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Nidus of Brain AVMs: What If We Hadn't Understood Anything? 脑动静脉畸形的焦点:如果我们什么都不懂会怎样?
Pub Date : 2025-01-17 DOI: 10.3174/ajnr.A8515
Frédéric Clarençon, Eimad Shotar, Charbel Mounayer, Nader-Antoine Sourour, René Chapot
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引用次数: 0
Dynamic Expansion and Contraction of Multiple Sclerosis T2-Weighted Hyperintense Lesions Are Present Below the Threshold of Visual Perception. 多发性硬化症 T2 加权高强度病变的动态扩展和收缩存在于视觉感知阈值以下。
Pub Date : 2025-01-17 DOI: 10.3174/ajnr.A8453
Darin T Okuda, Tatum M Moog, Morgan McCreary, Kevin Shan, Kasia Zubkow, Braeden D Newton, Alexander D Smith, Mahi A Patel, Katy W Burgess, Christine Lebrun-Frénay

Background and purpose: The study of T2-weighted hyperintense lesions resulting from autoimmune inflammatory injury and associated volumes within the CNS remains fundamental to the diagnosis and disease surveillance of MS. We investigated the dynamic changes of individual T2-weighted hyperintense MS lesions on MRI and hypothesized that variations may be present below the threshold of visual perception when evaluating longitudinal data.

Materials and methods: A retrospective study was performed of people with MS, incorporating data from 3 consecutive MRI time points acquired within a single academic center. All included MRI studies lacked formal imaging interpretations of newly enlarging or contracting T2-weighted hyperintensities. Well-defined, noncoalescing, individual T2-weighted hyperintense lesions were targeted. A total of 8-12 lesions were randomly selected in a blinded fashion at MRI time point 1 and 3D lesion volumes were followed over MRI time points 2 and 3. The impact of treatment on lesion expansion and relationship to brain MRI advancement, patient-reported progression of disease, and physician-identified progression was also studied.

Results: The study cohort comprised 115 people (81 (70.4%) women; mean disease duration of 9.36 years [standard deviation: 7.72 years]) who were primarily White (79.1%). A total of 1426 focal T2-weighted hyperintense MS lesions were identified on MRI time point 1 and longitudinally followed over MRI time points 2 and 3. In the evaluation of raw changes in individual T2-weighted hyperintense lesion volumes from MRI time point 1 to MRI time point 2, a similar number of individuals were observed with predominantly expanding (49/115; 42.6%) or contracting (51/115; 44.3%) lesions. However, most lesions expanded in volume (48/115; 41.7%) versus those that contracted (45/115; 39.1%) when evaluating MRI time point 3 to time point 1. Those individuals not on active treatment had a 67.15% reduction in the odds of more individual lesions predominantly contracting in volume relative to those on low-efficacy disease modifying therapy treatment (95% CI = [-83.89% to -33.01%], P = .0008) and 74.02% reduction relative to high-efficacy treatment individuals (95% CI = [-87.37% to -46.56%], P < .0001).

Conclusions: Dynamic changes in T2-weighted hyperintense lesions are abundant, occurring below the threshold of visual perception and are present more frequently in untreated individuals.

背景和目的:研究中枢神经系统内自身免疫性炎症损伤导致的T2加权高密度病变及相关体积仍然是多发性硬化症(MS)诊断和疾病监测的基础。我们研究了核磁共振成像上单个 T2 加权高密度 MS 病灶的动态变化,并假设在评估纵向数据时,变化可能存在于视觉感知阈值以下:对多发性硬化症患者进行了一项回顾性研究,纳入了在一个学术中心获得的三个连续 MRI 时间点的数据。所有纳入的磁共振成像研究均缺乏对新增大或收缩的 T2 加权高密度的正式成像解释。研究对象为定义明确、不凝聚的单个 T2 加权高密度病灶。在磁共振成像时间点 1 以盲法随机抽取 8-12 个病灶,并在磁共振成像时间点 2 和 3 跟踪三维病灶体积。此外,还研究了治疗对病灶扩大的影响以及与脑部 MRI 进展、患者报告的疾病进展和医生认定的疾病进展之间的关系:研究队列由 115 人组成(81 人(70.4%)为女性;平均病程为 6.62 年(标准差:6.68 年)),主要为白人(79.1%)。在核磁共振成像时间点 1 上共确定了 1,426 个 T2 加权高强度多发性硬化病灶,并在核磁共振成像时间点 2 和 3 上进行了纵向跟踪。在评估从核磁共振成像时间点 1 到核磁共振成像时间点 2 单个 T2 加权高密度病灶体积的原始变化时,观察到相似数量的患者病灶主要在扩大(49/115;42.6%)或缩小(51/115;44.3%)。然而,在评估核磁共振成像时间点 3 与时间点 1 时,大多数病变的体积扩大(48/115;41.7%),而病变的体积缩小(45/115;39.1%)。与接受低效疾病调整疗法治疗的患者相比,未接受积极治疗的患者出现更多单个病灶体积收缩的几率降低了67.15%(95% CI=[-83.89,-33.01],P=0.0008),而接受高效治疗的患者出现单个病灶体积收缩的几率降低了74.02%(95% CI=[-87.37%,-46.56%],P结论:T2加权高张力病变的动态变化非常丰富,发生在视觉感知阈值以下,在未经治疗的患者中更常出现:缩写:MS = 多发性硬化;DMT = 疾病调整疗法;2D = 二维;3D = 三维;LMS = Lambda、Mu 和 Sigma。
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引用次数: 0
Comparison of Imaging Findings between Granulomatosis with Polyangiitis and Eosinophilic Granulomatosis with Polyangiitis on Sinus CT: Importance of High-Density Opacification of the Paranasal Sinuses. 肉芽肿合并多血管炎与嗜酸性肉芽肿合并多血管炎的CT表现比较:鼻窦高密度混浊的重要性。
Pub Date : 2025-01-17 DOI: 10.3174/ajnr.A8485
Inseon Ryoo, Serena Poésy, Artem Kaliaev, Karen Buch, Osamu Sakai

Background and purpose: Granulomatosis with polyangiitis (GPA) and eosinophilic granulomatosis with polyangiitis (EGPA) are the most common causes of chronic sinusitis from systemic granulomatous diseases. While both are small- to medium-sized vasculitis with necrotizing granulomas, they have different clinical courses and prognoses. High-density sinus opacification has been reported in allergic fungal sinusitis with eosinophilic infiltrates. Given that EGPA also has eosinophilic tissue infiltrates, we evaluated the differences in sinus CT findings, focusing on the sinus secretion attenuation between patients with GPA and EGPA, along with other previously described findings.

Materials and methods: This study included 31 patients with GPA and 22 patients with EGPA who underwent sinus CT. The attenuation of secretions within the paranasal sinuses was visually assessed, and the Hounsfield unit (HU) of the highest-density portions within each sinus was measured. Lund-Mackay scores (LMS), bony destruction, sclerotic wall changes, adjacent organ involvement, and nasal polyps were evaluated and compared between patients with GPA and EGPA. Multiple logistic regression analyses were conducted to determine which factors independently discriminated GPA from EGPA, and the diagnostic ability to differentiate between these 2 diseases was evaluated by using a receiver operating characteristic curve analysis.

Results: More patients in the GPA group showed bony destructions, bone sclerosis, and involvement of organs adjacent to paranasal sinuses than in the EGPA group (P = .006, 0.048, and 0.035, respectively). The EGPA group had higher LMS and more nasal polyps than the GPA group (P = .078 and 0.333, respectively). More patients in the EGPA group showed internal high-density opacification than in the GPA group, and patients with EGPA had higher mean HUs (both P < .0001). The presence of high-density opacification or mean HUs independently distinguished GPA from EGPA (OR, 53.67 and 1.07; 95% CI, 4.07-708.03 and 1.02-1.13, respectively) and showed a greater ability to discriminate between these diseases compared with other findings.

Conclusions: Patients with EGPA had more high-density sinus opacification and higher mean HU on sinus CT than the patients with GPA. In addition to the previously reported CT findings, such as bony destruction, bone sclerosis, and adjacent organ involvement, evaluating secretion attenuation can assist in distinguishing between GPA and EGPA.

背景与目的:肉芽肿病合并多血管炎(GPA)和嗜酸性肉芽肿病合并多血管炎(EGPA)是系统性肉芽肿性疾病引起慢性鼻窦炎的最常见原因。虽然两者都是小到中型血管炎伴坏死性肉芽肿,但它们有不同的临床病程和预后。高密度鼻窦混浊已报道过敏性真菌鼻窦炎伴嗜酸性粒细胞浸润。鉴于EGPA也有嗜酸性组织浸润,我们评估了鼻窦CT表现的差异,重点关注GPA和EGPA患者的鼻窦分泌物衰减,以及其他先前描述的结果。材料和方法:本研究纳入31例GPA患者和22例EGPA患者行鼻窦CT。目测鼻窦内分泌物的衰减,并测量每个鼻窦内最高密度部分的Hounsfield单位(HU)。评估和比较GPA和EGPA患者的隆德-麦凯评分(LMS)、骨破坏、硬化壁改变、邻近器官受累和鼻息肉。采用多因素logistic回归分析确定哪些因素能独立区分GPA和EGPA,并采用受试者工作特征曲线分析评价两种疾病的诊断能力。结果:GPA组出现骨破坏、骨硬化、鼻窦旁脏器受累的患者多于EGPA组(P = 0.006、0.048、0.035)。EGPA组LMS和鼻息肉发生率均高于GPA组(P = 0.078和0.333)。EGPA组出现内部高密度混浊的患者多于GPA组,且EGPA组患者的平均hu高于GPA组(P < 0.0001)。高密度混浊或平均HUs的存在独立区分GPA和EGPA (or分别为53.67和1.07;95% CI分别为4.07-708.03和1.02-1.13),与其他结果相比,显示出更强的区分这些疾病的能力。结论:EGPA患者比GPA患者有更多的高密度窦性混浊,窦性CT上平均HU更高。除了先前报道的CT表现,如骨破坏、骨硬化和邻近器官受累外,评估分泌物衰减有助于区分GPA和EGPA。
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引用次数: 0
Dextromethorphan-Associated Neurotoxicity with Cerebellar Edema Syndrome in Young Children: Neuroimaging Features. 幼儿右美沙芬相关神经毒性伴小脑水肿(DANCE)综合征:神经影像学特征。
Pub Date : 2025-01-17 DOI: 10.3174/ajnr.A8455
Smily Sharma, Sarbesh Tiwari, Lokesh Saini, Taruna Yadav, Sujatha Manjunathan, Ananya Panda, Bharat Choudhary, Daisy Khera

Dextromethorphan toxicity in young children (especially those 4 years of age or younger) can have an extremely poor prognosis if untreated. However, if timely recognized and optimally managed, it can have a good clinical outcome despite a profound initial insult. We present 3 pediatric cases (younger than 5 years of age) with sudden unresponsiveness following ingestion of cough medications containing dextromethorphan. All these children showed cytotoxic edema in the cerebellar hemispheres on MR of the brain, with diffusion-restricting foci in the supratentorial white matter in 2 patients. These features resemble the recently described acute opioid toxidrome in children, pediatric opioid use-associated neurotoxicity with cerebellar edema (POUNCE). Hence, we named this entity dextromethorphan-associated neurotoxicity with cerebellar edema (DANCE) to increase the awareness of dextromethorphan toxicity in young children and the need to promptly recognize it to initiate optimal management.

幼儿(尤其是 4 岁或 4 岁以下的幼儿)右美沙芬中毒如不及时治疗,预后极差。然而,如果能及时发现并进行最佳处理,尽管最初会出现严重的中毒症状,但仍可获得良好的临床预后。我们介绍了 3 例摄入含有右美沙芬的止咳药后突然出现反应迟钝的儿童病例(年龄小于 5 岁)。所有这些患儿在脑磁共振成像中均表现为小脑半球细胞毒性水肿,其中两名患者的脑室上白质出现弥散受限病灶。这些特征与最近描述的儿童急性阿片类药物中毒综合征 POUNCE 综合征(小儿阿片类药物使用相关神经毒性伴小脑水肿)相似。因此,我们将这一病症命名为 "DANCE"(右美沙芬相关神经毒性伴小脑水肿),以提高人们对幼儿右美沙芬毒性的认识,以及及时发现并采取最佳治疗措施的必要性:POUNCE=小儿阿片类药物使用相关神经毒性伴小脑水肿;DANCE=右美沙芬相关神经毒性伴小脑水肿。
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引用次数: 0
Peritumoral Hyperintense Signal on Post-contrast FLAIR Images Surrounding Vestibular Schwannomas Following Stereotactic Radiosurgery. 立体定向放射手术后前庭神经鞘瘤周围的FLAIR造影术后肿瘤周围的高信号。
Pub Date : 2025-01-13 DOI: 10.3174/ajnr.A8657
Sandy T Nguyen, John C Benson, Girish Bathla, Paul J Farnsworth, Matthew L Carlson, Michael J Link, John I Lane

Background and purpose: Prior investigations have noted the presence of peritumoral hyperintense signal (a "halo") around vestibular schwannomas on postcontrast 3D T2 FLAIR images. This study evaluated this phenomenon in a cohort of patients undergoing stereotactic radiosurgery.

Materials and methods: A retrospective review was completed of consecutive patients with presumed vestibular schwannomas undergoing stereotactic radiosurgery. Tumor size, location, presence or absence of a peritumoral halo, and halo thickness were recorded. Images were reviewed for presence and size of peritumoral hyperintense signal on postcontrast 3D T2 FLAIR images before and after treatment.

Results: Twenty-six patients were included in this study, 14 of which were female (54.0%). Average age was 62±12 years. Prior to treatment, a post-contrast 3D T2 FLAIR hyperintense peritumoral halo was seen in 85% of patients, averaging 0.8±0.4 mm in thickness. There was a higher incidence of peritumoral halo in post treatment patients (96%) than pre-treatment patients (85%) (p=0.017) with a mean follow up period of 1.2 years (SD, 0.35) from 11/12/2019 to 9/5/2023. The average halo thickness was also larger in posttreatment patients (average=1.4±0.4 mm) compared to pre-treatment patients (0.8±0.4 mm) (p<0.001). Average tumoral size did not significantly change following treatment (p=0.10).

Conclusions: Vestibular schwannomas treated with stereotactic radiosurgery are more likely to have a peritumoral halo on post-contrast 3D T2 FLAIR images, with larger halo size as compared to pre-treatment studies. Further study with a larger tumor cohort and longer follow-up will be necessary to determine if these findings are predictive of subsequent tumor shrinkage.

Abbreviations: VSs = vestibular schwannomas; SRS = stereotactic radiosurgery; CPA = cerebellopontine angle; IAC = internal auditory canal.

背景和目的:先前的研究发现,在对比后的3D T2 FLAIR图像上,前庭神经鞘瘤周围存在肿瘤周围的高信号(“晕”)。本研究在一组接受立体定向放射手术的患者中评估了这一现象。材料和方法:对连续接受立体定向放射治疗的前庭神经鞘瘤患者进行回顾性研究。记录肿瘤大小、位置、有无瘤周光晕及光晕厚度。检查治疗前后3D T2 FLAIR造影后肿瘤周围高信号的存在和大小。结果:本组共纳入26例患者,其中女性14例(54.0%)。平均年龄62±12岁。治疗前,85%的患者在造影后可见3D T2 FLAIR高强度瘤周晕,平均厚度为0.8±0.4 mm。治疗后患者的瘤周晕发生率(96%)高于治疗前患者(85%)(p=0.017),平均随访时间为1.2年(SD, 0.35),从2019年11月12日至2023年9月5日。治疗后患者的平均光晕厚度也比治疗前患者(0.8±0.4 mm)更大(平均=1.4±0.4 mm)。结论:立体定向放射治疗的前庭神经鞘瘤在对比后3D T2 FLAIR图像上更容易出现瘤周光晕,光晕大小比治疗前研究更大。进一步的研究需要更大的肿瘤队列和更长的随访时间来确定这些发现是否可以预测随后的肿瘤缩小。缩写:VSs =前庭神经鞘瘤;立体定向放射外科;桥小脑角;内耳道。
{"title":"Peritumoral Hyperintense Signal on Post-contrast FLAIR Images Surrounding Vestibular Schwannomas Following Stereotactic Radiosurgery.","authors":"Sandy T Nguyen, John C Benson, Girish Bathla, Paul J Farnsworth, Matthew L Carlson, Michael J Link, John I Lane","doi":"10.3174/ajnr.A8657","DOIUrl":"https://doi.org/10.3174/ajnr.A8657","url":null,"abstract":"<p><strong>Background and purpose: </strong>Prior investigations have noted the presence of peritumoral hyperintense signal (a \"halo\") around vestibular schwannomas on postcontrast 3D T2 FLAIR images. This study evaluated this phenomenon in a cohort of patients undergoing stereotactic radiosurgery.</p><p><strong>Materials and methods: </strong>A retrospective review was completed of consecutive patients with presumed vestibular schwannomas undergoing stereotactic radiosurgery. Tumor size, location, presence or absence of a peritumoral halo, and halo thickness were recorded. Images were reviewed for presence and size of peritumoral hyperintense signal on postcontrast 3D T2 FLAIR images before and after treatment.</p><p><strong>Results: </strong>Twenty-six patients were included in this study, 14 of which were female (54.0%). Average age was 62±12 years. Prior to treatment, a post-contrast 3D T2 FLAIR hyperintense peritumoral halo was seen in 85% of patients, averaging 0.8±0.4 mm in thickness. There was a higher incidence of peritumoral halo in post treatment patients (96%) than pre-treatment patients (85%) (p=0.017) with a mean follow up period of 1.2 years (SD, 0.35) from 11/12/2019 to 9/5/2023. The average halo thickness was also larger in posttreatment patients (average=1.4±0.4 mm) compared to pre-treatment patients (0.8±0.4 mm) (p<0.001). Average tumoral size did not significantly change following treatment (p=0.10).</p><p><strong>Conclusions: </strong>Vestibular schwannomas treated with stereotactic radiosurgery are more likely to have a peritumoral halo on post-contrast 3D T2 FLAIR images, with larger halo size as compared to pre-treatment studies. Further study with a larger tumor cohort and longer follow-up will be necessary to determine if these findings are predictive of subsequent tumor shrinkage.</p><p><strong>Abbreviations: </strong>VSs = vestibular schwannomas; SRS = stereotactic radiosurgery; CPA = cerebellopontine angle; IAC = internal auditory canal.</p>","PeriodicalId":93863,"journal":{"name":"AJNR. American journal of neuroradiology","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-01-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142980993","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Anti-amyloid therapy and cerebral blood flow changes on Magnetic Resonance Imaging: a potential longitudinal biomarker of treatment response? 抗淀粉样蛋白治疗和磁共振成像的脑血流变化:治疗反应的潜在纵向生物标志物?
Pub Date : 2025-01-13 DOI: 10.3174/ajnr.A8654
Andres Ricaurte-Fajardo, Jana Ivanidze, Deborah Zhang, Meem Mahmud, Weiye Yasen, Lisa Ravdin, Silky Pahlajani, Mony de Leon, Anna S Nordvig, Gloria C Chiang

Amyloid-targeting therapy has recently become widely available in the U.S. for the treatment of patients with symptomatic mild Alzheimer's disease (AD). At present, there are no biomarkers that have been clinical validated to assess treatment response in routine clinical practice; longitudinal amyloid PET could play a role but is not cost effective. This report presents a case series of six patients with AD, whose amyloid positivity was confirmed by PET or CSF biomarkers, who underwent baseline and longitudinal arterial spin-labeling magnetic resonance imaging (ASL-MR) as part of FDA-mandated, clinical standard-of-care, non-contrast MR monitoring to assess for amyloid-related imaging abnormalities (ARIA). We and others have previously reported that ASL-MR can screen for neurodegenerative disease, as a proxy for FDG-PET, and can be easily added on as a cost-effective, repeatable method to monitor post-therapy changes. This series highlights varied cerebral blood flow (CBF) changes in response to lecanemab therapy. For instance, Cases 1, 3, and 5 showed increased CBF after multiple infusions, with subjective cognitive improvement in Case 1 and improved MoCA scores in Case 3. Case 2 showed improved CBF initially before the 5th infusion, but this returned to baseline on the subsequent study, with no cognitive improvement over the course of therapy. Cases 4 and 6 have demonstrated no significant changes in regional CBF thus far on therapy, with cognitive decline in Case 4. This case series underscores the potential utility of ASL-MR as an adjunct sequence to current imaging protocols to monitor treatment response to anti-amyloid therapy.ABBREVIATIONS: ASL-MR= arterial spin-labeling magnetic resonance imaging; MRI= magnetic resonance imaging; CBF= cerebral blood flow; AD= Alzheimer's disease; PET= positron emission tomography; CSF= cerebrospinal fluid; FDG= fluorodeoxyglucose.

淀粉样蛋白靶向治疗最近在美国广泛用于治疗有症状的轻度阿尔茨海默病(AD)患者。目前,还没有经过临床验证的生物标志物来评估常规临床实践中的治疗反应;纵向淀粉样PET可以发挥作用,但成本效益不高。本报告介绍了6例AD患者的病例系列,这些患者的淀粉样蛋白阳性被PET或CSF生物标志物证实,他们接受了基线和纵向动脉自旋标记磁共振成像(ASL-MR),作为fda规定的临床标准护理的一部分,非对比MR监测来评估淀粉样蛋白相关成像异常(ARIA)。我们和其他人之前报道过ASL-MR可以筛查神经退行性疾病,作为FDG-PET的替代品,并且可以很容易地作为一种成本效益高、可重复的方法来监测治疗后的变化。本系列报道强调了不同的脑血流量(CBF)变化对lecanemab治疗的反应。例如,病例1、病例3、病例5多次输注后CBF增加,病例1主观认知改善,病例3 MoCA评分提高。病例2在第5次输注前表现出改善的CBF,但在随后的研究中恢复到基线,在治疗过程中没有认知改善。到目前为止,病例4和6在治疗中没有显示出区域脑血流的显著变化,病例4的认知能力下降。本病例系列强调了ASL-MR作为当前成像方案的辅助序列来监测抗淀粉样蛋白治疗的治疗反应的潜在效用。缩写:ASL-MR=动脉自旋标记磁共振成像;磁共振成像;脑血流量;AD=阿尔茨海默病;正电子发射断层扫描;CSF=脑脊液;FDG =氟脱氧葡萄糖。
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引用次数: 0
AI generated synthetic STIR of the lumbar spine from T1 and T2 MRI sequences trained with open-source algorithms. 人工智能通过开源算法训练的T1和T2 MRI序列生成腰椎的合成STIR。
Pub Date : 2025-01-13 DOI: 10.3174/ajnr.A8512
Alice M L Santilli, Mark A Fontana, Erwin E Xia, Zenas Igbinoba, Ek Tsoon Tan, Darryl B Sneag, J Levi Chazen

Background and purpose: To train and evaluate an open-source generative adversarial networks (GANs) to create synthetic lumbar spine MRI STIR volumes from T1 and T2 sequences, providing a proof-of-concept that could allow for faster MRI examinations.

Materials and methods: 1817 MRI examinations with sagittal T1, T2, and STIR sequences were accumulated and randomly divided into training, validation, and test sets. GANs were trained to create synthetic STIR volumes using the T1 and T2 volumes as inputs, optimized using the validation set, then applied to the test set. Acquired and synthetic test set volumes were independently evaluated in a blinded, randomized fashion by three radiologists specializing in musculoskeletal imaging and neuroradiology. Readers assessed image quality, motion artifacts, perceived likelihood of the volume being acquired or synthetic, and presence of 7 pathologies.

Results: The optimal model leveraged a customized loss function that accentuated foreground pixels, achieving a structural similarity imaging metric (SSIM) of 0.842, mean absolute error (MAE) of 0.028, and peak signal to noise ratio (PSNR) of 26.367. Radiologists could distinguish synthetic from acquired volumes; however, the synthetic volumes were of equal or better quality in 77% of test patients and demonstrated equivalent or decreased motion artifacts in 78% of test patients. For common pathologies, the synthetic volumes had high positive predictive value (75-100%) but lower sensitivity (0-67%).

Conclusions: This work links objective computer vision performance metrics and subject clinical evaluation of synthetic spine MRIs using open-source and reproducible methodologies. High-quality synthetic volumes are generated, reproducing many important pathologies, demonstrating a potential means for expediting imaging protocols.

Abbreviations: AI = Artificial Intelligence; GANs = general adversarial networks; aqSTIR = acquired STIR volume; sSTIR = synthetically generated STIR volume; SSIM = structural similarity imaging metric; PSNR = peak signal to noise ratio; MAE = mean absolute error.

背景和目的:训练和评估一个开源的生成对抗网络(gan),从T1和T2序列中创建合成腰椎MRI STIR体积,提供一个概念验证,可以允许更快的MRI检查。材料与方法:累积1817例矢状面T1、T2和STIR序列MRI检查,随机分为训练集、验证集和测试集。训练gan使用T1和T2体积作为输入来创建合成STIR体积,使用验证集进行优化,然后应用于测试集。三名专门从事肌肉骨骼成像和神经放射学的放射科医生以盲法、随机方式独立评估获得的和合成的测试集容量。读者评估图像质量,运动伪影,感知到的体积被获取或合成的可能性,以及7种病理的存在。结果:最优模型利用定制的损失函数来增强前景像素,实现了结构相似成像度量(SSIM)为0.842,平均绝对误差(MAE)为0.028,峰值信噪比(PSNR)为26.367。放射科医生可以区分合成体积和后天体积;然而,77%的测试患者的合成体积质量相同或更好,78%的测试患者的运动伪影相同或减少。对于常见病变,合成体积具有较高的阳性预测值(75-100%),但敏感性较低(0-67%)。结论:这项工作将客观的计算机视觉性能指标与使用开源和可重复方法的合成脊柱mri的受试者临床评估联系起来。生成了高质量的合成体积,再现了许多重要的病理,展示了加速成像协议的潜在手段。缩写:AI =人工智能;GANs =一般对抗网络;aqSTIR =获得的搅拌体积;sSTIR =合成生成的搅拌体积;SSIM =结构相似成像度量;PSNR =峰值信噪比;平均绝对误差。
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引用次数: 0
Cross-Sectional Validation of an Automated Lesion Segmentation Software in Multiple Sclerosis: Comparison with Radiologist Assessments. 多发性硬化症自动病灶分割软件的横断面验证:与放射科医生评估的比较。
Pub Date : 2025-01-13 DOI: 10.3174/ajnr.A8655
Maria Vittoria Spampinato, Heather R Collins, Hannah Wells, William Dennis, Jordan H Chamberlin, Emily Ye, Justin A Chetta, Maria Gisele Matheus, Seth T Stalcup, Donna R Roberts

Background and purpose: Magnetic Resonance Imaging is widely used to assess disease burden in multiple sclerosis (MS). This study aimed to evaluate the effectiveness of a commercially available k-nearest neighbors (k-NN) software in quantifying white matter lesion (WML) burden in MS. We compared the software's WML quantification to expert radiologists' assessments.

Materials and methods: We retrospectively reviewed brain MRI examinations of adult MS patients and of adult patients without MS and with a normal brain MRI referred from the neurology clinic. MRI images were processed using an AI-powered, cloud-based k-NN software, which generated a DICOM lesion distribution map and a report of WML count and volume in four brain regions (periventricular, deep, juxtacortical, and infratentorial white matter). Two blinded radiologists performed semi-quantitative assessments of WM lesion load and lesion segmentation accuracy. Additionally, four blinded neuroradiologists independently reviewed the data to determine if MRI findings supported an MS diagnosis. Results were considered significant when p < 0.05.

Results: The study included 32 MS patients (35.4 years ± 9.1) and 19 patients without MS (33.5 years ± 12.1). The k-NN software demonstrated 94.1% and 84.3% accuracy in differentiating MS from non-MS subjects based respectively on WML count and WML volume, compared to radiologists' accuracy of 90.2% to 94.1%. Lesion segmentation was more accurate for the deep WM and infratentorial regions than for the juxtacortical region (both p <0.001).

Conclusions: k-NN-derived WML volume and WML count provide valuable quantitative metrics of disease burden in MS. AI-powered post-processing software may enhance the interpretation of brain MRIs in MS patientsABBREVIATIONS: MS = multiple sclerosis; k-NN=k-Nearest Neighbors; WML=white matter lesion; MPRAGE = Magnetization-Prepared Rapid Acquisition Gradient Echo; SPACE = Sampling Perfection with Application-optimized Contrasts using a Different Flip Angle Evolution; EDSS = Expanded Disability Status Scale.

背景与目的:磁共振成像被广泛用于评估多发性硬化症(MS)的疾病负担。本研究旨在评估市售k-近邻(k-NN)软件量化ms白质病变(WML)负担的有效性。我们将该软件的WML量化与放射科专家的评估进行了比较。材料和方法:我们回顾性地回顾了从神经病学诊所转来的成年MS患者、非MS和正常脑MRI的成年患者的脑MRI检查。MRI图像使用基于人工智能的基于云的k-NN软件进行处理,生成DICOM病变分布图和四个脑区域(脑室周围、深部、皮质旁和幕下白质)的WML计数和体积报告。两名盲法放射科医生对WM病变负荷和病变分割准确性进行了半定量评估。此外,四名盲法神经放射学家独立审查了数据,以确定MRI结果是否支持MS诊断。当p < 0.05时认为结果显著。结果:纳入MS患者32例(35.4年±9.1岁),非MS患者19例(33.5年±12.1岁)。基于WML计数和WML体积,k-NN软件区分MS和非MS受试者的准确率分别为94.1%和84.3%,而放射科医生的准确率为90.2%和94.1%。结论:k- nn衍生的WML体积和WML计数为MS患者的疾病负担提供了有价值的定量指标。ai支持的后处理软件可以增强对MS患者脑部mri的解释。事例=再邻居;WML=白质病变;磁化制备快速采集梯度回波;空间=使用不同翻转角度进化的应用优化对比的采样完美;扩展残疾状态量表。
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引用次数: 0
A Method for Imaging the Ischemic Penumbra with MRI using IVIM. 一种基于IVIM的缺血性半暗带MRI成像方法。
Pub Date : 2025-01-13 DOI: 10.3174/ajnr.A8656
Mira M Liu, Niloufar Saadat, Steven P Roth, Marek A Niekrasz, Mihai Giurcanu, Mohammed Salman Shazeeb, Timothy J Carroll, Gregory A Christoforidis
<p><strong>Background and purpose: </strong>In acute ischemic stroke, the amount of "local" CBF distal to the occlusion, i.e. all blood flow within a region whether supplied antegrade or delayed and dispersed through the collateral network, may contain valuable information regarding infarct growth rate and treatment response. DSC CBF using a local arterial input function (AIF) is one method of quantifying local CBF (local-qCBF) and correlates with collaterals. Similarly, intravoxel incoherent motion MRI (IVIM) is "local", with excitation and readout in the same plane, and a potential alternative way to measure local-qCBF. The purpose of this work was to compare IVIM local-qCBF against DSC local-qCBF in the ischemic penumbra, compare measurement of perfusion-diffusion mismatch (PWI/DWI), and examine if local-qCBF may improve prediction of final infarct.</p><p><strong>Materials and methods: </strong>Eight experiments in a pre-clinical canine model of middle cerebral artery occlusion were performed; native collateral circulation was quantified via x-ray DSA 30 minutes post-occlusion, and collateralization was subsequently enhanced in a subset of experiments with simultaneous pressor and vasodilator. IVIM and DSC MRI were acquired 2.5hr post-occlusion. IVIM was post-processed to return local-qCBF from fD*, water transport time (WTT) from D*, diffusion from D, and the PWI/DWI mismatch. These were compared with DSC parameters processed first with a standard global-AIF and then with a local-AIF. These DSC parameters included time-to-maximum, local MTT, standard-qCBF, local-qCBF and PWI/DWI mismatch. Infarct volume was measured with DWI at 2.5hrs and 4hrs post-occlusion.</p><p><strong>Results: </strong>2.5hr post-occlusion, IVIM local-qCBF in the non-infarcted ipsilateral territory strongly correlated with DSC local-qCBF (slope=1.00, R<sup>2</sup>=0.69, Lin's CCC=0.71). Correlation was weaker between IVIM local-qCBF and DSC standard-qCBF (R<sup>2</sup>=0.13). DSC localqCBF and IVIM local-qCBF in the non-infarcted ipsilateral territory both returned strong prediction of final infarct volume (R<sup>2</sup>=0.78, R<sup>2</sup>=0.61 respectively). DSC standard-qCBF was a weaker predictor (R<sup>2</sup>=0.12). The hypoperfused lesion from DSC local-qCBF and from IVIM local-qCBF both predicted final infarct volume with good sensitivity and correlation (slope=2.08, R<sup>2</sup>=0.67, slope=2.50, R<sup>2</sup>=0.68 respectively). The IVIM PWI/DWI ratio was correlated with infarct growth (R<sup>2</sup>=0.70) and WTT correlated with DSC MTT (R<sup>2</sup>=0.60).</p><p><strong>Conclusions: </strong>Non-contrast IVIM measurement of local-qCBF and PWI/DWI mismatch may include collateral circulation and improve prediction of infarct growth.</p><p><strong>Abbreviations: </strong>AIF: arterial input function, IVIM: intravoxel incoherent motion, qCBF: quantitative cerebral blood flow, WTT: water transport time, MCAO: middle cerebral artery occlusion, MD: mean diffusivit
背景和目的:在急性缺血性卒中中,闭塞远端“局部”CBF的量,即一个区域内的所有血流,无论是顺行还是延迟并通过侧支网络分散,可能包含有关梗死生长速度和治疗反应的有价值的信息。使用局部动脉输入函数(AIF)的DSC CBF是量化局部CBF (local- qcbf)的一种方法,并与抵押品相关。同样,体素内非相干运动MRI (IVIM)是“局部的”,激发和读出在同一平面上,是测量局部qcbf的潜在替代方法。本研究的目的是比较IVIM局部- qcbf和DSC局部- qcbf在缺血半暗区,比较灌注-扩散失配(PWI/DWI)的测量结果,并检查局部- qcbf是否可以改善对最终梗死的预测。材料与方法:建立犬大脑中动脉闭塞临床前模型;闭塞后30分钟通过x线DSA量化天然侧支循环,随后在同时使用加压剂和血管扩张剂的实验中,侧支循环增强。阻断后2.5小时进行IVIM和DSC MRI检查。对IVIM进行后处理,从fD*返回local-qCBF,从D*返回水输运时间(WTT),从D返回扩散,以及PWI/DWI不匹配。将这些参数与DSC参数进行比较,DSC参数首先用标准的全局aif处理,然后用局部aif处理。这些DSC参数包括最大时间、本地MTT、标准qcbf、本地qcbf和PWI/DWI不匹配。闭塞后2.5小时和4小时用DWI测量梗死体积。结果:闭塞后2.5小时,同侧非梗死区域IVIM local-qCBF与DSC local-qCBF呈正相关(斜率=1.00,R2=0.69, Lin’s CCC=0.71)。IVIM local-qCBF与DSC standard-qCBF相关性较弱(R2=0.13)。同侧非梗死区域的DSC localqCBF和IVIM local-qCBF均能预测最终梗死体积(R2=0.78, R2=0.61)。DSC标准- qcbf是较弱的预测因子(R2=0.12)。DSC局部- qcbf和IVIM局部- qcbf的低灌注病灶预测最终梗死体积均具有良好的敏感性和相关性(斜率分别为2.08,R2=0.67,斜率为2.50,R2=0.68)。IVIM PWI/DWI比值与梗死面积相关(R2=0.70), WTT与DSC MTT相关(R2=0.60)。结论:非对比IVIM测量局部qcbf和PWI/DWI不匹配可能包括侧支循环和改善预测梗死生长。缩写:AIF:动脉输入功能,IVIM:体内不相干运动,qCBF:定量脑血流量,WTT:水运输时间,MCAO:大脑中动脉闭塞,MD:平均弥漫性。
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引用次数: 0
Fusion of FDG and FMZ PET Reduces False Positive in Predicting Epileptogenic Zone. FDG与FMZ PET融合可减少假阳性预测癫痫区。
Pub Date : 2025-01-10 DOI: 10.3174/ajnr.A8647
Bingyang Cai, Shize Jiang, Hui Huang, Jiwei Li, Siyu Yuan, Ya Cui, Weiqi Bao, Jie Hu, Jie Luo, Liang Chen

Background and purpose: Epilepsy, a globally prevalent neurological disorder, necessitates precise identification of the epileptogenic zone (EZ) for effective surgical management. While the individual utilities of FDG PET and FMZ PET have been demonstrated, their combined efficacy in localizing the epileptogenic zone remains underexplored. We aim to improve the non-invasive prediction of epileptogenic zone (EZ) in temporal lobe epilepsy (TLE) by combining FDG PET and FMZ PET with statistical feature extraction and machine learning.

Materials and methods: This study included 20 drug-resistant unilateral TLE patients (14 mesial TLE, 6 lateral TLE), and two control groups (N=29 for FDG, N=20 for FMZ). EZ of each patient was confirmed by post-surgical pathology, and one-year follow-up, while propagation zone (PZ) and non-involved zone (NIZ) were derived from the epileptogenicity index based on presurgical stereo-encephalography (SEEG) monitoring. Whole brain PET scans were obtained with dual tracers [18F]FDG and [18F]FMZ on separate days, from which standard uptake value ratio (SUVR) was calculated by global mean scaling. Low-order statistical parameters of SUVRs and t-maps derived against control groups were extracted. Additionally, fused FDG and FMZ features were created using arithmetic operations. Spearman correlation was used to investigate the associations between FDG and FMZ, while multiple linear regression analysis was used to explore the interaction effects of imaging features in predicting epileptogenicity. Crafted imaging features were used to train logistic regression models to predict EZ, whose performance was evaluated using 10-fold cross-validation at ROI-level, and leave-one-patient-out cross-validation at patient-level.

Results: FDG SUVR significantly decreased in EZ and PZ compared to NIZ, while FMZ SUVR in EZ significantly differed from PZ. Interaction effects were found between FDG and FMZ in their prediction of epileptogenicity. Fusion of FDG and FMZ provided the best prediction model with an area under the curve (AUC) of 0.86 [0.84-0.87] for EZ vs. NIZ and an AUC of 0.79 [0.77-0.81] for EZ vs. PZ, eliminating 100% false positives in 50% of patients, and ≥80% FPs in 90% patients at patient level.

Conclusions: Combined FDG and FMZ offer a promising avenue for non-invasive localization of the epileptogenic zone in TLE, potentially refining surgical planning.

Abbreviations: AUC = Area under the curve; EI = Epileptogenicity index; EZ = Epileptogenic zone; FMZ = Flumazenil; GABAA = Gammaaminobutyric acid type A; NIZ = Not-involved zone; PZ = Propagation zone; SEEG = Stereo-electroencephalography; SUVR = Standard uptake value ratio; TLE = Temporal lobe epilepsy.

背景和目的:癫痫是一种全球流行的神经系统疾病,需要精确识别癫痫发生区(EZ)以进行有效的手术治疗。虽然FDG PET和FMZ PET的单独效用已得到证实,但它们在定位癫痫区方面的综合功效仍未得到充分探索。本研究旨在将FDG PET和FMZ PET结合统计特征提取和机器学习技术,提高颞叶癫痫(TLE)发病区(EZ)的无创预测。材料与方法:本研究纳入20例单侧耐药TLE患者(14例内侧TLE, 6例外侧TLE)和2个对照组(FDG组29例,FMZ组20例)。患者的EZ均通过术后病理确诊,随访1年,繁殖区(PZ)和非受累区(NIZ)由术前立体脑电图(SEEG)监测的致痫性指数得出。采用双示踪剂[18F]FDG和[18F]FMZ分别在不同的日期进行全脑PET扫描,并采用全局平均标度法计算标准摄取值比(SUVR)。提取越野车的低阶统计参数和对照组的t图。此外,使用算术运算创建了融合的FDG和FMZ特征。采用Spearman相关分析FDG与FMZ之间的关系,采用多元线性回归分析探讨影像学特征在预测致痫性中的相互作用。使用精心制作的成像特征来训练逻辑回归模型来预测EZ,其性能在roi水平上使用10倍交叉验证进行评估,并在患者水平上使用留一患者交叉验证进行评估。结果:与NIZ相比,EZ和PZ的FDG SUVR明显降低,而EZ的FMZ SUVR与PZ有显著差异。FDG和FMZ在预测致痫性方面存在交互作用。FDG和FMZ融合提供了最佳的预测模型,EZ与NIZ的曲线下面积(AUC)为0.86 [0.84-0.87],EZ与PZ的AUC为0.79[0.77-0.81],在患者水平上消除了50%患者的100%假阳性,90%患者的FPs≥80%。结论:FDG和FMZ联合为TLE的非侵入性癫痫区定位提供了一条有希望的途径,有可能完善手术计划。缩写:AUC =曲线下面积;致痫性指数;EZ =致痫区;氟马西尼;A型γ氨基丁酸;非涉入区;PZ =繁殖区;立体脑电图;SUVR =标准摄取值比;TLE =颞叶癫痫。
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引用次数: 0
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