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Imaging Findings and MRI Patterns in a Cohort of 18q Chromosomal Abnormalities. 一组 18q 染色体异常患者的成像结果和磁共振成像模式。
Pub Date : 2024-10-03 DOI: 10.3174/ajnr.A8361
Prateek Malik, Helen Branson, Grace Yoon, Manohar Shroff, Susan Blaser, Pradeep Krishnan

Background and purpose: The abnormalities of the long arm of chromosome 18 (18q) constitute a complex spectrum. We aimed to systematically analyze their MR imaging features. We hypothesized that there would be variable but recognizable white matter and structural patterns in this cohort.

Materials and methods: In this retrospective cohort study, we included pediatric patients with a proved abnormality of 18q between 2000-2022. An age- and sex-matched control cohort was also constructed.

Results: Thirty-six cases, median MR imaging age 19.6 months (4.3-59.3), satisfied our inclusion criteria. Most were female (25, 69%, F:M ratio 2.2:1). Fifty MR imaging studies were analyzed, and 35 (70%) had delayed myelination. Two independent readers scored brain myelination with excellent interrater reliability. Three recognizable evolving MR imaging patterns with distinct age distributions and improving myelination scores were identified: Pelizaeus-Merzbacher disease-like (9.9 months, 37), intermediate (22 months, 48), and washed-out pattern (113.6 months, 53). Etiologically, MRIs were analyzed across 3 subgroups: 18q deletion (34, 69%), trisomy 18 (10, 21%), and ring chromosome 18 (5, 10%). Ring chromosome 18 had the highest myelination lag (27, P = .005) and multifocal white matter changes (P = .001). Trisomy 18 had smaller pons and cerebellar dimensions (anteposterior diameter pons, P = .002; corpus callosum vermis, P < .001; and transverse cerebellar diameter, P = .04).

Conclusions: In this cohort of 18q chromosomal abnormalities, MR imaging revealed recognizable patterns correlating with improving brain myelination. Imaging findings appear to be on a continuum with more severe white matter abnormalities in ring chromosome 18 and greater prevalence of structural abnormalities of the pons and cerebellum in trisomy 18.

背景和目的:18 号染色体长臂(18q)异常构成了一个复杂的谱系。我们旨在系统分析他们的磁共振成像特征。我们推测,在这一群体中,白质和结构模式将是多变但可识别的:在这项回顾性队列研究中,我们纳入了 2000-2022 年间已证实 18q 异常的儿科患者。我们还建立了一个年龄和性别匹配的对照组:符合纳入标准的病例有 36 例,磁共振成像中位年龄为 19.6 个月(4.3 - 59.3)。大多数病例为女性(25 例,占 69%,男女比例为 2.2:1)。我们对 50 项磁共振成像研究进行了分析,其中 35 项(70%)存在髓鞘化延迟现象。两名独立阅读者对大脑髓鞘化进行了评分,评分间的可靠性极高。三种可识别的磁共振成像演变模式具有明显的年龄分布和不断改善的髓鞘化评分--PMD样(9.9个月,37人)、中间型(22个月,48人)和冲淡型(113.6个月,53人)。从病因学角度分析了三个亚组的磁共振成像--18q-(34,69%)、18 三体(10,21%)和环状染色体 18(5,10%)。环状染色体 18 的髓鞘化滞后(27,P 值 = 0.005)和多灶性白质改变(P 值 = 0.001)最高。18 三体的脑桥和小脑尺寸较小(APD 脑桥 P 值 = 0.002,CC 小脑 P 值):在这组 18q 染色体异常患者中,核磁共振成像显示了与大脑髓鞘化改善相关的可识别模式。成像结果似乎是一个连续的过程,18 号环状染色体的白质异常更为严重,而 18 三体的脑桥和小脑结构异常更为普遍:18q-:缩写:18q-:18q 缺失;CC:胼胝体;CC-APD:CC 前胸直径;FOD:枕前直径;TCD:小脑横径;APD:前胸直径;CCD:颅尾直径;MBP:髓鞘碱性蛋白;PMD:Pelizaeus-Merzbacher 病;GWMD:灰白质分化。
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引用次数: 0
Sotos Syndrome: Deep Neuroimaging Phenotyping Reveals a High Prevalence of Malformations of Cortical Development. 索托斯综合征:深度神经影像表型揭示皮质发育畸形的高患病率
Pub Date : 2024-10-03 DOI: 10.3174/ajnr.A8364
Bar Neeman, Sniya Sudhakar, Asthik Biswas, Jessica Rosenblum, Jai Sidpra, Felice D'Arco, Ulrike Löbel, Marta Gómez-Chiari, Mercedes Serrano, Mercè Bolasell, Kartik Reddy, Liat Ben-Sira, Reem Zakzouk, Amal Al-Hashem, David M Mirsky, Rajan Patel, Rupa Radhakrishnan, Karuna Shekdar, Matthew T Whitehead, Kshitij Mankad

Background and purpose: Sotos syndrome is a rare autosomal dominant condition caused by pathogenic mutations in the NSD1 gene that presents with craniofacial dysmorphism, overgrowth, seizures, and neurodevelopmental delay. Macrocephaly, ventriculomegaly, and corpus callosal dysmorphism are typical neuroimaging features that have been described in the medical literature. The purpose of this study was to expand on the neuroimaging phenotype by detailed analysis of a large cohort of patients with genetically proved Sotos syndrome.

Materials and methods: This multicenter, multinational, retrospective observational cohort study systematically analyzed the clinical characteristics and neuroimaging features of 77 individuals with genetically diagnosed Sotos syndrome, via central consensus review with 3 pediatric neuroradiologists.

Results: In addition to previously described features, malformations of cortical development were identified in most patients (95.0%), typically dysgyria (92.2%) and polymicrogyria (22.1%), varying in location and distribution. Incomplete rotation of the hippocampus was observed in 50.6% of patients and was associated with other imaging findings, in particular with dysgyria (100% versus 84.2%, P = .012).

Conclusions: Our findings show a link between the genetic-biochemical basis and the neuroimaging features and aid in better understanding the underlying clinical manifestations and possible treatment options. These findings have yet to be described to this extent and correspond with recent studies that show that NSD1 participates in brain development and has interactions with other known relevant genetic pathways.

背景和目的:索托斯综合征是一种罕见的常染色体显性遗传病,由 NSD1 基因的致病突变引起,表现为颅面畸形、过度生长、癫痫发作和神经发育迟缓。巨脑症、脑室肥大和胼胝体畸形是医学文献中描述的典型神经影像学特征。本研究的目的是通过对一大批经基因证实的索托斯综合征患者进行详细分析,扩展神经影像学表型:这项多中心、跨国、回顾性观察队列研究通过与 3 位儿科神经放射学专家进行集中共识审查,系统分析了 77 例经基因确诊的索托斯综合征患者的临床特征和神经影像学特征:除了之前描述的特征外,大多数患者(95.0%)的大脑皮层发育都存在畸形,典型的有构音障碍(92.2%)和多小构音(22.1%),位置和分布各不相同。在50.6%的患者中观察到海马不完全旋转,这与其他成像结果有关,特别是与构音障碍有关(100%对84.2%,P = .012):我们的研究结果显示了遗传生化基础与神经影像学特征之间的联系,有助于更好地理解潜在的临床表现和可能的治疗方案。这些研究结果尚未被描述到如此程度,而且与最近的研究相吻合,这些研究表明 NSD1 参与大脑发育并与其他已知的相关遗传途径相互作用。
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引用次数: 0
Deep Learning Denoising Improves CT Perfusion Image Quality in the Setting of Lower Contrast Dosing: A Feasibility Study. 深度学习去噪技术在降低对比剂剂量的情况下改善 CT 灌注图像质量:可行性研究
Pub Date : 2024-10-03 DOI: 10.3174/ajnr.A8367
Mahmud Mossa-Basha, Chengcheng Zhu, Tanya Pandhi, Steve Mendoza, Javid Azadbakht, Ahmed Safwat, Dean Homen, Carlos Zamora, Dinesh Kumar Gnanasekaran, Ruiyue Peng, Steven Cen, Vinay Duddalwar, Jeffry R Alger, Danny J J Wang

Background and purpose: Considering recent iodinated contrast shortages and a focus on reducing waste, developing protocols with lower contrast dosing while maintaining image quality through artificial intelligence is needed. This study compared reduced iodinated contrast media and standard dose CTP acquisitions, and the impact of deep learning denoising on CTP image quality in preclinical and clinical studies. The effect of reduced X-ray mAs dose was also investigated in preclinical studies.

Materials and methods: Twelve swine underwent 9 CTP examinations each, performed at combinations of 3 different x-ray (37, 67, and 127 mAs) and iodinated contrast media doses (10, 15, and 20 mL). Clinical CTP acquisitions performed before and during the iodinated contrast media shortage and protocol change (from 40 to 30 mL) were retrospectively included. Eleven patients with reduced iodinated contrast media dosages and 11 propensity-score-matched controls with the standard iodinated contrast media dosages were included. A residual encoder-decoder convolutional neural network (RED-CNN) was trained for CTP denoising using k-space-weighted image average filtered CTP images as the target. The standard, RED-CNN-denoised, and k-space-weighted image average noise-filtered images for animal and human studies were compared for quantitative SNR and qualitative image evaluation.

Results: The SNR of animal CTP images decreased with reductions in iodinated contrast media and milliampere-second doses. Contrast dose reduction had a greater effect on SNR than milliampere-second reduction. Noise-filtering by k-space-weighted image average and RED-CNN denoising progressively improved the SNR of CTP maps, with RED-CNN resulting in the highest SNR. The SNR of clinical CTP images was generally lower with a reduced iodinated contrast media dose, which was improved by the k-space-weighted image average and RED-CNN denoising (P < .05). Qualitative readings consistently rated RED-CNN denoised CTP as the best quality, followed by k-space-weighted image average and then standard CTP images.

Conclusions: Deep learning-denoising can improve image quality for low iodinated contrast media CTP protocols, and could approximate standard iodinated contrast media dose CTP, in addition to potentially improving image quality for low milliampere-second acquisitions.

背景和目的:考虑到最近碘化造影剂(ICM)的短缺,本研究比较了减少 ICM 剂量和标准剂量的 CTP 采集,以及深度学习(DL)去噪对临床前和临床研究中 CTP 图像质量的影响:12 头猪分别接受了 9 次 CTP 检查,以 3 种不同的 X 射线(37、67 和 127mAs)和 ICM 剂量(10、15 和 20mL)组合进行。回顾性纳入了在 ICM 短缺和方案变更(从 40 毫升到 30 毫升)之前和期间进行的临床 CTP 采集。纳入了 11 名 ICM 剂量减少的患者和 11 名 ICM 剂量标准的倾向分数匹配对照组。以 K 空间加权图像平均值 (KWIA) 滤波 CTP 图像为目标,训练残差编码器-解码器卷积神经网络 (RED-CNN) 对 CTP 去噪。对动物和人体研究的标准图像、RED-CNN 去噪图像和 KWIA 噪声过滤图像进行了信噪比定量比较和定性图像评估:动物 CTP 图像的信噪比随着 ICM 和 mAs 剂量的降低而下降。对比剂量的减少对信噪比的影响大于 mAs 的减少。通过 KWIA 和 RED-CNN 去噪过滤可逐步提高 CTP 图像的信噪比,其中 RED-CNN 的信噪比最高。随着 ICM 剂量的减少,临床 CTP 图像的信噪比普遍较低,而 KWIA 和 RED-CNN 去噪后,信噪比有所提高(结论:DL 去噪可提高 ICM 的剂量,从而改善 CTP 图像的信噪比:DL 去噪能改善低 ICM CTP 方案的图像质量,并能接近标准 ICM 剂量 CTP,此外还可能改善低 mAs 采集的图像质量:缩写:ICM=碘化造影剂;DL=深度学习;KWIA=k 空间加权图像平均值;LCD=低对比剂量;SCD=标准对比剂量;RED-CNN=剩余编码器-解码器卷积神经网络;PSNR=峰值信噪比;RMSE=根均值平方误差;SSIM=结构相似性指数。
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引用次数: 0
High-Resolution Head CTA: A Prospective Patient Study Comparing Image Quality of Photon-Counting Detector CT and Energy-Integrating Detector CT. 高分辨率头部 CTA:比较光子计数探测器 CT 和能量输入探测器 CT 图像质量的前瞻性患者研究。
Pub Date : 2024-10-03 DOI: 10.3174/ajnr.A8342
Felix E Diehn, Zhongxing Zhou, Jamison E Thorne, Norbert G Campeau, Alex A Nagelschneider, Laurence J Eckel, John C Benson, Ajay A Madhavan, Girish Bathla, Vance T Lehman, Nathan R Huber, Francis Baffour, Joel G Fletcher, Cynthia H McCollough, Lifeng Yu

Background and purpose: Photon-counting detector CT (PCD-CT) is now clinically available and offers ultra-high-resolution (UHR) imaging. Our purpose was to prospectively evaluate the relative image quality and impact on diagnostic confidence of head CTA images acquired by using a PCD-CT compared with an energy-integrating detector CT (EID-CT).

Materials and methods: Adult patients undergoing head CTA on EID-CT also underwent a PCD-CT research examination. For both CT examinations, images were reconstructed at 0.6 mm by using a matched standard resolution (SR) kernel. Additionally, PCD-CT images were reconstructed at the thinnest section thickness of 0.2 mm (UHR) with the sharpest kernel, and denoised with a deep convolutional neural network (CNN) algorithm (PCD-UHR-CNN). Two readers (R1, R2) independently evaluated image quality in randomized, blinded fashion in 2 sessions, PCD-SR versus EID-SR and PCD-UHR-CNN versus EID-SR. The readers rated overall image quality (1 [worst] to 5 [best]) and provided a Likert comparison score (-2 [significantly inferior] to 2 [significantly superior]) for the 2 series when compared side-by-side for several image quality features, including visualization of specific arterial segments. Diagnostic confidence (0-100) was rated for PCD versus EID for specific arterial findings, if present.

Results: Twenty-eight adult patients were enrolled. The volume CT dose index was similar (EID: 37.1 ± 4.7 mGy; PCD: 36.1 ± 4.0 mGy). Overall image quality for PCD-SR and PCD-UHR-CNN was higher than EID-SR (eg, PCD-UHR-CNN versus EID-SR: 4.0 ± 0.0 versus 3.0 ± 0.0 (R1), 4.9 ± 0.3 versus 3.0 ± 0.0 (R2); all P values < .001). For depiction of arterial segments, PCD-SR was preferred over EID-SR (R1: 1.0-1.3; R2: 1.0-1.8), and PCD-UHR-CNN over EID-SR (R1: 0.9-1.4; R2: 1.9-2.0). Diagnostic confidence of arterial findings for PCD-SR and PCD-UHR-CNN was significantly higher than EID-SR: eg, PCD-UHR-CNN versus EID-SR: 93.0 ± 5.8 versus 78.2 ± 9.3 (R1), 88.6 ± 5.9 versus 70.4 ± 5.0 (R2); all P values < .001.

Conclusions: PCD-CT provides improved image quality for head CTA images compared with EID-CT, both when PCD and EID reconstructions are matched, and to an even greater extent when PCD-UHR reconstruction is combined with a CNN denoising algorithm.

背景和目的:光子计数探测器 CT(PCD-CT)现已应用于临床,可提供超高分辨率(UHR)成像。我们的目的是对使用 PCD-CT 和能量积分探测器 CT(EID-CT)获得的头部 CTA 图像的相对图像质量和对诊断信心的影响进行前瞻性评估:使用 EID-CT 进行头部 CTA 检查的成人患者也接受了 PCD-CT 研究检查。在这两项 CT 检查中,均使用匹配的标准分辨率 (SR) 内核以 0.6 mm 重建图像。此外,PCD-CT 图像以最薄的切片厚度 0.2 毫米(UHR)用最锐利的内核重建,并用深度卷积神经网络(CNN)算法(PCD-UHR-CNN)去噪。两名读者(R1、R2)在随机、盲法的基础上,分 PCD-SR 与 EID-SR 和 PCD-UHR-CNN 与 EID-SR 两个阶段独立评估图像质量。在并排比较多个图像质量特征(包括特定动脉节段的可视化)时,读者对两个系列的图像质量进行总体评分(1 分[最差]至 5 分[最佳]),并提供 Likert 比较得分(-2 分[明显较差]至 2 分[明显较好])。如果存在特定的动脉检查结果,则对 PCD 和 EID 的诊断可信度(0-100)进行评分:结果:28 名成年患者接受了检查。容积 CT 剂量指数相似(EID:37.1 ± 4.7 mGy;PCD:36.1 ± 4.0 mGy)。PCD-SR 和 PCD-UHR-CNN 的总体图像质量高于 EID-SR(例如,PCD-UHR-CNN 与 EID-SR:4.0 ± 0.0 对 3.0 ± 0.0(R1),4.9 ± 0.3 对 3.0 ± 0.0(R2);所有 P 值 P 值 结论:与 EID-CT 相比,PCD-CT 可改善头部 CTA 图像的质量,在 PCD 和 EID 重建相匹配的情况下都是如此,而在 PCD-UHR 重建与 CNN 去噪算法相结合的情况下,PCD-CT 可在更大程度上改善头部 CTA 图像的质量。
{"title":"High-Resolution Head CTA: A Prospective Patient Study Comparing Image Quality of Photon-Counting Detector CT and Energy-Integrating Detector CT.","authors":"Felix E Diehn, Zhongxing Zhou, Jamison E Thorne, Norbert G Campeau, Alex A Nagelschneider, Laurence J Eckel, John C Benson, Ajay A Madhavan, Girish Bathla, Vance T Lehman, Nathan R Huber, Francis Baffour, Joel G Fletcher, Cynthia H McCollough, Lifeng Yu","doi":"10.3174/ajnr.A8342","DOIUrl":"10.3174/ajnr.A8342","url":null,"abstract":"<p><strong>Background and purpose: </strong>Photon-counting detector CT (PCD-CT) is now clinically available and offers ultra-high-resolution (UHR) imaging. Our purpose was to prospectively evaluate the relative image quality and impact on diagnostic confidence of head CTA images acquired by using a PCD-CT compared with an energy-integrating detector CT (EID-CT).</p><p><strong>Materials and methods: </strong>Adult patients undergoing head CTA on EID-CT also underwent a PCD-CT research examination. For both CT examinations, images were reconstructed at 0.6 mm by using a matched standard resolution (SR) kernel. Additionally, PCD-CT images were reconstructed at the thinnest section thickness of 0.2 mm (UHR) with the sharpest kernel, and denoised with a deep convolutional neural network (CNN) algorithm (PCD-UHR-CNN). Two readers (R1, R2) independently evaluated image quality in randomized, blinded fashion in 2 sessions, PCD-SR versus EID-SR and PCD-UHR-CNN versus EID-SR. The readers rated overall image quality (1 [worst] to 5 [best]) and provided a Likert comparison score (-2 [significantly inferior] to 2 [significantly superior]) for the 2 series when compared side-by-side for several image quality features, including visualization of specific arterial segments. Diagnostic confidence (0-100) was rated for PCD versus EID for specific arterial findings, if present.</p><p><strong>Results: </strong>Twenty-eight adult patients were enrolled. The volume CT dose index was similar (EID: 37.1 ± 4.7 mGy; PCD: 36.1 ± 4.0 mGy). Overall image quality for PCD-SR and PCD-UHR-CNN was higher than EID-SR (eg, PCD-UHR-CNN versus EID-SR: 4.0 ± 0.0 versus 3.0 ± 0.0 (R1), 4.9 ± 0.3 versus 3.0 ± 0.0 (R2); all <i>P</i> values < .001). For depiction of arterial segments, PCD-SR was preferred over EID-SR (R1: 1.0-1.3; R2: 1.0-1.8), and PCD-UHR-CNN over EID-SR (R1: 0.9-1.4; R2: 1.9-2.0). Diagnostic confidence of arterial findings for PCD-SR and PCD-UHR-CNN was significantly higher than EID-SR: eg, PCD-UHR-CNN versus EID-SR: 93.0 ± 5.8 versus 78.2 ± 9.3 (R1), 88.6 ± 5.9 versus 70.4 ± 5.0 (R2); all <i>P</i> values < .001.</p><p><strong>Conclusions: </strong>PCD-CT provides improved image quality for head CTA images compared with EID-CT, both when PCD and EID reconstructions are matched, and to an even greater extent when PCD-UHR reconstruction is combined with a CNN denoising algorithm.</p>","PeriodicalId":93863,"journal":{"name":"AJNR. American journal of neuroradiology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-10-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11448985/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142142017","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
Characteristic MR Imaging Findings of Cerebral Air Embolism Infarcts: A Case Series. 脑空气栓塞梗塞的特征性磁共振成像发现:病例系列
Pub Date : 2024-10-03 DOI: 10.3174/ajnr.A8349
Vincent M Timpone, Andrew L Callen

Infarcts from cerebral air embolism are rare events with potentially catastrophic clinical consequences. The imaging features of cerebral air embolism are not well-defined in the literature. We report a novel constellation of MR imaging findings of cerebral arterial air emboli-induced infarcts in a series of 6 patients. Awareness of the more distinguishing MR imaging patterns of cerebral air embolism may help establish this diagnosis and facilitate implementation of timely treatment.

脑空气栓塞(CAE)引起的脑梗塞非常罕见,可能会造成灾难性的临床后果。文献中对 CAE 的成像特征没有明确的定义。我们报告了一组由 6 名患者组成的脑动脉空气栓塞诱发脑梗塞的 MR 成像发现。了解 CAE 更具区别性的磁共振成像模式有助于确定这一诊断并促进及时治疗的实施:CAE = 脑空气栓塞。
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引用次数: 0
Toward Improved Radiologic Diagnostics: Investigating the Utility and Limitations of GPT-3.5 Turbo and GPT-4 with Quiz Cases. 改进放射诊断:用问答案例调查 GPT-3.5 Turbo 和 GPT-4 的实用性和局限性。
Pub Date : 2024-10-03 DOI: 10.3174/ajnr.A8332
Tomohiro Kikuchi, Takahiro Nakao, Yuta Nakamura, Shouhei Hanaoka, Harushi Mori, Takeharu Yoshikawa

Background and purpose: The rise of large language models such as generative pretrained transformers (GPTs) has sparked considerable interest in radiology, especially in interpreting radiologic reports and image findings. While existing research has focused on GPTs estimating diagnoses from radiologic descriptions, exploring alternative diagnostic information sources is also crucial. This study introduces the use of GPTs (GPT-3.5 Turbo and GPT-4) for information retrieval and summarization, searching relevant case reports via PubMed, and investigates their potential to aid diagnosis.

Materials and methods: From October 2021 to December 2023, we selected 115 cases from the "Case of the Week" series on the American Journal of Neuroradiology website. Their Description and Legend sections were presented to the GPTs for the 2 tasks. For the Direct Diagnosis task, the models provided 3 differential diagnoses that were considered correct if they matched the diagnosis in the diagnosis section. For the Case Report Search task, the models generated 2 keywords per case, creating PubMed search queries to extract up to 3 relevant reports. A response was considered correct if reports containing the disease name stated in the diagnosis section were extracted. The McNemar test was used to evaluate whether adding a Case Report Search to Direct Diagnosis improved overall accuracy.

Results: In the Direct Diagnosis task, GPT-3.5 Turbo achieved a correct response rate of 26% (30/115 cases), whereas GPT-4 achieved 41% (47/115). For the Case Report Search task, GPT-3.5 Turbo scored 10% (11/115), and GPT-4 scored 7% (8/115). Correct responses totaled 32% (37/115) with 3 overlapping cases for GPT-3.5 Turbo, whereas GPT-4 had 43% (50/115) of correct responses with 5 overlapping cases. Adding Case Report Search improved GPT-3.5 Turbo's performance (P = .023) but not that of GPT-4 (P = .248).

Conclusions: The effectiveness of adding Case Report Search to GPT-3.5 Turbo was particularly pronounced, suggesting its potential as an alternative diagnostic approach to GPTs, particularly in scenarios where direct diagnoses from GPTs are not obtainable. Nevertheless, the overall performance of GPT models in both direct diagnosis and case report retrieval tasks remains not optimal, and users should be aware of their limitations.

背景和目的:生成式预训练转换器(GPT)等大型语言模型的兴起引发了人们对放射学的极大兴趣,尤其是在解释放射报告和图像结果方面。虽然现有的研究主要集中在 GPT 从放射学描述中估计诊断结果,但探索其他诊断信息来源也至关重要。本研究介绍使用 GPT(GPT-3.5 Turbo 和 GPT-4)进行信息检索和总结,通过 PubMed 搜索相关病例报告,并研究其辅助诊断的潜力:从 2021 年 10 月到 2023 年 12 月,我们从《美国神经放射学杂志》网站的 "每周病例 "系列中选取了 115 个病例。这些病例的描述和图例部分已提交给两个任务的 GPT。在 "直接诊断 "任务中,模型提供了三个鉴别诊断,如果与诊断部分的诊断相符,则被认为是正确的。在病例报告搜索任务中,模型为每个病例生成两个关键词,创建 PubMed 搜索查询以提取多达三份相关报告。如果提取到的报告包含诊断部分所述的疾病名称,则认为回答正确。采用 McNemar 检验来评估在 "直接诊断 "中添加 "病例报告搜索 "是否会提高总体准确率:在直接诊断任务中,GPT-3.5 Turbo 的正确回答率为 26%(30/115 例),而 GPT-4 的正确回答率为 41%(47/115 例)。在病例报告搜索任务中,GPT-3.5 Turbo 的正确率为 10% (11/115),而 GPT-4 的正确率为 7% (8/115)。GPT-3.5 Turbo 的正确回答率为 32%(37/115),有三个重叠案例,而 GPT-4 的正确回答率为 43%(50/115),有五个重叠案例。添加案例报告搜索提高了 GPT-3.5 Turbo 的性能(p = 0.023),但没有提高 GPT-4 的性能(p = 0.248):结论:在 GPT-3.5 Turbo 中添加病例报告搜索的效果特别明显,这表明它有潜力成为 GPT 的替代诊断方法,尤其是在无法从 GPT 中获得直接诊断的情况下。尽管如此,GPT 模型在直接诊断和病例报告检索任务中的总体表现仍未达到最佳,用户应了解其局限性:AI = 人工智能,GPT = 生成式预训练转换器,LLM = 大型语言模型。
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引用次数: 0
Skull Base CSF Leaks: Potential Underlying Pathophysiology and Evaluation of Brain MR Imaging Findings Associated with Spontaneous Intracranial Hypotension. 颅底脑脊液漏:潜在的潜在病理生理学和与自发性颅内低血压相关的脑磁共振成像结果评估。
Pub Date : 2024-10-03 DOI: 10.3174/ajnr.A8333
Ian T Mark, Jeremy Cutsforth-Gregory, Patrick Luetmer, Ajay A Madhavan, Michael Oien, Paul Farnsworth, Girish Bathla, Steve Messina, Michael Link, Jamie Van Gompel

Background and purpose: CSF leaks of the skull base and spine share a common process of CSF volume loss, and yet only the latter has been associated with spontaneous intracranial hypotension (SIH). Despite published claims that only spinal leaks cause SIH, no prior studies have evaluated brain MR imaging in patients with skull base leaks for findings associated with SIH, such as dural enhancement. The purpose of our study was to use a validated brain MR imaging scoring system to evaluate patients with skull base CSF leaks for findings associated with SIH.

Materials and methods: We included patients with confirmed skull base CSF leaks and contrast-enhanced preoperative brain MRI. The preoperative MR images were reviewed for findings associated with SIH by using the Bern score. Patient age, presenting symptoms and their duration, and leak site were also recorded.

Results: Thirty-one patients with skull base CSF leaks were included. Mean Bern score was 0.9 (range 0-4, standard deviation 1.1), and only 1 patient (3%) had dural enhancement. Mean age was 53 years (range 18-76). Mean symptom duration was 1.3 years, with 22 patients presenting within 1 year of symptom onset. Twenty-three patients (74.2%) had intraoperative confirmation of leak from the middle cranial fossa, involving the temporal bone, while 7 (22.6%) had leaks from the anterior skull base. One patient, who had dural enhancement, had an infratentorial CSF leak along the petrous segment of the internal carotid artery.

Conclusions: Our study provides further evidence that skull base and spinal CSF leaks represent distinct pathophysiologies and present with different brain MRI findings.

背景和目的:颅底和脊柱的脑脊液(CSF)漏有着共同的 CSF 容量丢失过程,但只有后者与自发性颅内压过低(SIH)有关。尽管有文章称只有脊髓漏才会导致 SIH,但之前还没有研究对颅底漏患者的脑部 MR 成像进行评估,以发现硬脑膜增强等与 SIH 相关的结果。我们研究的目的是使用经过验证的脑部 MR 成像评分系统来评估颅底 CSF 漏患者与 SIH 相关的发现:我们纳入了确诊为颅底 CSF 漏和术前对比增强脑 MRI 的患者。使用 Bern 评分对术前 MR 图像进行审查,以确定是否存在与 SIH 相关的检查结果。此外,还记录了患者的年龄、主要症状及其持续时间和漏液部位:结果:共纳入 31 名颅底 CSF 漏患者。Bern 评分的平均值为 0.9(范围 0-4,SD 1.1),只有 1 名患者(3%)硬脑膜增强。平均年龄为 53 岁(18-76 岁不等)。平均症状持续时间为 1.3 年,其中 22 名患者在症状出现后一年内就诊。23 名患者(74.2%)术中证实漏液来自中颅窝,涉及颞骨,7 名患者(22.6%)漏液来自前颅底。一名硬脑膜强化的患者出现了沿颈内动脉石状段的脑室下CSF渗漏:我们的研究进一步证明,颅底和脊髓 CSF 漏代表不同的病理生理学,并表现出不同的脑磁共振成像结果:SIH = 自发性颅内高压;IIH = 特发性颅内高压。
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引用次数: 0
Identification of a Single-Dose, Low-Flip-Angle-Based CBV Threshold for Fractional Tumor Burden Mapping in Recurrent Glioblastoma. 为复发性胶质母细胞瘤的肿瘤负荷分数(FTB)绘图确定基于单剂量、低翻转角的CBV阈值。
Pub Date : 2024-10-03 DOI: 10.3174/ajnr.A8357
Aliya Anil, Ashley M Stokes, John P Karis, Laura C Bell, Jennifer Eschbacher, Kristofer Jennings, Melissa A Prah, Leland S Hu, Jerrold L Boxerman, Kathleen M Schmainda, C Chad Quarles

Background and purpose: DSC-MR imaging can be used to generate fractional tumor burden (FTB) maps via application of relative CBV thresholds to spatially differentiate glioblastoma recurrence from posttreatment radiation effects (PTRE). Image-localized histopathology was previously used to validate FTB maps derived from a reference DSC-MR imaging protocol by using preload, a moderate flip angle (MFA, 60°), and postprocessing leakage correction. Recently, a DSC-MR imaging protocol with a low flip angle (LFA, 30°) with no preload was shown to provide leakage-corrected relative CBV (rCBV) equivalent to the reference protocol. This study aimed to identify the rCBV thresholds for the LFA protocol that generate the most accurate FTB maps, concordant with those obtained from the reference MFA protocol.

Materials and methods: Fifty-two patients with grade-IV glioblastoma who had prior surgical resection and received chemotherapy and radiation therapy were included in the study. Two sets of DSC-MR imaging data were collected sequentially first by using LFA protocol with no preload, which served as the preload for the subsequent MFA protocol. Standardized relative CBV maps (sRCBV) were obtained for each patient and coregistered with the anatomic postcontrast T1-weighted images. The reference MFA-based FTB maps were computed by using previously published sRCBV thresholds (1.0 and 1.56). A receiver operating characteristics (ROC) analysis was conducted to identify the optimal, voxelwise LFA sRCBV thresholds, and the sensitivity, specificity, and accuracy of the LFA-based FTB maps were computed with respect to the MFA-based reference.

Results: The mean sRCBV values of tumors across patients exhibited strong agreement (concordance correlation coefficient = 0.99) between the 2 protocols. Using the ROC analysis, the optimal lower LFA threshold that accurately distinguishes PTRE from tumor recurrence was found to be 1.0 (sensitivity: 87.77%; specificity: 90.22%), equivalent to the ground truth. To identify aggressive tumor regions, the ROC analysis identified an upper LFA threshold of 1.37 (sensitivity: 90.87%; specificity: 91.10%) for the reference MFA threshold of 1.56.

Conclusions: For LFA-based FTB maps, an sRCBV threshold of 1.0 and 1.37 can differentiate PTRE from recurrent tumors. FTB maps aid in surgical planning, guiding pathologic diagnosis and treatment strategies in the recurrent setting. This study further confirms the reliability of single-dose LFA-based DSC-MR imaging.

背景和目的:通过应用相对 CBV 阈值,DSC-MRI 可用来生成分数肿瘤负荷(FTB)图,以在空间上区分胶质母细胞瘤复发和治疗后辐射效应(PTRE)。以前曾使用图像定位组织病理学来验证参考DSC-MRI方案得出的FTB图,该方案使用预负荷、中等翻转角(MFA,60°)和后处理渗漏校正。最近,一项无预载的低翻转角(LFA,30°)DSC-MRI 方案被证明可提供与参考方案相当的泄漏校正 RCBV。本研究旨在确定 LFA 方案的 RCBV 阈值,该阈值可生成最准确的 FTB 图,与参考 MFA 方案获得的图谱一致:研究纳入了 52 名 IV 级 GBM 患者,他们之前接受过手术切除和化疗及放疗。研究人员首先使用无预载的 LFA 方案连续采集了两组 DSC-MRI 数据,作为随后 MFA 方案的预载。为每位患者绘制标准化的相对 CBV 图(sRCBV),并与解剖对比后 T1 加权图像共同注册。基于 MFA 的参考 FTB 图使用之前公布的 sRCBV 阈值(1.0 和 1.56)计算。通过 ROC 分析确定了最佳的 LFA sRCBV 阈值,并计算了基于 LFA 的 FTB 地图相对于基于 MFA 的参考地图的灵敏度、特异性和准确性:结果:两种方案之间患者肿瘤的平均 sRCBV 值显示出很强的一致性(CCC = 0.99)。通过 ROC 分析,发现能准确区分 PTRE 和肿瘤复发的最佳 LFA 下阈值为 1.0(灵敏度:87.77%;特异度:90.22%),与地面实况相当。为识别侵袭性肿瘤区域,ROC 分析确定 LFA 上限阈值为 1.37(灵敏度:90.87%;特异度:91.10%),而 MFA 参考阈值为 1.56:对于基于 LFA 的 FTB 地图,1.0 和 1.37 的 sRCBV 阈值可以区分 PTRE 和复发性肿瘤。FTB图有助于制定手术计划、指导病理诊断和复发肿瘤的治疗策略。这项研究进一步证实了基于单剂量 LFA 的 DSC-MRI 的可靠性:缩写:LFA = 低翻转角;MFA = 中等翻转角;sRCBV = 标准相对脑血量;FTB = 肿瘤负荷分数;PTRE = 治疗后辐射效应;ROC = 接收者操作特征;CCC = 一致性相关系数。
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引用次数: 0
Estimating Flow Direction of Circle of Willis Using Dynamic Arterial Spin-Labeling MR Angiography. 利用动态动脉自旋标记磁共振血管造影估计威利斯环的血流方向
Pub Date : 2024-10-03 DOI: 10.3174/ajnr.A8355
Kaiyu Zhang, Halit Akcicek, Gen Shi, Gador Canton, Josh Liu, Yin Guo, Xin Wang, Li Chen, Kristi D Pimentel, Ebru Yaman Akcicek, Xihe Tang, Yongjian Jin, Xuesong Li, Niranjan Balu, Thomas S Hatsukami, Mahmud Mossa-Basha, Zhensen Chen, Chun Yuan

Background and purpose: The circle of Willis (COW) is a crucial mechanism for cerebral collateral circulation. This proof-of-concept study aims to develop and assess an analysis method to characterize the hemodynamics of the arterial segments in the COW by using arterial spin-labeling (ASL) based non-contrast-enhanced dynamic MR angiography (dMRA).

Materials and methods: The developed analysis method uses a graph model, bootstrap strategy, and ensemble learning methodologies to determine the time curve shift from ASL dMRA to estimate the flow direction within the COW. The performance of the method was assessed on 52 subjects, by using the flow direction, either antegrade or retrograde, derived from 3D phase-contrast MR imaging as the reference.

Results: A total of 340 arterial segments in the COW were evaluated, among which 30 (8.8%) had retrograde flow according to 3D phase-contrast MRI. The ASL dMRA-based flow direction estimation has an accuracy, sensitivity, and specificity of 95.47%, 80%, and 96.34%, respectively.

Conclusions: Using ASL dMRA and the developed image analysis method to estimate the flow direction in COW is feasible. This study provides a new method to assess the hemodynamics of the COW, which could be useful for the diagnosis and study of cerebrovascular diseases.

背景和目的:威利斯环(COW)是大脑侧支循环的重要机制。这项概念验证研究旨在开发和评估一种分析方法,利用基于动脉自旋标记(ASL)的非对比度增强动态磁共振血管造影(dMRA)来描述 "威利斯圈 "动脉段的血液动力学特征:所开发的分析方法使用图形模型、引导策略和集合学习方法来确定 ASL dMRA 的时间曲线移动,从而估计 COW 内的血流方向。以三维相位对比(PC)核磁共振成像得出的血流方向(顺行或逆行)为参考,在 52 名受试者身上评估了该方法的性能:结果:共对 COW 的 340 个动脉节段进行了评估,其中 30 个(8.8%)节段根据三维 PC 显示为逆行血流。基于 ASL dMRA 的血流方向估计的准确性、敏感性和特异性分别为 95.47%、80% 和 96.34%:使用 ASL dMRA 和所开发的图像分析方法来估计 COW 的血流方向是可行的。该研究提供了一种评估 COW 血流动力学的新方法,可用于脑血管疾病的诊断和研究:缩写:COW = 威利斯环;ASL = 动脉自旋标记;dMRA = 动态磁共振血管造影;PC = 相衬。
{"title":"Estimating Flow Direction of Circle of Willis Using Dynamic Arterial Spin-Labeling MR Angiography.","authors":"Kaiyu Zhang, Halit Akcicek, Gen Shi, Gador Canton, Josh Liu, Yin Guo, Xin Wang, Li Chen, Kristi D Pimentel, Ebru Yaman Akcicek, Xihe Tang, Yongjian Jin, Xuesong Li, Niranjan Balu, Thomas S Hatsukami, Mahmud Mossa-Basha, Zhensen Chen, Chun Yuan","doi":"10.3174/ajnr.A8355","DOIUrl":"10.3174/ajnr.A8355","url":null,"abstract":"<p><strong>Background and purpose: </strong>The circle of Willis (COW) is a crucial mechanism for cerebral collateral circulation. This proof-of-concept study aims to develop and assess an analysis method to characterize the hemodynamics of the arterial segments in the COW by using arterial spin-labeling (ASL) based non-contrast-enhanced dynamic MR angiography (dMRA).</p><p><strong>Materials and methods: </strong>The developed analysis method uses a graph model, bootstrap strategy, and ensemble learning methodologies to determine the time curve shift from ASL dMRA to estimate the flow direction within the COW. The performance of the method was assessed on 52 subjects, by using the flow direction, either antegrade or retrograde, derived from 3D phase-contrast MR imaging as the reference.</p><p><strong>Results: </strong>A total of 340 arterial segments in the COW were evaluated, among which 30 (8.8%) had retrograde flow according to 3D phase-contrast MRI. The ASL dMRA-based flow direction estimation has an accuracy, sensitivity, and specificity of 95.47%, 80%, and 96.34%, respectively.</p><p><strong>Conclusions: </strong>Using ASL dMRA and the developed image analysis method to estimate the flow direction in COW is feasible. This study provides a new method to assess the hemodynamics of the COW, which could be useful for the diagnosis and study of cerebrovascular diseases.</p>","PeriodicalId":93863,"journal":{"name":"AJNR. American journal of neuroradiology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-10-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11448990/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141094796","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
Comparing Vascular Morphology and Hemodynamics in Patients with Vein of Galen Malformations Using Intracranial 4D Flow MRI. 利用颅内四维血流 MRI 比较盖伦静脉畸形患者的血管形态和血液动力学。
Pub Date : 2024-10-03 DOI: 10.3174/ajnr.A8353
Jeffrey N Stout, Alfred Pokmeng See, Julie Meadows, Shivani D Rangwala, Darren B Orbach

Background and purpose: Vein of Galen malformation (VOGM) is the most common congenital cerebrovascular malformation, and many patients have high mortality rates and poor cognitive outcomes. Quantitative diagnostic tools are needed to improve clinical outcomes, and the purpose of this study was to characterize intracranial blood flow in VOGM using quantitative 4D flow MRI.

Materials and methods: A prospective study of children with VOGM was conducted by acquiring 4D flow MRI to quantify total blood inflow to the brain, flow in the pathologic falcine sinus, and flow in the superior sagittal sinus. Linear regression was used to test the relationships between these flows and age, clinical status, and the mediolateral diameter of the outflow tract of the lesion through the falcine or straight sinus diameter, which is a known morphologic prognostic metric.

Results: In all 11 subjects (mean age, 22 [SD,17 ] weeks), total blood flow to the brain always exceeded normal levels (mean, 1063 [SD, 403] mL/minute). Significant correlations were observed between falcine sinus flow and the mediolateral diameter of the straight or falcine sinus, the posterior cerebral artery/MCA flow ratio and age at scanning, and superior sagittal sinus flow proximal to malformation inflow and age at scanning.

Conclusions: Using 4D flow MRI, we established the hemodynamic underpinnings of the mediolateral diameter of the straight or falcine sinus and investigated metrics representing parenchymal venous drainage that could be used to monitor the normalization of hemodynamics during embolization therapy.

背景和目的:盖伦静脉畸形(VOGM)是最常见的先天性脑血管畸形,许多患者死亡率高、认知能力差。需要定量诊断工具来改善临床预后:对患有 VOGM 的儿童进行了一项前瞻性研究,通过获取四维血流 MRI 来量化流入大脑的总血流量、病理法氏窦的血流量和上矢状窦的血流量。线性回归用于检验这些血流与年龄、临床状态以及病变流出道通过镰状窦或直窦(MD)的内外侧直径之间的关系,MD是一个已知的形态学预后指标:所有11名受试者(平均年龄22±17周[SD])的脑总血流量始终超过正常水平(1063±403毫升/分钟[平均±SD])。在法氏窦血流与 MD、大脑后动脉/中动脉血流比率与扫描时年龄之间,以及畸形流入近端上矢状窦血流与扫描时年龄之间,均观察到显著的相关性:利用四维血流 MRI,我们确定了 MD 的血流动力学基础,并研究了代表实质静脉引流的指标,这些指标可用于监测栓塞治疗期间血流动力学的正常化:缩写:ACA=大脑前动脉;BA=基底动脉;MD=法氏窦或直窦内侧直径;NAR=高危新生儿;PCA=大脑后动脉;PCom=后交通动脉;SSS=上矢状窦;VOGM=盖伦静脉畸形。
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引用次数: 0
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AJNR. American journal of neuroradiology
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