寸较小,对其进行成像具有挑战性。我们的目的是评估高分辨率三维双回波稳态序列与水激发(DE3D-WE)在腮腺肿瘤患者中(1)观察颅外面神经及其束的能力;(2)评估它们与腮腺病变的关系;(3)比较核磁共振成像和手术结果:回顾性研究包括2022年4月至2023年12月期间接受磁共振成像检查的所有腮腺肿瘤患者。两名放射科医生独立审查 DE3D-WE 图像,评估双侧面神经的显像质量,并定位面神经与肿瘤的分界。核磁共振成像数据与手术结果进行比较:共纳入 40 例连续患者(男:女=22:18;平均年龄 56.3 ± 17.4 岁)。在所有病例中,DE3D-WE都能很好地显示神经主干和颞面部分支。99%的病例可以看到颈面部分支,可视性良好。34%的病例显示了远端分部,肿瘤一侧的可见度更高(P面神经磁共振神经影像学是一种可靠的工具。DE3D-WE 可在腮腺肿瘤患者的手术规划中发挥重要作用,降低神经损伤的风险。
{"title":"MR-Neurography of the facial nerve in parotid tumors: intra-parotid nerve visualization and surgical correlation.","authors":"Chiara Gaudino, Andrea Cassoni, Martina Lucia Pisciotti, Resi Pucci, Angela Palma, Nicoletta Fantoni, Patrizia Pantano, Valentino Valentini","doi":"10.1007/s00234-024-03372-5","DOIUrl":"10.1007/s00234-024-03372-5","url":null,"abstract":"<p><strong>Purpose: </strong>One of the most severe complications in surgery of parotid tumors is facial palsy. Imaging of the intra-parotid facial nerve is challenging due to small dimensions. Our aim was to assess, in patients with parotid tumors, the ability of high-resolution 3D double-echo steady-state sequence with water excitation (DE3D-WE) (1) to visualize the extracranial facial nerve and its tracts, (2) to evaluate their relationship to the parotid lesion and (3) to compare MRI and surgical findings.</p><p><strong>Methods: </strong>A retrospective study was conducted including all patients with parotid tumors, who underwent MRI from April 2022 to December 2023. Two radiologists independently reviewed DE3D-WE images, assessing quality of visualization of the facial nerve bilaterally and localizing the nerve's divisions in relation to the tumor. MRI data were compared with surgical findings.</p><p><strong>Results: </strong>Forty consecutive patients were included (M:F = 22:18; mean age 56.3 ± 17.4 years). DE3D-WE could excellently visualize the nerve main trunk and the temporofacial division in all cases. The cervicofacial branch was visible in 99% of cases and visibility was good. Distal divisions were displayed in 34% of cases with a higher visibility on the tumor side (p < 0.05). Interrater agreement was high (weighted kappa 0.94 ± 0.01 [95% CI 0.92-0.97]). Compared to surgery accuracy of MRI in localizing the nerve was 100% for the main trunk, 96% for the temporofacial and 89% for the cervicofacial branches.</p><p><strong>Conclusions: </strong>Facial nerve MR-neurography represents a reliable tool. DE3D-WE can play an important role in surgical planning of patients with parotid tumors, reducing the risk of nerve injury.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140876967","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
Isolated cerebellar stroke in a paediatric patient with typical haemolytic uraemic syndrome: a case report and literature review. 典型溶血性贫血综合征儿科患者的孤立性小脑中风:病例报告和文献综述。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-10-01 Epub Date: 2024-06-26 DOI: 10.1007/s00234-024-03407-x
Manuela Lo Bianco, Sergio Rinella, Felice D'Arco, Evangelia Ioannidou, Marios Kaliakatsos

Haemolytic Uraemic Syndrome (HUS) is a rare medical condition characterised by microangiopathic haemolytic anaemia, thrombocytopenia, and acute kidney injury. Neurological complications are documented but rarely involve the cerebellum. We present a unique case of a 23-month-old male with HUS triggered by Escherichia coli-O157 (E.coli-O157) infection leading to an isolated cerebellar stroke.The patient initially presented with fever, bloody stools, and seizures. Confirmation of E.coli-O157 infection was obtained, and MRI revealed an isolated cerebellar stroke. Treatment included supportive care, anticoagulation for a right atrial thrombus, with gradual improvement observed.This case highlights the unusual occurrence of isolated cerebellar stroke in HUS patients, emphasising the importance of promptly recognizing manifestations of the central nervous system and the necessity for a multidisciplinary approach. Finally, a comprehensive literature review was conducted to identify cases of HUS patients with cerebellar involvement.

溶血性尿毒症综合征(HUS)是一种罕见的内科疾病,其特征是微血管病性溶血性贫血、血小板减少和急性肾损伤。神经系统并发症已有记录,但很少累及小脑。我们报告了一例独特的病例,患者是一名23个月大的男性,因感染大肠杆菌O157(E.coli-O157)引发HUS,导致孤立性小脑中风。患者最初表现为发热、血便和癫痫发作,后经确诊感染了大肠杆菌-O157,核磁共振成像显示为孤立性小脑中风。该病例强调了在 HUS 患者中发生孤立性小脑卒中的不寻常性,强调了及时识别中枢神经系统表现的重要性和多学科方法的必要性。最后,我们进行了全面的文献综述,以确定HUS患者小脑受累的病例。
{"title":"Isolated cerebellar stroke in a paediatric patient with typical haemolytic uraemic syndrome: a case report and literature review.","authors":"Manuela Lo Bianco, Sergio Rinella, Felice D'Arco, Evangelia Ioannidou, Marios Kaliakatsos","doi":"10.1007/s00234-024-03407-x","DOIUrl":"10.1007/s00234-024-03407-x","url":null,"abstract":"<p><p>Haemolytic Uraemic Syndrome (HUS) is a rare medical condition characterised by microangiopathic haemolytic anaemia, thrombocytopenia, and acute kidney injury. Neurological complications are documented but rarely involve the cerebellum. We present a unique case of a 23-month-old male with HUS triggered by Escherichia coli-O157 (E.coli-O157) infection leading to an isolated cerebellar stroke.The patient initially presented with fever, bloody stools, and seizures. Confirmation of E.coli-O157 infection was obtained, and MRI revealed an isolated cerebellar stroke. Treatment included supportive care, anticoagulation for a right atrial thrombus, with gradual improvement observed.This case highlights the unusual occurrence of isolated cerebellar stroke in HUS patients, emphasising the importance of promptly recognizing manifestations of the central nervous system and the necessity for a multidisciplinary approach. Finally, a comprehensive literature review was conducted to identify cases of HUS patients with cerebellar involvement.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11424696/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141458384","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Fully automated segmentation and volumetric measurement of ocular adnexal lymphoma by deep learning-based self-configuring nnU-net on multi-sequence MRI: a multi-center study. 基于深度学习的自配置 nnU-net 在多序列 MRI 上对眼部附件淋巴瘤进行全自动分割和体积测量:一项多中心研究。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-10-01 Epub Date: 2024-07-17 DOI: 10.1007/s00234-024-03429-5
Guorong Wang, Bingbing Yang, Xiaoxia Qu, Jian Guo, Yongheng Luo, Xiaoquan Xu, Feiyun Wu, Xiaoxue Fan, Yang Hou, Song Tian, Sicong Huang, Junfang Xian

Purpose: To evaluate nnU-net's performance in automatically segmenting and volumetrically measuring ocular adnexal lymphoma (OAL) on multi-sequence MRI.

Methods: We collected T1-weighted (T1), T2-weighted and T1-weighted contrast-enhanced images with/without fat saturation (T2_FS/T2_nFS, T1c_FS/T1c_nFS) of OAL from four institutions. Two radiologists manually annotated lesions as the ground truth using ITK-SNAP. A deep learning framework, nnU-net, was developed and trained using two models. Model 1 was trained on T1, T2, and T1c, while Model 2 was trained exclusively on T1 and T2. A 5-fold cross-validation was utilized in the training process. Segmentation performance was evaluated using the Dice similarity coefficient (DSC), sensitivity, and positive prediction value (PPV). Volumetric assessment was performed using Bland-Altman plots and Lin's concordance correlation coefficient (CCC).

Results: A total of 147 patients from one center were selected as training set and 33 patients from three centers were regarded as test set. For both Model 1 and 2, nnU-net demonstrated outstanding segmentation performance on T2_FS with DSC of 0.80-0.82, PPV of 84.5-86.1%, and sensitivity of 77.6-81.2%, respectively. Model 2 failed to detect 19 cases of T1c, whereas the DSC, PPV, and sensitivity for T1_nFS were 0.59, 91.2%, and 51.4%, respectively. Bland-Altman plots revealed minor tumor volume differences with 0.22-1.24 cm3 between nnU-net prediction and ground truth on T2_FS. The CCC were 0.96 and 0.93 in Model 1 and 2 for T2_FS images, respectively.

Conclusion: The nnU-net offered excellent performance in automated segmentation and volumetric assessment in MRI of OAL, particularly on T2_FS images.

目的:评估 nnU-net 在多序列磁共振成像(MRI)上自动分割和测量眼附件淋巴瘤(OAL)体积的性能:我们从四家机构收集了 OAL 的 T1 加权 (T1)、T2 加权和带/不带脂肪饱和度的 T1 加权对比增强图像(T2_FS/T2_nFS、T1c_FS/T1c_nFS)。两名放射科医生使用 ITK-SNAP 人工标注病灶作为基本事实。开发了深度学习框架 nnU-net,并使用两个模型进行训练。模型 1 在 T1、T2 和 T1c 上进行训练,而模型 2 只在 T1 和 T2 上进行训练。在训练过程中使用了 5 倍交叉验证。使用骰子相似系数(DSC)、灵敏度和正预测值(PPV)对分割性能进行评估。使用Bland-Altman图和Lin's concordance correlation coefficient (CCC)进行容积评估:一个中心共选取 147 名患者作为训练集,三个中心共选取 33 名患者作为测试集。在模型 1 和模型 2 中,nnU-net 对 T2_FS 的分割表现出色,DSC 为 0.80-0.82,PPV 为 84.5-86.1%,灵敏度为 77.6-81.2%。模型 2 未能检测到 19 例 T1c,而 T1_nFS 的 DSC、PPV 和灵敏度分别为 0.59、91.2% 和 51.4%。Bland-Altman 图显示,在 T2_FS 上,nnU 网预测与地面实况之间的肿瘤体积差异很小,仅为 0.22-1.24 立方厘米。在 T2_FS 图像中,模型 1 和模型 2 的 CCC 分别为 0.96 和 0.93:nnU 网在 OAL 核磁共振成像的自动分割和容积评估中表现出色,尤其是在 T2_FS 图像上。
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引用次数: 0
Thyroid hemiatrophy associated with papillary thyroid carcinoma. 与甲状腺乳头状癌相关的甲状腺半萎缩症。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-10-01 Epub Date: 2024-08-13 DOI: 10.1007/s00234-024-03442-8
Takuya Seko, Hiroki Kato, Tomohiro Ando, Kazuhiro Kobayashi, Hirofumi Shibata, Takenori Ogawa, Masaya Kawaguchi, Yoshifumi Noda, Fuminori Hyodo, Masayuki Matsuo

Purpose: The present study aimed to investigate CT imaging features, pathological findings, and prognosis in patients with thyroid hemiatrophy (THA) associated with papillary thyroid carcinoma (PTC).

Methods: This retrospective study included 225 patients with histopathologically proven PTC treated by surgical resection who underwent preoperative CT scanning. On CT images, THA was defined as thyroid parenchymal hemiatrophy on the ipsilateral side of PTC. CT findings, overall survival, and disease-free survival were compared between patients with and without THA. Pathological findings were also assessed in PTCs with and without THA.

Results: THA was observed in 35 of 225 (16%) patients with PTC. Atrophic thyroid parenchyma was observed in the right lobe of 20 patients (57%) and in the left lobe of the remaining 15 patients (43%). With respect to the solid components within PTCs, contrast-enhanced CT attenuation (114.2 ± 18.2 vs. 126.7 ± 31.3 HU; p < 0.05) and CT attenuation change for contrast-enhanced CT minus unenhanced CT (60.2 ± 18.1 vs. 72.3 ± 31.0 HU; p < 0.05) were significantly lower in PTCs with THA than in those without THA. Histopathologically, almost all PTCs with THA (97%) had keloid-like collagen, which is broad bundles of hypocellular collagen with bright eosinophilic hyalinization, typically observed in keloid. However, no significant differences were observed in the prognosis between the two groups.

Conclusion: THA was occasionally observed in patients with PTC. Weak contrast-enhancement was distinct characteristic of PTC patients with THA, which is probably caused by keloid-like collagen.

目的:本研究旨在探讨甲状腺半萎缩症(THA)伴甲状腺乳头状癌(PTC)患者的CT成像特征、病理结果和预后:这项回顾性研究纳入了225例经组织病理学证实的PTC患者,这些患者均接受了手术切除治疗,并在术前接受了CT扫描。在 CT 图像上,THA 被定义为 PTC 同侧的甲状腺实质半萎缩。比较了有THA和无THA患者的CT结果、总生存率和无病生存率。此外,还对有无THA的PTC患者的病理结果进行了评估:在 225 例 PTC 患者中,有 35 例(16%)观察到 THA。在20名患者(57%)的右叶和其余15名患者(43%)的左叶中,均观察到甲状腺实质萎缩。关于 PTC 中的实性成分,对比增强 CT 的衰减(114.2 ± 18.2 HU vs. 126.7 ± 31.3 HU; p 结论:PTC 患者中偶尔会出现 THA:PTC患者偶尔会出现 THA。对比度弱增强是 PTC 患者 THA 的明显特征,这可能是由瘢痕样胶原蛋白引起的。
{"title":"Thyroid hemiatrophy associated with papillary thyroid carcinoma.","authors":"Takuya Seko, Hiroki Kato, Tomohiro Ando, Kazuhiro Kobayashi, Hirofumi Shibata, Takenori Ogawa, Masaya Kawaguchi, Yoshifumi Noda, Fuminori Hyodo, Masayuki Matsuo","doi":"10.1007/s00234-024-03442-8","DOIUrl":"10.1007/s00234-024-03442-8","url":null,"abstract":"<p><strong>Purpose: </strong>The present study aimed to investigate CT imaging features, pathological findings, and prognosis in patients with thyroid hemiatrophy (THA) associated with papillary thyroid carcinoma (PTC).</p><p><strong>Methods: </strong>This retrospective study included 225 patients with histopathologically proven PTC treated by surgical resection who underwent preoperative CT scanning. On CT images, THA was defined as thyroid parenchymal hemiatrophy on the ipsilateral side of PTC. CT findings, overall survival, and disease-free survival were compared between patients with and without THA. Pathological findings were also assessed in PTCs with and without THA.</p><p><strong>Results: </strong>THA was observed in 35 of 225 (16%) patients with PTC. Atrophic thyroid parenchyma was observed in the right lobe of 20 patients (57%) and in the left lobe of the remaining 15 patients (43%). With respect to the solid components within PTCs, contrast-enhanced CT attenuation (114.2 ± 18.2 vs. 126.7 ± 31.3 HU; p < 0.05) and CT attenuation change for contrast-enhanced CT minus unenhanced CT (60.2 ± 18.1 vs. 72.3 ± 31.0 HU; p < 0.05) were significantly lower in PTCs with THA than in those without THA. Histopathologically, almost all PTCs with THA (97%) had keloid-like collagen, which is broad bundles of hypocellular collagen with bright eosinophilic hyalinization, typically observed in keloid. However, no significant differences were observed in the prognosis between the two groups.</p><p><strong>Conclusion: </strong>THA was occasionally observed in patients with PTC. Weak contrast-enhancement was distinct characteristic of PTC patients with THA, which is probably caused by keloid-like collagen.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141971541","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
Correction to: Fully automated segmentation and volumetric measurement of ocular adnexal lymphoma by deep learning-based self-configuring nnU-net on multi-sequence MRI: a multi-center study. 更正为基于深度学习的自配置 nnU-net 在多序列 MRI 上对眼部附件淋巴瘤进行全自动分割和体积测量:一项多中心研究。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-10-01 DOI: 10.1007/s00234-024-03437-5
Guorong Wang, Bingbing Yang, Xiaoxia Qu, Jian Guo, Yongheng Luo, Xiaoquan Xu, Feiyun Wu, Xiaoxue Fan, Yang Hou, Song Tian, Sicong Huang, Junfang Xian
{"title":"Correction to: Fully automated segmentation and volumetric measurement of ocular adnexal lymphoma by deep learning-based self-configuring nnU-net on multi-sequence MRI: a multi-center study.","authors":"Guorong Wang, Bingbing Yang, Xiaoxia Qu, Jian Guo, Yongheng Luo, Xiaoquan Xu, Feiyun Wu, Xiaoxue Fan, Yang Hou, Song Tian, Sicong Huang, Junfang Xian","doi":"10.1007/s00234-024-03437-5","DOIUrl":"10.1007/s00234-024-03437-5","url":null,"abstract":"","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11424694/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141860484","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Evaluation of 3D T1-weighted spoiled gradient echo MR image quality using artificial intelligence image reconstruction techniques in the pediatric brain. 利用人工智能图像重建技术评估小儿脑部三维T1加权破坏梯度回波磁共振图像质量。
IF 2.4 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-10-01 Epub Date: 2024-07-05 DOI: 10.1007/s00234-024-03417-9
Usha D Nagaraj, Jonathan R Dillman, Jean A Tkach, Joshua S Greer, James L Leach

Purpose: To assess image quality and diagnostic confidence of 3D T1-weighted spoiled gradient echo (SPGR) MRI using artificial intelligence (AI) reconstruction.

Materials and methods: This prospective, IRB-approved study enrolled 50 pediatric patients (mean age = 11.8 ± 3.1 years) undergoing clinical brain MRI. In addition to standard of care (SOC) compressed SENSE (CS = 2.5), 3D T1-weighted SPGR images were obtained with higher CS acceleration factors (5 and 8) to evaluate the ability of AI reconstruction to improve image quality and reduce scan time. Images were reviewed independently on dedicated research PACS workstations by two neuroradiologists. Quantitative analysis of signal intensities to calculate apparent grey and white matter signal to noise (aSNR) and grey-white matter apparent contrast to noise ratios (aCNR) was performed.

Results: AI improved overall image quality compared to standard CS reconstruction in 35% (35/100) of evaluations in CS = 2.5 (average scan time = 221 ± 6.9 s), 100% (46/46) of CS = 5 (average scan time = 113.3 ± 4.6 s) and 94% (47/50) of CS = 8 (average scan time = 74.1 ± 0.01 s). Quantitative analysis revealed significantly higher grey matter aSNR, white matter aSNR and grey-white matter aCNR with AI reconstruction compared to standard reconstruction for CS 5 and 8 (all p-values < 0.001), however not for CS 2.5.

Conclusions: AI reconstruction improved overall image quality and gray-white matter qualitative and quantitative aSNR and aCNR in highly accelerated (CS = 5 and 8) 3D T1W SPGR images in the majority of pediatric patients.

目的:评估使用人工智能(AI)重建的三维 T1 加权破坏梯度回波(SPGR)磁共振成像的图像质量和诊断可信度:这项经 IRB 批准的前瞻性研究招募了 50 名接受临床脑部 MRI 检查的儿科患者(平均年龄 = 11.8 ± 3.1 岁)。除了标准护理(SOC)压缩 SENSE(CS = 2.5)外,还使用更高的 CS 加速因子(5 和 8)获得了三维 T1 加权 SPGR 图像,以评估人工智能重建提高图像质量和缩短扫描时间的能力。图像由两名神经放射学专家在专用研究 PACS 工作站上独立审查。对信号强度进行定量分析,计算灰质和白质表观信噪比(aSNR)和灰白质表观对比度与噪声比(aCNR):与标准CS重建相比,人工智能提高了35%(35/100)CS=2.5(平均扫描时间=221±6.9秒)、100%(46/46)CS=5(平均扫描时间=113.3±4.6秒)和94%(47/50)CS=8(平均扫描时间=74.1±0.01秒)的整体图像质量。定量分析显示,与 CS 5 和 CS 8 的标准重建相比,AI 重建的灰质 aSNR、白质 aSNR 和灰白质 aCNR 明显更高(所有 p 值均为结论):人工智能重建提高了大多数儿科患者高度加速(CS = 5 和 8)三维 T1W SPGR 图像的整体质量以及灰白质定性和定量 aSNR 和 aCNR。
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Neuroradiology
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