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Cerebellar Subpial Hemorrhage-An Underestimated Location of Fetal Intracranial Hemorrhage. 小脑脑膜下出血——胎儿颅内出血的低估部位。
Pub Date : 2026-03-04 DOI: 10.3174/ajnr.A9019
Amit Haboosheh, Nicole Amberg, Christine Haberler, David Mirsky, Sarah Glatter, Dieter Bettelheim, Daniela Prayer, Gregor Kasprian

Background and purpose: Subpial hemorrhage (SPH) is a rare form of intracranial hemorrhage, typically observed in neonates. It differs from subarachnoid and subdural hemorrhages in both anatomic location and underlying pathophysiology. The primary aim of this study was to describe the distinct fetal MRI features of cerebellar SPH.

Materials and methods: This retrospective multicenter study included 24 fetuses, aged between 20 + 5 and 34 + 0 weeks of gestation, from 3 institutions. Postmortem 3T MRI and neuropathologic work-up were available for 4 cases and 1 postnatal MRI.

Results: SPH was located infratentorially along the cerebellum and vermis in all 24 cases. SPH was observed as either unilateral, bilateral, or multifocal, with several distinct morphologic patterns, crescentic or spherical/punctate shapes along the cerebellar surface. Postmortem MRI in one case confirmed the prenatal MRI findings, and neuropathological analysis confirmed SPH extending from the pia-arachnoid through the molecular layer and hemosiderin-containing macrophages within the external granular layer associated with reduced and disrupted Bergmann glial processes in areas adjacent to SPH.

Conclusions: Fetal cerebellar SPHs are characterized by crescentic foci of signal abnormality that appear "attached" to the cerebellar surface. Cerebellar SPH constitutes a distinct entity that may be detected on prenatal imaging, either in isolation or in association with fetal germinal matrix-intraventricular hemorrhage.

背景与目的:脑膜下出血(SPH)是一种罕见的颅内出血,常见于新生儿。它不同于蛛网膜下腔和硬膜下出血在解剖位置和潜在的病理生理。本研究的主要目的是描述小脑SPH的独特胎儿MRI特征。方法和材料:本回顾性多中心研究纳入了来自三家机构的24例胎儿,年龄在20+5 ~ 34+0周之间。4例患者进行了死后3T MRI和神经病理检查,1例进行了产后MRI检查。结果:24例SPH均位于小脑和蚓部的幕下。SPH表现为单侧、双侧或多灶性,具有几种不同的形态,沿小脑表面呈新月形或球形/点状。1例死后MRI证实了产前MRI的发现,神经病理学分析证实SPH从蛛网膜下腔延伸至分子层,外颗粒层内含含铁血黄素的巨噬细胞与SPH邻近区域Bergmann胶质突减少和破坏有关。结论:胎儿小脑SPH表现为月牙形信号异常灶“附着”于小脑表面。小脑SPH构成了一个独特的实体,可以在产前成像中检测到,无论是单独的还是与胎儿生发基质-脑室内出血(GM-IVH)相关。缩写:SPH =脑膜下出血,US =超声,GM-IVH =生发基质-脑室内出血,IVH =脑室内出血,DWM = Dandy Walker畸形,FGR =胎儿生长受限,TTTS =双胎输血综合征,SSFSE =单次快速自旋回波,EGL =外颗粒层。
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引用次数: 0
Understanding the Therapeutic Impact of Disease-Modifying Therapies or No Treatment on Enlarging T1-Weighted Hypointense Lesions and Total T1-Weighted Hypointense Lesion Volume in MS. 了解改善疾病治疗或不治疗对MS患者t1加权低信号病变扩大和t1加权低信号病变总体积的影响。
Pub Date : 2026-03-04 DOI: 10.3174/ajnr.A8994
Darin T Okuda, Tom G Punnen, Tatum M Moog, Morgan C McCreary, Katy W Burgess, Christine Lebrun-Frénay

Background and purpose: T1-weighted hypointense lesions resulting from MS reflect chronic, irreversible tissue injury mediated by autoimmune inflammation and are associated with neurologic disability. The evolution of such lesions is heterogeneous in the presence or absence of disease-modifying therapy (DMT). We investigated dynamic changes of T1-weighted hypointense lesions along with total T1-weighted hypointense lesion volumes to further understand MRI features that may reflect clinically silent disease activity.

Materials and methods: A retrospective study was performed involving people with MS with 3 consecutive standardized MRI time points within a single academic center. Individuals with formal neuroradiology interpretations lacking evidence of T1-weighted hypointense lesion change were included. Approximately 8-12 nongadolinium-enhancing T1-weighted hypointense lesions measuring at least 3 mm2 were selected from a 3D MPRAGE from each individual. Total T1-weighted hypointense lesion volumes were also quantified at each time point. The Lambda, Mu, and Sigma method was used to estimate the SD of the annualized volume rate of change as a function of the lesion volume at the prior time point. The longitudinal associations between treatment class on T1-weighted hypointense lesion dynamics and relationship to patient- or physician-reported disease worsening, acute clinical relapse, and MRI advancement were evaluated.

Results: The cohort comprised 91 people (71.4% women; mean disease duration of 9.32 years; SD: 7.22 years) who were primarily white (80.2%). Of treated individuals, most were exposed to non-high-efficacy DMTs at least once (48.4%). In total, 273 MRI studies yielding 790 T1-weighted hypointensities were studied longitudinally. Predominantly enlarging T1-weighted hypointense lesions were seen in 82.4% of individuals over 3 MRI time points. The odds of overall T1-weighted lesion volume contraction did not differ between those on high-efficacy treatment (P = .71) or those untreated (P = .85), compared with non-high-efficacy agents. Treatment group did not influence total change in T1-weighted hypointense lesion volumes, and correlations with clinical or MRI outcomes were not observed.

Conclusions: Current DMT classifications may have minimal influence on T1-weighted hypointense outcomes, highlighting the need for treatments that directly target ongoing tissue injury.

背景和目的:MS导致的t1加权低信号病变反映了自身免疫性炎症介导的慢性、不可逆的组织损伤,并与神经功能障碍相关。这种病变的演变是不均匀的存在或没有疾病修饰治疗(DMT)。我们研究了t1加权低信号病变的动态变化以及t1加权低信号病变的总体积,以进一步了解可能反映临床无症状疾病活动的MRI特征。材料和方法:在单一学术中心对MS患者进行回顾性研究,采用连续3个标准化MRI时间点。有正式神经放射学解释但缺乏t1加权低信号病变改变证据的个体被纳入研究。从每个个体的3D MPRAGE中选择大约8-12个非钆增强t1加权低信号病变,测量至少为3mm2。在每个时间点对t1加权低信号病变的总体积进行量化。使用Lambda, Mu和Sigma方法来估计年化体积变化率作为前一个时间点病变体积的函数的SD。对t1加权低信号病变动态的治疗等级与患者或医生报告的疾病恶化、急性临床复发和MRI进展之间的纵向关联进行了评估。结果:该队列包括91人(71.4%为女性,平均病程9.32年,SD: 7.22年),主要为白人(80.2%)。在接受治疗的个体中,大多数人至少接触过一次非高效dmt(48.4%)。总的来说,273个MRI研究产生790个t1加权低密度被纵向研究。在3个MRI时间点上,82.4%的个体可见t1加权低信号病变显著增大。与非高效药物相比,高效治疗组(P = 0.71)和未治疗组(P = 0.85)总t1加权病变体积收缩的几率没有差异。治疗组不影响t1加权低信号病变体积的总变化,且未观察到与临床或MRI结果的相关性。结论:目前的DMT分类可能对t1加权低信号的结果影响很小,强调了直接针对正在进行的组织损伤的治疗的必要性。
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引用次数: 0
Efficacy and Safety of Stent-Assisted Coiling with Low-Profile Visualized Intraluminal Support versus Neuroform Atlas for Unruptured Internal Carotid Aneurysms: A Propensity Score-Matched Analysis. 对于未破裂的颈内动脉瘤,低轮廓可视化腔内支持支架辅助盘曲与神经形态图谱的疗效和安全性:倾向评分匹配分析。
Pub Date : 2026-03-04 DOI: 10.3174/ajnr.A9034
Gota Nagayama, Michiyasu Fuga, Toshihiro Ishibashi, Ken Aoki, Rintaro Tachi, Naoki Kato, Issei Kan, Shunsuke Hataoka, Tohru Sano, Kazufumi Horiuchi, Yuichi Murayama

Background and purpose: Stent-assisted coiling (SAC) is widely used for the treatment of wide-neck, unruptured intracranial aneurysms. However, direct comparative data between different stent platforms remain limited. This study aimed to evaluate the safety and efficacy of the Low-profile Visualized Intraluminal Support (LVIS) stent versus the Neuroform Atlas stent in the treatment of unruptured ICA aneurysms measuring <10 mm in diameter.

Materials and methods: A retrospective analysis was performed on 287 unruptured ICA aneurysms (<10 mm) in 247 patients treated with SAC using either the LVIS or Neuroform Atlas stent across 3 affiliated institutions between March 2017 and December 2023. Patients were divided into 2 groups: group A (Neuroform Atlas) and group L (LVIS). After 1:1 propensity score matching for demographic, clinical, anatomic, and procedural variables, key outcomes including Raymond class 1 occlusion, volume embolization ratio, and periprocedural complications were compared between the 2 groups.

Results: Among the 287 aneurysms, 237 (82.6%) were treated with the Neuroform Atlas stent and 50 (17.4%) with the LVIS stent. Propensity score matching yielded 46 matched pairs. Immediately after treatment, group L demonstrated significantly higher rates of complete occlusion and a greater volume embolization ratio compared with group A (P = .022 and .004, respectively). At the 1-year follow-up, the complete occlusion rate remained significantly higher in group L than in group A (52% versus 24%; P = .007). The incidence of ischemic and hemorrhagic complications did not differ significantly between the 2 groups.

Conclusions: For unruptured ICA aneurysms <10 mm in diameter, SAC using the LVIS stent was associated with a significantly higher rate of complete occlusion at 1 year compared with the Neuroform Atlas stent, without an increase in periprocedural complications. These results support the safety and efficacy of the LVIS stent in achieving favorable long-term angiographic outcomes in small- to medium-sized unruptured ICA aneurysms.

背景与目的:支架辅助盘绕术(SAC)广泛应用于宽颈未破裂颅内动脉瘤的治疗。然而,不同支架平台之间的直接比较数据仍然有限。本研究旨在评价低轮廓可视化腔内支架(LVIS)与Neuroform Atlas支架治疗未破裂ICA动脉瘤的安全性和有效性。测量材料和方法:对287例未破裂ICA动脉瘤进行回顾性分析(结果:287例动脉瘤中,Neuroform Atlas支架治疗237例(82.6%),LVIS支架治疗50例(17.4%)。倾向评分匹配产生46对匹配的配对。治疗后立即,L组完全闭塞率和体积栓塞率明显高于a组(P = 0.022和P = 0.022)。004年,分别)。1年随访时,L组完全闭塞率明显高于A组(52% vs 24%; P = 0.007)。两组间缺血性和出血性并发症发生率无显著差异。结论:对于未破裂的ICA动脉瘤
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引用次数: 0
Spinal CSF Volumetry in Patients with Spontaneous Intracranial Hypotension and Spinal CSF Leaks. 自发性颅内低血压和脊髓液泄漏患者的脊髓液容量测定。
Pub Date : 2026-03-04 DOI: 10.3174/ajnr.A9055
Eike I Piechowiak, Fabio Pisi, Thomas Petutschnigg, Jan Gralla, Johannes Kaesmacher, Ralph T Schär, Andreas Raabe, Levin Häni, Johannes Goldberg, Jean-Benoît Rossel, Katharina Wolf, Jürgen Beck, C Marvin Jesse, Tomas Dobrocky

Background and purpose: Spontaneous intracranial hypotension (SIH) is caused by CSF leakage at the spinal level, resulting in craniospinal CSF depletion and often debilitating symptoms. While changes in intracranial CSF volume in SIH, particularly early depletion and normalization after treatment, are documented, reports of spinal CSF volumetry remain scarce. This study aimed to quantify intrathecal spinal CSF volume in patients with SIH before and after definitive leak closure and compare it with that in a non-SIH control cohort.

Materials and methods: This retrospective, single-center study included 35 patients with SIH with confirmed spinal CSF leaks (types 1-3) and 10 non-SIH controls. All patients with SIH underwent surgical or endovascular leak closure and had high-quality pre- and posttreatment isotropic 3D T2-weighted MR imaging. Spinal intrathecal CSF volume was measured using semi-automated segmentation, excluding spinal longitudinal epidural fluid collections (SLEC), if present. Paired and unpaired statistical tests were applied.

Results: In total 18, SLEC-positive (+) and 17 SLEC-negative (-) patients and 10 non-SIH controls were evaluated. After successful leak closure, spinal CSF volume increased significantly in patients with SIH (+13%, P < .001). This increase was seen in both SLEC+ (+18%, P < .001) and SLEC- (+5%, P = .02) subgroups. No significant difference was observed between patients with SIH pretreatment and controls. However, posttreatment volumes in patients with SIH were significantly higher than those in controls (+13%, P = .04).

Conclusions: Spinal CSF volumetry reliably detects a significant increase in intrathecal CSF volume following definitive leak closure in patients with SIH. Notably, posttreatment spinal CSF volumes exceeded those of non-SIH controls, suggesting a potential compensatory mechanism with overshooting CSF volume after prolonged CSF depletion.

背景与目的:自发性颅内低血压(SIH)是由脊髓水平的脑脊液渗漏引起的,导致颅脊液耗竭并常出现衰弱症状。虽然有文献记载SIH患者颅内脑脊液容量的变化,特别是治疗后早期耗竭和恢复正常,但脊髓脑脊液容量测定的报道仍然很少。本研究旨在量化SIH患者在完全闭合泄漏之前和之后的鞘内脊髓脊液体积,并将其与非SIH对照队列进行比较。材料和方法:本回顾性单中心研究纳入了35例经证实的SIH患者(1-3型)和10例非SIH对照。所有SIH患者均行手术或血管内封堵,治疗前后均有高质量的各向同性3D t2加权MR成像。脊髓鞘内CSF体积测量采用半自动分割,排除脊髓纵向硬膜外积液(SLEC),如果存在。采用配对和非配对统计检验。结果:共评估18例slc阳性(+)和17例slc阴性(-)患者和10例非sih对照组。成功封堵渗漏后,SIH患者的脊髓脊液体积显著增加(+13%,P < 0.001)。在SLEC+亚组(+18%,P < .001)和SLEC-亚组(+5%,P = .02)中均出现了这种增加。SIH预处理组与对照组无显著差异。然而,SIH患者的治疗后体积显著高于对照组(+13%,P = .04)。结论:脊髓脊液容量测定可靠地检测到SIH患者在确定泄漏关闭后鞘内脊液容量的显著增加。值得注意的是,治疗后的脊髓CSF容量超过了非sih对照组,这表明脑脊液长期耗竭后脑脊液容量超标可能存在代偿机制。
{"title":"Spinal CSF Volumetry in Patients with Spontaneous Intracranial Hypotension and Spinal CSF Leaks.","authors":"Eike I Piechowiak, Fabio Pisi, Thomas Petutschnigg, Jan Gralla, Johannes Kaesmacher, Ralph T Schär, Andreas Raabe, Levin Häni, Johannes Goldberg, Jean-Benoît Rossel, Katharina Wolf, Jürgen Beck, C Marvin Jesse, Tomas Dobrocky","doi":"10.3174/ajnr.A9055","DOIUrl":"10.3174/ajnr.A9055","url":null,"abstract":"<p><strong>Background and purpose: </strong>Spontaneous intracranial hypotension (SIH) is caused by CSF leakage at the spinal level, resulting in craniospinal CSF depletion and often debilitating symptoms. While changes in intracranial CSF volume in SIH, particularly early depletion and normalization after treatment, are documented, reports of spinal CSF volumetry remain scarce. This study aimed to quantify intrathecal spinal CSF volume in patients with SIH before and after definitive leak closure and compare it with that in a non-SIH control cohort.</p><p><strong>Materials and methods: </strong>This retrospective, single-center study included 35 patients with SIH with confirmed spinal CSF leaks (types 1-3) and 10 non-SIH controls. All patients with SIH underwent surgical or endovascular leak closure and had high-quality pre- and posttreatment isotropic 3D T2-weighted MR imaging. Spinal intrathecal CSF volume was measured using semi-automated segmentation, excluding spinal longitudinal epidural fluid collections (SLEC), if present. Paired and unpaired statistical tests were applied.</p><p><strong>Results: </strong>In total 18, SLEC-positive (+) and 17 SLEC-negative (-) patients and 10 non-SIH controls were evaluated. After successful leak closure, spinal CSF volume increased significantly in patients with SIH (+13%, <i>P</i> < .001). This increase was seen in both SLEC+ (+18%, <i>P</i> < .001) and SLEC- (+5%, <i>P</i> = .02) subgroups. No significant difference was observed between patients with SIH pretreatment and controls. However, posttreatment volumes in patients with SIH were significantly higher than those in controls (+13%, <i>P</i> = .04).</p><p><strong>Conclusions: </strong>Spinal CSF volumetry reliably detects a significant increase in intrathecal CSF volume following definitive leak closure in patients with SIH. Notably, posttreatment spinal CSF volumes exceeded those of non-SIH controls, suggesting a potential compensatory mechanism with overshooting CSF volume after prolonged CSF depletion.</p>","PeriodicalId":93863,"journal":{"name":"AJNR. American journal of neuroradiology","volume":" ","pages":"823-829"},"PeriodicalIF":0.0,"publicationDate":"2026-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12964447/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147313381","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Leptomeningeal Vascularity in Gadopiclenol-Enhanced Pediatric Brain MRI. 加多匹克诺增强儿童脑MRI的小脑膜血管。
Pub Date : 2026-03-04 DOI: 10.3174/ajnr.A9020
Sergio Valencia, Harry Griffin, Maria Camila Cortes-Albornoz, Suely Fazio Ferraciolli, Michael S Gee, Jad S Husseini, Fedel Machado-Rivas, Samuel Cartmell, Camilo Jaimes

Background and purpose: Gadolinium-based contrast agents (GBCAs) are essential in pediatric neuroimaging, enabling visualization of pathology that disrupts the blood-brain barrier. Gadopiclenol is a new macrocyclic GBCA with higher T1 relaxivity, permitting a 50% dose reduction while maintaining diagnostic quality. However, it is unknown whether this higher relaxivity alters background extra-axial vascular enhancement. We hypothesized that gadopiclenol, despite its lower dose, would increase background enhancement on postcontrast pediatric brain MRI compared with gadoterate meglumine (Gd-DOTA).

Materials and methods: In this retrospective observational study, 302 contrast-enhanced brain MRI studies in patients aged 2-18 years were reviewed: 151 with gadopiclenol (0.05 mmol/kg) and 151 with Gd-DOTA (0.1 mmol/kg). Postcontrast sequences included 3D T1 spin-echo (SE), 3D T1 spoiled gradient-echo (SPGR), 2D T1 TSE, and 2D FLAIR. Two neuroradiologists established binary enhancement categories based on sulcal enhancement thresholds (high versus low). One reader assigned scores for all studies; a second reader evaluated a subset for interobserver agreement. Logistic regression assessed the association between contrast agent and high enhancement, adjusting for age, sex, anesthesia, and scanner field strength.

Results: Gadopiclenol was independently associated with significantly greater odds of high extra-axial enhancement on all T1-weighted sequences: 3D T1 SE (OR = 10.2; P < .001), 3D T1 SPGR (OR = 10.7; P < .001), and 2D T1 TSE (OR = 14.0; P < .001). Anesthesia was also an independent predictor of high enhancement on 3D SE and SPGR. On 2D FLAIR, contrast agent had no effect; instead, younger age was associated with high enhancement (P = .022), with an age-anesthesia interaction suggesting attenuation of this effect under sedation. Interobserver agreement was moderate to substantial (κ = 0.530-0.632).

Conclusions: Gadopiclenol increases background extra-axial enhancement on T1-weighted postcontrast sequences in pediatric brain MRI, likely reflecting its higher relaxivity. Radiologists should be aware of this effect to avoid misinterpretation as leptomeningeal pathology. Postcontrast FLAIR remains unaffected and continues to serve as a reliable sequence for detecting true meningeal disease.

背景和目的:钆基造影剂(gbca)在儿童神经影像学中是必不可少的,可以使破坏血脑屏障的病理可视化。加多克lenol是一种新的大环GBCA,具有更高的T1松弛性,允许50%的剂量减少,同时保持诊断质量。然而,尚不清楚这种较高的弛豫度是否会改变背景轴外血管增强。我们假设,与gadterate meglumine (Gd-DOTA)相比,尽管剂量较低,gadadopiclenol会增加儿童脑MRI造影术后的背景增强。材料和方法:在这项回顾性观察性研究中,回顾了302例2-18岁患者的对比增强脑MRI研究:151例加多二烯醇(0.05 mmol/kg)和151例Gd-DOTA (0.1 mmol/kg)。对比后序列包括3D T1自旋回波(SE)、3D T1梯度回波(SPGR)、2D T1涡轮自旋回波(TSE)和2D FLAIR。两位神经放射学家根据脑沟增强阈值(高与低)建立了二元增强分类。一位读者给所有的研究打分;第二个读者评估了观察者间协议的子集。逻辑回归评估对比剂和高增强之间的关系,调整年龄、性别、麻醉和扫描仪场强度。结果:加多比lenol与所有T1加权序列的高轴外增强的几率显著增加独立相关:3D T1 SE (OR = 10.2, p < 0.001), 3D T1 SPGR (OR = 10.7, p < 0.001)和2D T1 TSE (OR = 14.0, p < 0.001)。麻醉也是3D SE和SPGR高增强的独立预测因子。在2D FLAIR上,造影剂无影响;相反,更年轻的年龄与高增强相关(p = 0.022),年龄-麻醉相互作用表明镇静下这种作用减弱。观察者间一致性为中度至重度(κ = 0.530-0.632)。结论:加多匹lenol增加了儿童脑MRI t1加权对比后序列的背景轴外增强,可能反映了其更高的松弛性。放射科医生应该意识到这种影响,以避免误解为脑膜轻症。对比后FLAIR不受影响,继续作为检测真脑膜疾病的可靠序列。缩写:GBCA=钆基造影剂;SE=自旋回波;SPGR=破坏梯度回波;涡轮自旋回波。
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引用次数: 0
Isolated Congenital Middle Ear Malformations: Comparison of Preoperative 0.1-mm Ultra-High-Resolution CT and Conventional High-Resolution CT. 孤立性先天性中耳畸形:术前0.1 mm超高分辨率CT与常规高分辨率CT的比较。
Pub Date : 2026-03-04 DOI: 10.3174/ajnr.A8999
Jingying Guo, Ning Xu, Ruowei Tang, Heyu Ding, Yuhe Liu, Shusheng Gong, Zhenghan Yang, Zhenchang Wang, Pengfei Zhao

Background and purpose: Isolated congenital middle ear malformation (CMEM) contributes significantly to congenital hearing loss and growth problems. This study aims to compare 0.1-mm isotropic ultra-high-resolution CT (U-HRCT) and conventional high-resolution CT (HRCT) for assessing isolated CMEM, using surgical exploration as the standard.

Materials and methods: This single-center retrospective study included patients with surgically confirmed isolated CMEM who underwent U-HRCT or HRCT from January 2015 to April 2025. Middle ear abnormalities were identified based on operative outcomes and 4 subtypes were classified via the Teunissen standard. Two neuroradiologists blinded to surgical outcomes reviewed CT images for 10 subtle structural abnormalities and specific subtypes. The comparison of U-HRCT and HRCT in terms of interobserver and intraobserver agreement and detection of structural abnormalities and subtypes of CMEM were analyzed.

Results: The U-HRCT and HRCT groups included 61 patients (69 ears) and 37 patients (44 ears), respectively. U-HRCT exhibited significantly higher interobserver and intraobserver agreement and stronger concordance with surgical findings for all 10 abnormalities compared with HRCT. It also showed superior diagnostic sensitivity for CMEM (100.0% versus 90.9%; P = .013) and outperformed HRCT in differentiating clinical subtypes (0.774 versus 0.352; P<.001). U-HRCT achieved accuracies exceeding 0.85 in identifying all abnormalities and outperformed HRCT in detecting specific abnormalities including abnormal long process of the incus, lenticular process, abnormal stapes superstructure, stapes footplate fixation, and oval window atresia (P < .05).

Conclusions: Isotropic 0.1-mm U-HRCT significantly outperforms conventional HRCT in diagnosing CMEM, differencing subtypes, and detecting subtle abnormalities, supporting its clinical superiority for precise preoperative evaluation.

背景与目的:孤立性先天性中耳畸形是导致先天性听力损失和发育问题的重要因素。本研究旨在比较0.1 mm各向同性超高分辨率计算机断层扫描和传统高分辨率计算机断层扫描评估孤立的先天性中耳畸形,以手术探查为金标准。材料与方法:本研究为单中心回顾性研究,纳入2015年1月至2025年4月行超高分辨率CT或高分辨率CT手术确诊的孤立性先天性中耳畸形患者。根据手术结果确定中耳异常,并根据Teunissen标准分为四种亚型。两名不知道手术结果的神经放射学家回顾了CT图像,发现了10种细微的结构异常和特定亚型。分析超高分辨率CT与高分辨率CT在观察者间、观察者内一致性、先天性中耳畸形结构异常及亚型检测方面的比较。结果:超高分辨率CT组61例(69耳),高分辨率CT组37例(44耳)。与高分辨率CT相比,超高分辨率CT在所有10种异常中显示出更高的观察者间和观察者内一致性,并且与手术结果的一致性更强。对先天性中耳畸形的诊断敏感性(100.0%比90.9%,P=0.013)优于高分辨率CT(0.774比0.352,P< 0.001)。超高分辨率CT对所有异常的识别准确率均超过0.85,对incus长突异常、透镜突异常、镫骨上部结构异常、镫骨足板固定异常、卵圆窗闭锁等特定异常的检测准确率优于高分辨率CT (P< 0.05)。结论:各向同性0.1 mm超高分辨率CT在诊断先天性中耳畸形、区分亚型和发现细微异常方面均明显优于常规高分辨率CT,支持其在术前精准评估方面的临床优势。缩写:CMEM=先天性中耳畸形;HRCT=高分辨率计算机断层扫描;超高分辨率计算机断层扫描;光子计数检测器CT。
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引用次数: 0
Prediction of CSF Intervention in Fetal Ventriculomegaly via Artificial Intelligence-Powered Normative Modeling. 通过人工智能规范模型预测脑脊液干预胎儿脑室肿大。
Pub Date : 2026-03-04 DOI: 10.3174/ajnr.A9000
Minerva Zhou, Siddharthasiva Anbu Rajan, Pierre Nedelec, Juana Barrera Bayona, Orit Glenn, Nalin Gupta, Dawn Gano, Elizabeth George, Andreas M Rauschecker

Background and purpose: Fetal ventriculomegaly (VM) is common and largely benign when isolated. However, it can occasionally progress to hydrocephalus, a more severe condition associated with increased mortality and neurodevelopmental delay that may require surgical postnatal intervention. Accurate differentiation between VM and hydrocephalus is essential but remains challenging, relying on subjective assessment and limited 2D measurements. Deep learning-based segmentation offers a promising solution for objective and reproducible volumetric analysis. This work presents an artificial intelligence-powered method for segmentation, volume quantification, and classification of the ventricles in fetal brain MRI to predict the need for postnatal intervention.

Materials and methods: This retrospective study included 222 patients with singleton pregnancies. An nnUNet was trained to segment the fetal ventricles on 20 manually segmented, institutional fetal brain MRIs combined with 80 studies from a publicly available data set. The validated model was then applied to 138 normal fetal brain MRIs to generate a normative reference range across a range of gestational ages (18-36 weeks). Finally, it was applied to 64 fetal brains with VM (14 of which required postnatal intervention). Receiver operating characteristic curves and area under curve (AUC) to predict VM and a need for postnatal intervention were calculated.

Results: The nnUNet predicted segmentation of the fetal ventricles in the reference data set were of high quality and accurate (median Dice score: 0.96; interquartile range: 0.93-0.99). A normative reference range of ventricular volumes across gestational ages was developed by using automated segmentation volumes. The optimal threshold for identifying VM was 2 SD from normal with a sensitivity of 92% and a specificity of 93% (AUC 0.97; 95% CI: 0.91-0.98). When normalized to intracranial volume, fetal ventricular volume was higher and subarachnoid volume lower among those who required postnatal intervention (P < .001, P = .003). The optimal threshold for identifying the need for postnatal intervention was 11 SD from normal, with a sensitivity of 86% and a specificity of 100% (AUC: 0.97; 95% CI: 0.86-1.00).

Conclusions: This work introduces a deep learning-based method for fast and accurate quantification of ventricular volumes in fetal brain MRI. A normative reference standard derived by using this method can predict VM and a need for postnatal CSF intervention. Increased ventricular volume is a strong predictor of postnatal intervention.

背景和目的:胎儿脑室肿大(VM)是一种常见的疾病,分离后多数为良性。然而,它偶尔会发展为脑积水,这是一种更严重的疾病,与死亡率增加和神经发育迟缓有关,可能需要手术产后干预。准确区分VM和脑积水至关重要,但仍然具有挑战性,依赖于主观评估和有限的二维测量。基于深度学习的分割为客观和可重复的体积分析提供了一个有前途的解决方案。这项工作提出了一种人工智能驱动的方法,用于胎儿脑MRI中心室的分割、体积量化和分类,以预测产后干预的需要。材料与方法:对222例单胎妊娠患者进行回顾性研究。训练nnUNet对20个人工分割的胎儿脑室进行分割,并结合来自公开数据集的80项研究。然后将验证的模型应用于138个正常胎儿的脑mri,以产生一个胎龄(18-36周)范围内的规范参考范围。最后将其应用于64例VM胎儿脑(其中14例需要产后干预)。计算预测VM和产后干预需求的ROC曲线和AUC。结果:nnUNet预测的参考数据集中胎儿脑室分割质量高,准确率高(Dice中位评分0.96,IQR 0.93-0.99)。使用自动分割体积建立了全胎龄心室容积的标准参考范围。诊断VM的最佳阈值为2个标准差,灵敏度为92%,特异性为93% (AUC 0.97, 95% CI 0.91-0.98)。当归一化到颅内容积时,需要产后干预的胎儿心室容积更高,蛛网膜下腔容积更低(结论:本工作引入了一种基于深度学习的方法,可以快速准确地定量胎儿脑MRI中的心室容积。通过该方法得出的规范性参考标准可以预测VM和产后脑脊液干预的需要。心室容积增加是产后干预的一个强有力的预测指标。缩写:VM =脑室肿大,2D =二维,3D =三维,ROC =受者工作特征,AUC =曲线下面积。
{"title":"Prediction of CSF Intervention in Fetal Ventriculomegaly via Artificial Intelligence-Powered Normative Modeling.","authors":"Minerva Zhou, Siddharthasiva Anbu Rajan, Pierre Nedelec, Juana Barrera Bayona, Orit Glenn, Nalin Gupta, Dawn Gano, Elizabeth George, Andreas M Rauschecker","doi":"10.3174/ajnr.A9000","DOIUrl":"10.3174/ajnr.A9000","url":null,"abstract":"<p><strong>Background and purpose: </strong>Fetal ventriculomegaly (VM) is common and largely benign when isolated. However, it can occasionally progress to hydrocephalus, a more severe condition associated with increased mortality and neurodevelopmental delay that may require surgical postnatal intervention. Accurate differentiation between VM and hydrocephalus is essential but remains challenging, relying on subjective assessment and limited 2D measurements. Deep learning-based segmentation offers a promising solution for objective and reproducible volumetric analysis. This work presents an artificial intelligence-powered method for segmentation, volume quantification, and classification of the ventricles in fetal brain MRI to predict the need for postnatal intervention.</p><p><strong>Materials and methods: </strong>This retrospective study included 222 patients with singleton pregnancies. An nnUNet was trained to segment the fetal ventricles on 20 manually segmented, institutional fetal brain MRIs combined with 80 studies from a publicly available data set. The validated model was then applied to 138 normal fetal brain MRIs to generate a normative reference range across a range of gestational ages (18-36 weeks). Finally, it was applied to 64 fetal brains with VM (14 of which required postnatal intervention). Receiver operating characteristic curves and area under curve (AUC) to predict VM and a need for postnatal intervention were calculated.</p><p><strong>Results: </strong>The nnUNet predicted segmentation of the fetal ventricles in the reference data set were of high quality and accurate (median Dice score: 0.96; interquartile range: 0.93-0.99). A normative reference range of ventricular volumes across gestational ages was developed by using automated segmentation volumes. The optimal threshold for identifying VM was 2 SD from normal with a sensitivity of 92% and a specificity of 93% (AUC 0.97; 95% CI: 0.91-0.98). When normalized to intracranial volume, fetal ventricular volume was higher and subarachnoid volume lower among those who required postnatal intervention (<i>P</i> < .001, <i>P</i> = .003). The optimal threshold for identifying the need for postnatal intervention was 11 SD from normal, with a sensitivity of 86% and a specificity of 100% (AUC: 0.97; 95% CI: 0.86-1.00).</p><p><strong>Conclusions: </strong>This work introduces a deep learning-based method for fast and accurate quantification of ventricular volumes in fetal brain MRI. A normative reference standard derived by using this method can predict VM and a need for postnatal CSF intervention. Increased ventricular volume is a strong predictor of postnatal intervention.</p>","PeriodicalId":93863,"journal":{"name":"AJNR. American journal of neuroradiology","volume":" ","pages":"761-767"},"PeriodicalIF":0.0,"publicationDate":"2026-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12964485/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145076898","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An Emerging Pediatric CNS Tumor: Imaging Evaluation of H3K27M and BRAF V600E Comutated Midline Tumors. 新出现的小儿中枢神经系统肿瘤:H3K27M和BRAF V600E计算中线肿瘤的影像学评价
Pub Date : 2026-03-04 DOI: 10.3174/ajnr.A9006
Vanessa Rameh, Loai Aker, Sridhar Vajapeyam, Alireza Ziaei, Kee Kiat Yeo, Cesar Alves, Lissa C Baird, Katie P Fehnel, Karen Wright, Susan Chi, Hart G Lidov, Sanda Alexandrescu, Tina Y Poussaint

Background and purpose: Diffuse midline gliomas (DMGs) with concurrent H3K27M and BRAF V600E mutations represent a rare and poorly studied subset of pediatric CNS tumors. While traditionally associated with poor prognosis, recent evidence suggests that mitogen-activated protein kinase (MAPK) pathway alterations may confer improved outcomes in select cases. This study aims to explore the imaging characteristics of H3K27M/BRAF V600E coaltered midline gliomas.

Materials and methods: Eight pediatric patients (6 boys, 2 girls; age range: 3-18 years, mean: 11 years) with H3K27M/BRAFV600E-mutant midline tumors were retrospectively reviewed. Data collected included MR imaging features, histopathologic and molecular data, treatment, and follow-up outcomes.

Results: Of the 8 patients identified, 6 (n=6/8; 75%) tumors were thalamic, with the remainder involving the hypothalamus/optic pathway and cervical spine. Tumors demonstrated heterogeneous histology: pediatric-type low-grade glioma-like (n=3), ganglioglioma-like (n=3), and high-grade glioma-like (n=2). All tumors were midline in location. Thalamic tumors were well-demarcated but demonstrated infiltrative and exophytic components, with frequent involvement of the third ventricle (n=4/6; 66.7%) and internal capsule (n=4/6; 66.7%). Imaging demonstrated heterogeneous T1/T2 signal with coarse calcifications in 5 of the thalamic tumors. Hydrocephalus was present in all patients with thalamic lesions. These tumors demonstrated varied diffusion characteristics with areas of intermediate and reduced diffusivity. Enhancement was present but heterogeneous across tumor types. Both high-grade glioma-like tumors presented with cranial and spinal leptomeningeal metastases.

Conclusions: DMGs harboring both H3K27M and BRAFV600E mutations may represent a distinct subtype, with radiologic, histopathologic, and molecular features that appear different from those of non-MAPK-altered H3K27M DMGs.

背景和目的:弥漫性中线胶质瘤(DMG)并发H3K27M和BRAF V600E突变,是儿童中枢神经系统肿瘤中一个罕见且研究较少的子集。虽然传统上与预后不良有关,但最近的证据表明,在某些情况下,MAPK通路的改变可能会改善预后。本研究旨在探讨H3K27M/BRAF V600E共变中线胶质瘤的影像学特征。材料与方法:回顾性分析8例H3K27M/ brafv600e突变型中线肿瘤患儿(男6例,女2例,年龄3-18岁,平均11岁)。收集的数据包括磁共振成像特征、组织病理和分子数据、治疗和随访结果。结果:在确定的8例患者中,6例(n=6/8; 75%)是丘脑,其余涉及下丘脑/视神经通路和颈椎。肿瘤表现出异质性组织学:小儿型低级别胶质瘤样(n=3)、神经节胶质瘤样(n=3)和高级别胶质瘤样(n=2)。所有肿瘤均位于中线。丘脑肿瘤界限清晰,但表现出浸润性和外生性成分,常累及第三脑室(n=4/6;66.7%)和内囊(n=4/6;66.7%)。影像学显示5例丘脑肿瘤T1/T2信号不均匀,伴粗钙化。所有丘脑病变患者均存在脑积水。这些肿瘤表现出不同的扩散特征,有中等和降低扩散的区域。增强是存在的,但在不同的肿瘤类型中是不均匀的。两种hgg样肿瘤均表现为颅脑和脊髓轻脑膜转移。结论:同时携带H3K27M和BRAFV600E突变的dmg可能代表了一种不同的亚型,其放射学、组织病理学和分子特征与非mapk改变的H3K27M dmg不同。缩写:世界卫生组织= WHO,弥漫性中线胶质瘤= DMG,丝裂原活化蛋白激酶= MAPK,福尔马林固定石蜡包埋= FFPE,野生型= WT,总生存期= OS,对比增强= CE,高级胶质瘤= HGGs,长期生存期= LTS,短期生存期= STS。
{"title":"An Emerging Pediatric CNS Tumor: Imaging Evaluation of <i>H3K27M</i> and <i>BRAF V600E</i> Comutated Midline Tumors.","authors":"Vanessa Rameh, Loai Aker, Sridhar Vajapeyam, Alireza Ziaei, Kee Kiat Yeo, Cesar Alves, Lissa C Baird, Katie P Fehnel, Karen Wright, Susan Chi, Hart G Lidov, Sanda Alexandrescu, Tina Y Poussaint","doi":"10.3174/ajnr.A9006","DOIUrl":"10.3174/ajnr.A9006","url":null,"abstract":"<p><strong>Background and purpose: </strong>Diffuse midline gliomas (DMGs) with concurrent <i>H3K27M</i> and <i>BRAF V600E</i> mutations represent a rare and poorly studied subset of pediatric CNS tumors. While traditionally associated with poor prognosis, recent evidence suggests that mitogen-activated protein kinase (MAPK) pathway alterations may confer improved outcomes in select cases. This study aims to explore the imaging characteristics of <i>H3K27M/BRAF V600E</i> coaltered midline gliomas.</p><p><strong>Materials and methods: </strong>Eight pediatric patients (6 boys, 2 girls; age range: 3-18 years, mean: 11 years) with <i>H3K27M/BRAFV600E</i>-mutant midline tumors were retrospectively reviewed. Data collected included MR imaging features, histopathologic and molecular data, treatment, and follow-up outcomes.</p><p><strong>Results: </strong>Of the 8 patients identified, 6 (<i>n</i>=6/8; 75%) tumors were thalamic, with the remainder involving the hypothalamus/optic pathway and cervical spine. Tumors demonstrated heterogeneous histology: pediatric-type low-grade glioma-like (<i>n</i>=3), ganglioglioma-like (<i>n</i>=3), and high-grade glioma-like (<i>n</i>=2). All tumors were midline in location. Thalamic tumors were well-demarcated but demonstrated infiltrative and exophytic components, with frequent involvement of the third ventricle (<i>n</i>=4/6; 66.7%) and internal capsule (<i>n</i>=4/6; 66.7%). Imaging demonstrated heterogeneous T1/T2 signal with coarse calcifications in 5 of the thalamic tumors. Hydrocephalus was present in all patients with thalamic lesions. These tumors demonstrated varied diffusion characteristics with areas of intermediate and reduced diffusivity. Enhancement was present but heterogeneous across tumor types. Both high-grade glioma-like tumors presented with cranial and spinal leptomeningeal metastases.</p><p><strong>Conclusions: </strong>DMGs harboring both <i>H3K27M</i> and <i>BRAFV600E</i> mutations may represent a distinct subtype, with radiologic, histopathologic, and molecular features that appear different from those of non-MAPK-altered H3K27M DMGs.</p>","PeriodicalId":93863,"journal":{"name":"AJNR. American journal of neuroradiology","volume":" ","pages":"809-815"},"PeriodicalIF":0.0,"publicationDate":"2026-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12964442/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145082695","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Three-Dimensional Quantitative Color-Coding Analysis in Predicting the Outcome of Flow Diverter Treatment for Large or Giant ICA Aneurysms in the Cavernous Portion. 三维定量颜色编码分析在预测海绵状部分大或巨ICA动脉瘤分流治疗结果中的应用。
Pub Date : 2026-03-04 DOI: 10.3174/ajnr.A9051
Koichi Arimura, Yuya Koyanagi, Katsuma Iwaki, Tomohiro Okuda, Soh Takagishi, Shunya Tanaka, Ryota Kurogi, Akira Nakamizo, Koji Yoshimoto

Background and purpose: It is important to predict complete obliteration of symptomatic aneurysms after flow diverter (FD) treatment, such as large or giant internal carotid artery aneurysms at the cavernous portion (IC-cav ANs) during the perioperative period for the symptom resolution. Because 3D quantitative color-coding analysis (QCA) is an application of 4D digital subtraction angiography that can evaluate the flow change before and after FD treatment, the aim of this study was to predict the FD treatment outcome for large or giant IC-cav ANs using 3D-QCA during the perioperative period.

Materials and methods: 3D-QCA images were acquired before and after the FD deployment. The ROIs were set in the terminal bifurcation and petrous segment of the internal carotid artery, and the 3D-QCA transit time was measured by comparing the peak contrast intensities in 2 ROIs (Δtransit time). We investigated the change rate in 3D-QCA transit time before and after placing FD (change rate = post-FD Δtransit time/pre-FD Δtransit time). Treatment outcomes were evaluated using the O'Kelly-Marotta (OKM) grading scale with DSA at 6 months after treatment.

Results: The FD was successfully deployed in all 10 cases without coils. The number of OKM grades B, C, and D with DSA at 6 months after treatment was 3, 3, and 4, respectively. The change rate in 3D-QCA transit time was significantly lower in OKM grade D cases compared with grade B and C (57.8% versus 90.1%; P = .01).

Conclusions: 3D-QCA may be effective in predicting the treatment outcome of large or giant IC-cav ANs after FD treatment.

背景与目的:血流分流术(FD)治疗后的症状性动脉瘤,如海绵部的大或巨型颈内动脉动脉瘤(IC-cav ANs),在围手术期预测其完全闭塞对于症状的解决非常重要。由于3D定量颜色编码分析(QCA)是4D数字减影血管造影的一种应用,可以评估FD治疗前后的血流变化,因此本研究的目的是利用3D-QCA预测围手术期大或巨型IC-cav ANs的FD治疗结果。材料和方法:获取FD部署前后的3D-QCA图像。在颈内动脉终末分叉段和岩段设置roi,通过比较2个roi的峰值对比强度(Δtransit时间)来测量3D-QCA传递时间。我们调查了放置FD前后3D-QCA传递时间的变化率(变化率= FD后Δtransit时间/ FD前Δtransit时间)。治疗后6个月,采用O'Kelly-Marotta (OKM)分级量表和DSA评估治疗结果。结果:10例无线圈的FD均顺利展开。治疗后6个月,OKM B级、C级和D级患者分别为3例、3例和4例。D级OKM患者3D-QCA转运时间变化率明显低于B级和C级(57.8% vs 90.1%; P = 0.01)。结论:3D-QCA可有效预测FD治疗后大、巨型IC-cav ANs的治疗结果。
{"title":"Three-Dimensional Quantitative Color-Coding Analysis in Predicting the Outcome of Flow Diverter Treatment for Large or Giant ICA Aneurysms in the Cavernous Portion.","authors":"Koichi Arimura, Yuya Koyanagi, Katsuma Iwaki, Tomohiro Okuda, Soh Takagishi, Shunya Tanaka, Ryota Kurogi, Akira Nakamizo, Koji Yoshimoto","doi":"10.3174/ajnr.A9051","DOIUrl":"10.3174/ajnr.A9051","url":null,"abstract":"<p><strong>Background and purpose: </strong>It is important to predict complete obliteration of symptomatic aneurysms after flow diverter (FD) treatment, such as large or giant internal carotid artery aneurysms at the cavernous portion (IC-cav ANs) during the perioperative period for the symptom resolution. Because 3D quantitative color-coding analysis (QCA) is an application of 4D digital subtraction angiography that can evaluate the flow change before and after FD treatment, the aim of this study was to predict the FD treatment outcome for large or giant IC-cav ANs using 3D-QCA during the perioperative period.</p><p><strong>Materials and methods: </strong>3D-QCA images were acquired before and after the FD deployment. The ROIs were set in the terminal bifurcation and petrous segment of the internal carotid artery, and the 3D-QCA transit time was measured by comparing the peak contrast intensities in 2 ROIs (Δtransit time). We investigated the change rate in 3D-QCA transit time before and after placing FD (change rate = post-FD Δtransit time/pre-FD Δtransit time). Treatment outcomes were evaluated using the O'Kelly-Marotta (OKM) grading scale with DSA at 6 months after treatment.</p><p><strong>Results: </strong>The FD was successfully deployed in all 10 cases without coils. The number of OKM grades B, C, and D with DSA at 6 months after treatment was 3, 3, and 4, respectively. The change rate in 3D-QCA transit time was significantly lower in OKM grade D cases compared with grade B and C (57.8% versus 90.1%; <i>P</i> = .01).</p><p><strong>Conclusions: </strong>3D-QCA may be effective in predicting the treatment outcome of large or giant IC-cav ANs after FD treatment.</p>","PeriodicalId":93863,"journal":{"name":"AJNR. American journal of neuroradiology","volume":" ","pages":"658-665"},"PeriodicalIF":0.0,"publicationDate":"2026-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12964436/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146230097","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine Learning-Based Preoperative Predicting TERT Promoter Mutation and EGFR Gene Amplification Phenotype in IDH Wild-Type Glioblastoma Using Advanced MR Habitat Imaging. 基于机器学习的术前预测IDH野生型胶质母细胞瘤TERT启动子突变和EGFR基因扩增表型的高级MR栖息地成像。
Pub Date : 2026-03-04 DOI: 10.3174/ajnr.A9053
Yan Su, Wei Guo, Yuwei Pan, Pingping He, Yang Song, Dejun She

Background and purpose: The telomerase reverse transcriptase (TERT) gene promoter mutation is a crucial factor for identifying an isocitrate dehydrogenase (IDH) wild-type glioblastoma with poor prognosis, and the epidermal growth factor receptor (EGFR) amplification may be a potential prognostic factor. The purpose of this study was to investigate the value of the tumor habitats imaging model on advanced MRI in predicting TERT promoter mutation and EGFR gene amplification phenotype of IDH wild-type glioblastoma.

Materials and methods: One hundred seventy-nine patients with pretreatment conventional MRI, DWI, and DSC-PWI were included. The data were divided into the training set (n=112), test set (n=29), and time-independent validation set (n=38). Based on the ADC and CBV map, the solid tumor area was split into several habitat subregions using the k-means clustering algorithm (hypovascular hypercellular area, hypervascular area, and hypovascular hypocellular area). In the training set, TERT promoter mutation and EGFR gene amplification phenotype prediction models were constructed using the random forest method. The reliability of prediction models was validated in the test and the time-independent validation sets. Receiver operating characteristic (ROC) curve analysis, calibration curve, and decision curve analysis (DCA) were used.

Results: The area under the curve (AUC) of the training, test, and validation sets of the TERT promoter prediction model was 0.877, 0.783, and 0.796, respectively. The accuracy of the TERT promoter prediction model was 82.1%, 75.9%, and 76.3%, respectively. The AUCs of the 3 sets for the EGFR gene amplification status prediction model were 0.877, 0.784, and 0.878, respectively. The accuracy of the EGFR gene amplification status prediction model was 79.5%, 75.9%, and 89.5%, respectively. Moreover, the prediction probability of these models was in good agreement with the actual result.

Conclusions: The tumor habitat imaging model based on advanced MRI was useful for accurately predicting TERT promoter mutation and EGFR amplification status in IDH wild-type glioblastoma.

背景与目的:端粒酶逆转录酶(TERT)基因启动子突变是鉴别异柠檬酸脱氢酶(IDH)野生型胶质母细胞瘤预后不良的关键因素,表皮生长因子受体(EGFR)扩增可能是一个潜在的预后因素。本研究旨在探讨肿瘤栖息地高级MRI成像模型对IDH野生型胶质母细胞瘤TERT启动子突变和EGFR基因扩增表型的预测价值。材料与方法:纳入经常规MRI、DWI、DSC-PWI预处理的患者179例。数据分为训练集(n=112)、测试集(n=29)和时间无关验证集(n=38)。基于ADC和CBV图,采用k-means聚类算法将实体瘤区域划分为几个栖息地亚区(低血管高细胞区、高血管区和低血管低细胞区)。在训练集中,采用随机森林方法构建了TERT启动子突变和EGFR基因扩增表型预测模型。在试验和时间无关验证集中验证了预测模型的可靠性。采用受试者工作特征(ROC)曲线分析、校准曲线分析和决策曲线分析(DCA)。结果:TERT启动子预测模型的训练集、测试集和验证集的曲线下面积(AUC)分别为0.877、0.783和0.796。TERT启动子预测模型的准确率分别为82.1%、75.9%和76.3%。3组EGFR基因扩增状态预测模型auc分别为0.877、0.784、0.878。EGFR基因扩增状态预测模型的准确率分别为79.5%、75.9%和89.5%。这些模型的预测概率与实际结果吻合较好。结论:基于高级MRI的肿瘤栖息地成像模型可准确预测IDH野生型胶质母细胞瘤的TERT启动子突变和EGFR扩增状态。
{"title":"Machine Learning-Based Preoperative Predicting <i>TERT</i> Promoter Mutation and <i>EGFR</i> Gene Amplification Phenotype in <i>IDH</i> Wild-Type Glioblastoma Using Advanced MR Habitat Imaging.","authors":"Yan Su, Wei Guo, Yuwei Pan, Pingping He, Yang Song, Dejun She","doi":"10.3174/ajnr.A9053","DOIUrl":"10.3174/ajnr.A9053","url":null,"abstract":"<p><strong>Background and purpose: </strong>The telomerase reverse transcriptase (<i>TERT</i>) gene promoter mutation is a crucial factor for identifying an isocitrate dehydrogenase (<i>IDH</i>) wild-type glioblastoma with poor prognosis, and the epidermal growth factor receptor (<i>EGFR</i>) amplification may be a potential prognostic factor. The purpose of this study was to investigate the value of the tumor habitats imaging model on advanced MRI in predicting <i>TERT</i> promoter mutation and <i>EGFR</i> gene amplification phenotype of <i>IDH</i> wild-type glioblastoma.</p><p><strong>Materials and methods: </strong>One hundred seventy-nine patients with pretreatment conventional MRI, DWI, and DSC-PWI were included. The data were divided into the training set (<i>n</i>=112), test set (<i>n</i>=29), and time-independent validation set (<i>n</i>=38). Based on the ADC and CBV map, the solid tumor area was split into several habitat subregions using the k-means clustering algorithm (hypovascular hypercellular area, hypervascular area, and hypovascular hypocellular area). In the training set, <i>TERT</i> promoter mutation and <i>EGFR</i> gene amplification phenotype prediction models were constructed using the random forest method. The reliability of prediction models was validated in the test and the time-independent validation sets. Receiver operating characteristic (ROC) curve analysis, calibration curve, and decision curve analysis (DCA) were used.</p><p><strong>Results: </strong>The area under the curve (AUC) of the training, test, and validation sets of the <i>TERT</i> promoter prediction model was 0.877, 0.783, and 0.796, respectively. The accuracy of the <i>TERT</i> promoter prediction model was 82.1%, 75.9%, and 76.3%, respectively. The AUCs of the 3 sets for the <i>EGFR</i> gene amplification status prediction model were 0.877, 0.784, and 0.878, respectively. The accuracy of the <i>EGFR</i> gene amplification status prediction model was 79.5%, 75.9%, and 89.5%, respectively. Moreover, the prediction probability of these models was in good agreement with the actual result.</p><p><strong>Conclusions: </strong>The tumor habitat imaging model based on advanced MRI was useful for accurately predicting <i>TERT</i> promoter mutation and <i>EGFR</i> amplification status in <i>IDH</i> wild-type glioblastoma.</p>","PeriodicalId":93863,"journal":{"name":"AJNR. American journal of neuroradiology","volume":"47 3","pages":"686-694"},"PeriodicalIF":0.0,"publicationDate":"2026-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12964473/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147358037","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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AJNR. American journal of neuroradiology
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