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Academic Neuroradiology: 2023 Update on Turnaround Time, Financial Recruitment, and Retention Strategies. 学术神经放射学:2023 年周转时间、财务招聘和留用策略的最新情况。
Pub Date : 2024-09-12 DOI: 10.3174/ajnr.A8321
Max Wintermark, Jason W Allen, Rahul Bhala, Amish H Doshi, Sugoto Mukherjee, Joshua Nickerson, Jeffrey B Rykken, Vinil Shah, Jody Tanabe, Tabassum Kennedy

The ASNR Neuroradiology Division Chief Working Group's 2023 survey, with responses from 62 division chiefs, provides insights into turnaround times, faculty recruitment, moonlighting opportunities, and academic funds. In emergency cases, 61% aim for a turnaround time of less than 45-60 minutes, with two-thirds meeting this expectation more than 75% of the time. For inpatient CT and MR imaging scans, 54% achieve a turnaround time of 4-8 hours, with three-quarters meeting this expectation at least 50% of the time. Outpatient scans have an expected turnaround time of 24-48 hours, which is met in 50% of cases. Faculty recruitment strategies included 35% offering sign-on bonuses, with a median of $30,000. Additionally, 23% provided bonuses to fellows during fellowship to retain them in the practice upon completion of their fellowship. Internal moonlighting opportunities for faculty were offered by 70% of divisions, with a median pay of $250 per hour. The median annual academic fund for a full-time neuroradiology faculty member was $6000, typically excluding license fees but including American College of Radiology and American Board of Radiology membership, leaving $4000 for professional expenses. This survey calls for further dialogue on adapting and innovating academic institutions to meet evolving needs in neuroradiology.

ASNR 神经放射科主任工作组的 2023 年调查收到了 62 位科主任的回复,调查提供了有关周转时间、师资招聘、兼职机会和学术基金的见解。对于住院病人的 CT 和 MRI 扫描,54% 的目标是在 4-8 小时内完成,其中四分之三至少有 50% 的时间达到了这一预期。门诊病人扫描的预期周转时间为 24-48 小时,50% 的病例达到了这一要求。此外,23% 的医疗机构在研究员培训期间为他们提供奖金,以便在他们完成研究员培训后留住他们。70%的科室为教师提供内部兼职机会,薪酬中位数为每小时250美元。神经放射学全职教师的年度学术基金中位数为6000美元,通常不包括许可证费用,但包括ACR和ABR会员费,剩下的4000美元用于专业支出。
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引用次数: 0
Diffusion Analysis of Intracranial Epidermoid, Head and Neck Epidermal Inclusion Cyst, and Temporal Bone Cholesteatoma. 颅内、头颈部表皮瘤和颞骨胆脂瘤的扩散分析。
Pub Date : 2024-09-12 DOI: 10.3174/ajnr.A8376
Fabrício Guimarães Gonçalves, Amirreza Manteghinejad, Zekordavar Rimba, Dmitry Khrichenko, Angela N Viaene, Arastoo Vossough

Background and purpose: Intracranial epidermoid tumors, temporal bone cholesteatomas, and head and neck epidermoid inclusion cysts are typically slow-growing, benign conditions arising from ectodermal tissue. They exhibit increased signal on DWI. While much of the imaging literature describes these lesions as showing diffusion restriction, we aimed to investigate these qualitative signal intensities and interpretations of restricted diffusion with respect to normal brain structures. This study aimed to quantitatively evaluate the ADC values and histogram features of these lesions.

Materials and methods: This retrospective study included children with histologically confirmed diagnoses of intracranial epidermoid tumors, temporal bone cholesteatomas, or head and neck epidermoid inclusion cysts. Lesions were segmented, and voxelwise calculation of ADC values was performed along with histogram analysis. ADC calculations were validated with a second analysis software to ensure accuracy. Normal brain ROIs-including the cerebellum, white matter, and thalamus-served as normal comparators. Correlational analysis and Bland-Altman plots assessed agreement among software tools for ADC calculations. Differences in the distribution of values between the lesions and normal brain tissues were assessed using the Wilcoxon rank sum and Kruskal-Wallis tests.

Results: Forty-eight pathology-proved cases were included in this study. Among them, 13 (27.1%) patients had intracranial epidermoid tumors, 14 (29.2%) had head and neck epidermoid inclusion cysts, and 21 (43.7%) had temporal bone cholesteatomas. The mean age was 8.67 (SD, 5.30) years, and 27 (52.9%) were female. The intraclass correlation for absolute agreement for lesional ADC between the 2 software tools was 0.997 (95% CI, 0.995-0.998). The intracranial epidermoid tumor, head and neck epidermoid inclusion cyst, and temporal bone cholesteatoma median ADC values were not significantly different (973.7 versus 875.7 versus 933.2 ×10-6 mm2/s, P = .265). However, the ADCs of the 3 types of lesions were higher than those of 3 normal brain tissue types (933 versus 766, × 10-6 mm2/s, P < .0001).

Conclusions: The ADC values of intracranial epidermoid tumors, temporal bone cholesteatomas, and head and neck epidermoid inclusion cysts are higher than those of normal brain regions. It is not accurate to simply classify these lesions as exhibiting restricted diffusion or reduced diffusivity without considering the tissue used for comparison. The observed hyperintensity on DWI compared with the brain is likely attributable to a relatively higher contribution of the T2 shinethrough effect.

背景和目的:颅内表皮样肿瘤(IET)、颞骨胆脂瘤(TBC)和头颈部表皮样囊肿(EC)通常是由外胚层组织引起的生长缓慢的良性疾病。它们在弥散加权成像(DWI)中显示出增高的信号。虽然许多成像文献都将这些病变描述为弥散受限,但我们的目的是研究这些定性信号强度以及与正常脑结构相比弥散受限的解释。本研究旨在定量评估这些病变的表观弥散系数(ADC)值和直方图特征:这项回顾性研究纳入了经组织学确诊为 IET、TBC 或 EC 的儿童。研究人员对病变进行了分割,并在进行直方图分析的同时计算了ADC值。ADC 计算由第二个分析软件进行验证,以确保准确性。小脑、白质和丘脑等正常脑区作为正常对照区。相关分析和Bland-Altman图评估了ADC计算软件之间的一致性。使用 Wilcoxon 秩和检验和 Kruskal-Wallis 检验评估了病变和正常脑组织之间数值分布的差异:本研究共纳入 48 例病理证实的病例。其中,13 例(27.1%)为 IET,14 例(29.2%)为 EC,21 例(43.7%)为 TBC。平均年龄为(8.67±5.30)岁,女性 27 人(52.9%)。两种软件对病变 ADC 绝对值的类内相关性为 0.997(95%CI=0.995-0.998)。IET、EC和TBC的中位ADC值没有显著差异(973.7vs.875.7vs.933.2 x10-6 mm2/s,P=0.265)。然而,三种病变类型的 ADC 值均高于三种正常脑组织类型(933vs.766, x10-6 mm2/s,p=0.265):IET、TBC 和 EC 的 ADC 值均高于正常脑区。如果不考虑用于比较的组织,简单地将这些病变归类为弥散受限或弥散率降低是不准确的。与大脑相比,DWI 上观察到的高密度可能归因于相对较高的 T2 透视效应:缩写:TBC=颞骨胆脂瘤;IE=颅内表皮样瘤;EC=头颈部表皮包涵囊肿;DWI=弥散加权成像;ADC=表观弥散系数。
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引用次数: 0
Artificial Intelligence Efficacy as a Function of Trainee Interpreter Proficiency: Lessons from a Randomized Controlled Trial. 人工智能功效与受训口译员能力的关系:随机对照试验的启示。
Pub Date : 2024-09-12 DOI: 10.3174/ajnr.A8387
David A Fussell, Cynthia C Tang, Jake Sternhagen, Varun V Marrey, Kelsey M Roman, Jeremy Johnson, Michael J Head, Hayden R Troutt, Charles H Li, Peter D Chang, John Joseph, Daniel S Chow

Background and purpose: Recently, artificial intelligence tools have been deployed with increasing speed in educational and clinical settings. However, the use of artificial intelligence by trainees across different levels of experience has not been well-studied. This study investigates the impact of artificial intelligence assistance on the diagnostic accuracy for intracranial hemorrhage and large-vessel occlusion by medical students and resident trainees.

Materials and methods: This prospective study was conducted between March 2023 and October 2023. Medical students and resident trainees were asked to identify intracranial hemorrhage and large-vessel occlusion in 100 noncontrast head CTs and 100 head CTAs, respectively. One group received diagnostic aid simulating artificial intelligence for intracranial hemorrhage only (n = 26); the other, for large-vessel occlusion only (n = 28). Primary outcomes included accuracy, sensitivity, and specificity for intracranial hemorrhage/large-vessel occlusion detection without and with aid. Study interpretation time was a secondary outcome. Individual responses were pooled and analyzed with the t test; differences in continuous variables were assessed with ANOVA.

Results: Forty-eight participants completed the study, generating 10,779 intracranial hemorrhage or large-vessel occlusion interpretations. With diagnostic aid, medical student accuracy improved 11.0 points (P < .001) and resident trainee accuracy showed no significant change. Intracranial hemorrhage interpretation time increased with diagnostic aid for both groups (P < .001), while large-vessel occlusion interpretation time decreased for medical students (P < .001). Despite worse performance in the detection of the smallest-versus-largest hemorrhages at baseline, medical students were not more likely to accept a true-positive artificial intelligence result for these more difficult tasks. Both groups were considerably less accurate when disagreeing with the artificial intelligence or when supplied with an incorrect artificial intelligence result.

Conclusions: This study demonstrated greater improvement in diagnostic accuracy with artificial intelligence for medical students compared with resident trainees. However, medical students were less likely than resident trainees to overrule incorrect artificial intelligence interpretations and were less accurate, even with diagnostic aid, than the artificial intelligence was by itself.

背景和目的:最近,人工智能工具在教育和临床环境中的应用速度越来越快。然而,对不同经验水平的学员使用人工智能的情况还没有进行深入研究。本研究调查了人工智能辅助工具对医科学生(MS)和住院医师培训生(RT)颅内出血(ICH)和大血管闭塞(LVO)诊断准确性的影响:这项前瞻性研究在 2023 年 3 月至 2023 年 10 月期间进行。要求 MS 和 RT 分别在 100 张非对比头部 CT 和 100 张头部 CTA 中识别 ICH 和 LVO。其中一组只接受模拟 AI 的 ICH 诊断辅助(26 人),另一组只接受模拟 AI 的 LVO 诊断辅助(28 人)。主要结果包括无辅助和有辅助时检测 ICH / LVO 的准确性、灵敏度和特异性。研究解释时间是次要结果。对个人反应进行汇总,并用卡方进行分析;连续变量的差异用方差分析进行评估:48名参与者完成了研究,共进行了10779次ICH或LVO解读。使用诊断辅助工具后,MS 的准确性提高了 11.0 分(P < .001),RT 的准确性没有明显变化。使用诊断辅助工具后,两组的 ICH 解读时间均有所增加(P < .001),而 MS 的 LVO 解读时间则有所减少(P < .001)。尽管在基线时,MS 在检测最小出血和最大出血方面的表现较差,但在这些难度较大的任务中,MS 接受 AI 真阳性结果的可能性并不大。在不同意人工智能结果或提供错误人工智能结果时,两组人的准确性都要低得多:本研究表明,与 RT 相比,MS 使用人工智能诊断的准确性有了更大的提高。然而,与 RT 相比,MS 更不可能推翻不正确的 AI 解释,即使使用诊断辅助工具,其准确性也不如 AI 本身:缩写:ICH=颅内出血;LVO=大血管闭塞;MS=医科学生;RT=住院受训人员。
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引用次数: 0
"Synthetic" DSC perfusion MRI with adjustable acquisition parameters in brain tumors using dynamic spin-and-gradient-echo echoplanar imaging. 利用动态自旋梯度回波回声平面成像,在脑肿瘤中进行具有可调采集参数的 "合成 "DSC 灌注磁共振成像。
Pub Date : 2024-09-12 DOI: 10.3174/ajnr.A8475
Francesco Sanvito, Jingwen Yao, Nicholas S Cho, Catalina Raymond, Donatello Telesca, Whitney B Pope, Richard G Everson, Noriko Salamon, Jerrold L Boxerman, Timothy F Cloughesy, Benjamin M Ellingson
<p><strong>Background and purpose: </strong>Normalized relative cerebral blood volume (nrCBV) and percentage of signal recovery (PSR) computed from dynamic susceptibility contrast (DSC) perfusion imaging are useful biomarkers for differential diagnosis and treatment response assessment in brain tumors. However, their measurements are dependent on DSC acquisition factors, and CBV-optimized protocols technically differ from PSR-optimized protocols. This study aimed to generate "synthetic" DSC data with adjustable synthetic acquisition parameters using dual-echo gradient-echo (GE) DSC datasets extracted from dynamic spin-and-gradient-echo echoplanar imaging (dynamic SAGE-EPI). Synthetic DSC was aimed at: 1) simultaneously create nrCBV and PSR maps using optimal sequence parameters, 2) compare DSC datasets with heterogeneous external cohorts, and 3) assess the impact of acquisition factors on DSC metrics.</p><p><strong>Materials and methods: </strong>Thirty-eight patients with contrast-enhancing brain tumors were prospectively imaged with dynamic SAGE-EPI during a non-preloaded single-dose contrast injection and included in this cross-sectional study. Multiple synthetic DSC curves with desired pulse sequence parameters were generated using the Bloch equations applied to the dual-echo GE data extracted from dynamic SAGE-EPI datasets, with or without optional preload simulation.</p><p><strong>Results: </strong>Dynamic SAGE-EPI allowed for simultaneous generation of CBV-optimized and PSR-optimized DSC datasets with a single contrast injection, while PSR computation from guideline-compliant CBV-optimized protocols resulted in rank variations within the cohort (Spearman's ρ=0.83-0.89, i.e. 31%-21% rank variation). Treatment-naïve glioblastoma exhibited lower parameter-matched PSR compared to the external cohorts of treatment-naïve primary CNS lymphomas (PCNSL) (p<0.0001), supporting a role of synthetic DSC for multicenter comparisons. Acquisition factors highly impacted PSR, and nrCBV without leakage correction also showed parameter-dependence, although less pronounced. However, this dependence was remarkably mitigated by post-hoc leakage correction.</p><p><strong>Conclusions: </strong>Dynamic SAGE-EPI allows for simultaneous generation of CBV-optimized and PSR-optimized DSC data with one acquisition and a single contrast injection, facilitating the use of a single perfusion protocol for all DSC applications. This approach may also be useful for comparisons of perfusion metrics across heterogeneous multicenter datasets, as it facilitates post-hoc harmonization.</p><p><strong>Abbreviations: </strong>DSC = dynamic susceptibility contrast; FA = flip angle; GBCA = gadolinium-based contrast agent; GBM = glioblastoma; GE = gradient echo; IDH = isocitrate dehydrogenase; IDH<sup>m</sup> = IDH-mutant; IDH<sup>wt</sup> = IDH-wild-type; 1p19q<sup>cod</sup> = 1p19q codeleted; 1p19q<sup>int</sup> = 1p19q intact; MRI = magnetic resonance imaging; PCNSL = primary CNS ly
背景和目的:动态感性对比(DSC)灌注成像计算出的归一化相对脑血容量(nrCBV)和信号恢复百分比(PSR)是脑肿瘤鉴别诊断和治疗反应评估的有用生物标志物。然而,它们的测量依赖于 DSC 采集因子,而且 CBV 优化方案与 PSR 优化方案在技术上存在差异。本研究旨在利用从动态自旋梯度回波回旋成像(dynamic SAGE-EPI)中提取的双回波梯度回波(GE)DSC数据集,生成具有可调合成采集参数的 "合成 "DSC数据。合成 DSC 的目的是1)使用最佳序列参数同时创建 nrCBV 和 PSR 图;2)将 DSC 数据集与异质外部队列进行比较;3)评估采集因素对 DSC 指标的影响:38 名对比度增强型脑肿瘤患者在非预负荷单剂量对比度注射期间接受了动态 SAGE-EPI 的前瞻性成像,并纳入了这项横断面研究。使用布洛赫方程对从动态 SAGE-EPI 数据集中提取的双回波 GE 数据(可选择是否进行预负荷模拟)生成具有所需脉冲序列参数的多条合成 DSC 曲线:动态 SAGE-EPI 只需注射一次造影剂即可同时生成 CBV 优化和 PSR 优化的 DSC 数据集,而根据符合指南的 CBV 优化方案计算 PSR 会导致队列内的等级差异(Spearman's ρ=0.83-0.89,即等级差异为 31%-21%)。与治疗无效的原发性中枢神经系统淋巴瘤(PCNSL)外部队列相比,治疗无效的胶质母细胞瘤表现出较低的参数匹配 PSR(pConclusions:动态 SAGE-EPI 可通过一次采集和一次造影剂注射同时生成 CBV 优化和 PSR 优化的 DSC 数据,从而便于在所有 DSC 应用中使用单一灌注方案。这种方法还有助于比较不同多中心数据集的灌注指标,因为它便于事后协调:缩写:DSC = 动态感性对比;FA = 翻转角;GBCA = 钆基对比剂;GBM = 胶母细胞瘤;GE = 梯度回波;IDH = 异柠檬酸脱氢酶;IDHm = IDH-突变体;IDHwt = IDH-野生型;1p19qcod = 1p19q codeleted;1p19qint = 1p19q intact;MRI = 磁共振成像;PCNSL = 原发性中枢神经系统淋巴瘤;PSR = 信号恢复百分比;Rec = 复发;SAGE-EPI = 自旋梯度回波回旋面成像;CBV = 脑血容量;nrCBV = 归一化相对 CBV;ROI = 感兴趣区;TE = 回波时间;TN = 治疗前;TR = 重复时间。
{"title":"\"Synthetic\" DSC perfusion MRI with adjustable acquisition parameters in brain tumors using dynamic spin-and-gradient-echo echoplanar imaging.","authors":"Francesco Sanvito, Jingwen Yao, Nicholas S Cho, Catalina Raymond, Donatello Telesca, Whitney B Pope, Richard G Everson, Noriko Salamon, Jerrold L Boxerman, Timothy F Cloughesy, Benjamin M Ellingson","doi":"10.3174/ajnr.A8475","DOIUrl":"10.3174/ajnr.A8475","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background and purpose: &lt;/strong&gt;Normalized relative cerebral blood volume (nrCBV) and percentage of signal recovery (PSR) computed from dynamic susceptibility contrast (DSC) perfusion imaging are useful biomarkers for differential diagnosis and treatment response assessment in brain tumors. However, their measurements are dependent on DSC acquisition factors, and CBV-optimized protocols technically differ from PSR-optimized protocols. This study aimed to generate \"synthetic\" DSC data with adjustable synthetic acquisition parameters using dual-echo gradient-echo (GE) DSC datasets extracted from dynamic spin-and-gradient-echo echoplanar imaging (dynamic SAGE-EPI). Synthetic DSC was aimed at: 1) simultaneously create nrCBV and PSR maps using optimal sequence parameters, 2) compare DSC datasets with heterogeneous external cohorts, and 3) assess the impact of acquisition factors on DSC metrics.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Materials and methods: &lt;/strong&gt;Thirty-eight patients with contrast-enhancing brain tumors were prospectively imaged with dynamic SAGE-EPI during a non-preloaded single-dose contrast injection and included in this cross-sectional study. Multiple synthetic DSC curves with desired pulse sequence parameters were generated using the Bloch equations applied to the dual-echo GE data extracted from dynamic SAGE-EPI datasets, with or without optional preload simulation.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;Dynamic SAGE-EPI allowed for simultaneous generation of CBV-optimized and PSR-optimized DSC datasets with a single contrast injection, while PSR computation from guideline-compliant CBV-optimized protocols resulted in rank variations within the cohort (Spearman's ρ=0.83-0.89, i.e. 31%-21% rank variation). Treatment-naïve glioblastoma exhibited lower parameter-matched PSR compared to the external cohorts of treatment-naïve primary CNS lymphomas (PCNSL) (p&lt;0.0001), supporting a role of synthetic DSC for multicenter comparisons. Acquisition factors highly impacted PSR, and nrCBV without leakage correction also showed parameter-dependence, although less pronounced. However, this dependence was remarkably mitigated by post-hoc leakage correction.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;Dynamic SAGE-EPI allows for simultaneous generation of CBV-optimized and PSR-optimized DSC data with one acquisition and a single contrast injection, facilitating the use of a single perfusion protocol for all DSC applications. This approach may also be useful for comparisons of perfusion metrics across heterogeneous multicenter datasets, as it facilitates post-hoc harmonization.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Abbreviations: &lt;/strong&gt;DSC = dynamic susceptibility contrast; FA = flip angle; GBCA = gadolinium-based contrast agent; GBM = glioblastoma; GE = gradient echo; IDH = isocitrate dehydrogenase; IDH&lt;sup&gt;m&lt;/sup&gt; = IDH-mutant; IDH&lt;sup&gt;wt&lt;/sup&gt; = IDH-wild-type; 1p19q&lt;sup&gt;cod&lt;/sup&gt; = 1p19q codeleted; 1p19q&lt;sup&gt;int&lt;/sup&gt; = 1p19q intact; MRI = magnetic resonance imaging; PCNSL = primary CNS ly","PeriodicalId":93863,"journal":{"name":"AJNR. American journal of neuroradiology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142147042","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
MRI-Based Prediction of Clinical Improvement after Ventricular Shunt Placement for Normal Pressure Hydrocephalus: Development and Evaluation of an Integrated Multisequence Machine Learning Algorithm. 基于磁共振成像的正常压力脑积水(NPH)脑室分流术后临床改善预测:综合多序列机器学习算法的开发与评估》。
Pub Date : 2024-09-12 DOI: 10.3174/ajnr.A8372
Owen P Leary, Zhusi Zhong, Lulu Bi, Zhicheng Jiao, Yu-Wei Dai, Kevin Ma, Shanzeh Sayied, Daniel Kargilis, Maliha Imami, Lin-Mei Zhao, Xue Feng, Gerald Riccardello, Scott Collins, Konstantina Svokos, Abhay Moghekar, Li Yang, Harrison Bai, Petra M Klinge, Jerrold L Boxerman

Background and purpose: Symptoms of normal pressure hydrocephalus (NPH) are sometimes refractory to shunt placement, with limited ability to predict improvement for individual patients. We evaluated an MRI-based artificial intelligence method to predict postshunt NPH symptom improvement.

Materials and methods: Patients with NPH who underwent MRI before shunt placement at a single center (2014-2021) were identified. Twelve-month postshunt improvement in mRS, incontinence, gait, and cognition were retrospectively abstracted from clinical documentation. 3D deep residual neural networks were built on skull-stripped T2-weighted and FLAIR images. Predictions based on both sequences were fused by additional network layers. Patients from 2014-2019 were used for parameter optimization, while those from 2020-2021 were used for testing. Models were validated on an external validation data set from a second institution (n = 33).

Results: Of 249 patients, n = 201 and n = 185 were included in the T2-based and FLAIR-based models according to imaging availability. The combination of T2-weighted and FLAIR sequences offered the best performance in mRS and gait improvement predictions relative to models trained on imaging acquired by using only 1 sequence, with area under the receiver operating characteristic (AUROC) values of 0.7395 [0.5765-0.9024] for mRS and 0.8816 [0.8030-0.9602] for gait. For urinary incontinence and cognition, combined model performances on predicting outcomes were similar to FLAIR-only performance, with AUROC values of 0.7874 [0.6845-0.8903] and 0.7230 [0.5600-0.8859].

Conclusions: Application of a combined algorithm by using both T2-weighted and FLAIR sequences offered the best image-based prediction of postshunt symptom improvement, particularly for gait and overall function in terms of mRS.

背景和目的:正常压力脑积水(NPH)的症状有时会对分流置管产生难治性,而预测个别患者症状改善的能力有限。我们评估了一种基于磁共振成像的人工智能方法,用于预测分流术后 NPH 症状的改善情况:确定了在一个中心(2014-2021 年)接受分流术前磁共振成像(MRI)检查的 NPH 患者。从临床文件中回顾性地抽取了分流术后12个月在改良Rankin量表(mRS)、大小便失禁、步态和认知方面的改善情况。在头骨剥离 T2 加权和液体衰减反转恢复(FLAIR)图像上建立了三维深度残差神经网络。基于这两种序列的预测通过附加网络层进行融合。2014-2019 年的患者用于参数优化,2020-2021 年的患者用于测试。模型在来自第二家机构的外部验证数据集(n=33)上进行了验证:在249名患者中,根据成像可用性,分别有n=201和n=185名患者被纳入基于T2和基于FLAIR的模型。T2加权序列和FLAIR序列的组合在mRS和步态改善预测方面提供了相对于仅使用一种序列获得的成像所训练的模型的最佳性能,mRS的AUROC值为0.7395 [0.5765-0.9024],步态的AUROC值为0.8816 [0.8030-0.9602]。对于尿失禁和认知能力,联合模型在预测结果方面的表现与纯FLAIR表现相似,AUROC值分别为0.7874 [0.6845-0.8903]和0.7230 [0.5600-0.8859]:结论:使用T2加权和FLAIR序列的联合算法可提供分流术后症状改善的最佳图像预测,尤其是步态和mRS方面的整体功能:缩写: NPH = 正常压力脑积水;iNPH = 特发性 NPH;sNPH = 继发性 NPH;AI = 人工智能;ML = 机器学习;CSF = 脑脊液;AUROC = 接收者操作特征下面积;FLAIR = 液体衰减反转恢复;BMI = 体质指数;CCI = Charlson 合并症指数;SD = 标准差;IQR = 四分位数范围。
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引用次数: 0
Analysis of Requirements within Neuroradiology Job Advertisements in a Specific Timeframe. 分析特定时间范围内神经放射学招聘广告的要求。
Pub Date : 2024-09-09 DOI: 10.3174/ajnr.A8373
Vishal D Thumar, James Y Chen

Background and purpose: The neuroradiology job market is constantly changing along with the skill sets needed by fellowship graduates to participate successfully in the job market. This study aimed to establish a baseline of employer requirements in the neuroradiology job market within the study timeframe.

Materials and methods: The American Society of Neuroradiology and American College of Radiology job boards were queried for neuroradiology positions between August 12, 2022, and December 31, 2022. The positions and requirements were categorized into academic versus private practice, general diagnostic radiology, full-subspecialized neuroradiology, hybrid remote/onsite, outpatient, inpatient/emergency, general interventional radiology procedures, and neuroradiology procedures. Exclusion criteria included neurointerventional only, remote-only, pediatric-only, no preference for neuroradiology, and duplicate posts within and between the job boards.

Results: Of 1777 total job posts, 179 were neuroradiology-specific and the remainder were general. Of the 179 neuroradiology-specific jobs, 55 neuroradiology jobs were academic and 124 jobs were private practice. A higher proportion of private practice jobs required general diagnostic interpretations (83% versus 26%), a higher proportion of academic jobs required neuroradiology procedures (56% versus 31%), and a higher proportion of private practice jobs required general interventional radiology procedures (22% versus 0%). Thirty-nine percent of all neuroradiology-specific onsite jobs required neuroradiology procedures, and 15% required general interventional radiology procedures.

Conclusions: Because there was a sizable difference between general radiology and procedure requirements between academic and private practice positions, tailoring fellowship training for career aspirations of neuroradiology fellows should be considered to adapt to the skills needed for the evolving job market. In the queried timeframe, 61% of neuroradiology-specific onsite jobs did not have a specific procedure skill requirement for job applicants. This article serves as a single snapshot of the job market and its requirements for neuroradiologists, to aid in planning training to meet the needs of employers.

背景和目的:神经放射学就业市场在不断变化,研究员毕业生成功进入就业市场所需的技能也在不断变化。本研究旨在确定研究时间范围内神经放射学就业市场雇主要求的基线:在美国神经放射学会和美国放射学会的招聘网站上查询了 2022 年 8 月 12 日至 2022 年 12 月 31 日期间的神经放射学职位。职位和要求分为学术与私人执业、普通诊断放射学、全科神经放射学、远程/现场混合、门诊、住院/急诊、普通介入放射学程序和神经放射学程序。排除标准包括仅神经介入、仅远程、仅儿科、不偏好神经放射学以及招聘网站内部和之间的重复职位:在总共 1777 个招聘职位中,179 个为神经放射学职位,其余为普通职位。在 179 个神经放射学特定职位中,55 个神经放射学职位为学术职位,124 个为私人执业职位。需要进行一般诊断解释的私人执业职位比例较高(83%对26%),需要进行神经放射学手术的学术职位比例较高(56%对31%),需要进行一般介入放射学手术的私人执业职位比例较高(22%对0%)。39%的神经放射学特定现场工作需要神经放射学程序,15%需要普通介入放射学程序:结论:由于学术职位和私人执业职位对普通放射学和手术的要求存在巨大差异,因此应考虑根据神经放射学研究员的职业抱负对其进行量身定制的研究员培训,以适应不断变化的就业市场所需的技能。在所查询的时间范围内,61%的神经放射学特定现场工作岗位对求职者没有特定的手术技能要求。本文是就业市场及其对神经放射医师要求的一个缩影,有助于规划培训以满足雇主的需求。
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引用次数: 0
Imaging Findings Post-Stereotactic Radiosurgery for Vestibular Schwannoma: A Primer for the Radiologist. 立体定向放射手术治疗前庭许旺瘤后的影像学发现:放射科医生入门指南。
Pub Date : 2024-09-09 DOI: 10.3174/ajnr.A8175
Girish Bathla, Parv M Mehta, John C Benson, Amit K Agrwal, Neetu Soni, Michael J Link, Matthew L Carlson, John I Lane

Noninvasive tumor control of vestibular schwannomas through stereotactic radiosurgery allows high rates of long-term tumor control and has been used primarily for small- and medium-sized vestibular schwannomas. The posttreatment imaging appearance of the tumor, temporal patterns of growth and treatment response, as well as extratumoral complications can often be both subtle or confusing and should be appropriately recognized. Herein, the authors present an imaging-based review of expected changes as well as associated complications related to radiosurgery for vestibular schwannomas.

通过立体定向放射外科手术对前庭裂隙瘤进行非侵入性肿瘤控制,可实现较高的长期肿瘤控制率,主要用于治疗中小型前庭裂隙瘤。肿瘤治疗后的影像学表现、生长和治疗反应的时间模式以及瘤外并发症往往很微妙或容易混淆,因此应适当识别。在此,作者以影像学为基础,对前庭裂隙瘤放射手术的预期变化及相关并发症进行了综述:FSRT:分次立体定向放射治疗;ISRS:国际立体定向放射外科;MPNST:恶性周围神经鞘瘤;SRS:立体定向放射外科;VS:前庭裂孔瘤。
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引用次数: 0
Third Ventricle Diameter Is Inversely Related to Thalamic Massa Intermedia Thickness in Hydrocephalus Caused by Congenital Aqueductal Stenosis. 先天性导水管狭窄导致的脑积水患者第三脑室直径与丘脑中块厚度成反比
Pub Date : 2024-09-09 DOI: 10.3174/ajnr.A8340
Onur Simsek, Amirreza Manteghinejad, Apoorva Kotha, Matthew T Whitehead

Background and purpose: In fetuses with lateral ventriculomegaly and normal posterior fossa cerebrospinal spaces, third ventricle distention is a compelling clue that supports a diagnosis of aqueductal stenosis. However, this association assumes normal ventricular anatomy. Structural constraints can impair pressure-induced compliance. We aimed to determine how thalamic massa intermedia size alterations may impact the size of the third ventricle in the setting of congenital aqueductal stenosis.

Materials and methods: This retrospective study was performed at a single academic pediatric hospital after institutional review board approval. We searched our brain MRI reports for all examinations describing aqueductal stenosis and included all the patients who had both fetal and postnatal examinations. Patients with interhypothalamic adhesions and hydrocephalus unrelated to congenital aqueductal stenosis were excluded from this study. We evaluated all the MRIs for the presence of thalamic massa intermedia and documented third ventricle diameters (supraoptic recess, central and suprapineal recesses) and the thalamic massa intermedia circumference. The Spearman correlation was used to identify the potential relationship between the thalamic massa intermedia circumference and third ventricle size in fetal and postnatal MRIs. Patients were also stratified into 2 groups based on the presence or absence of thalamic massa intermedia. Mann-Whitney U tests were used to compare third ventricle diameters between these groups.

Results: The study included both fetal and postnatal studies from 59 patients. The overall third ventricle diameter was inversely proportional to the circumference of the thalamic massa intermedia in both groups (fetal: P = .001, ρ = -0.422; [95% CI, -0.628 to -0.181]; postnatal: P < .001, ρ = -0.653; [95% CI, -0.782 to -0.479]). Nonetheless, dilation of anterior and posterior recesses still occurred when the mid third ventricle was nondilated or less severely dilated in patients with an enlarged thalamic massa intermedia. Third ventricle dilation was most severe in patients lacking a thalamic massa intermedia compared with patients with a thalamic massa intermedia (P < .001).

Conclusions: In patients with suspected congenital aqueductal stenosis, lack of marked third ventriculomegaly as conventionally measured can sometimes be explained by thickening of the thalamic massa intermedia. In this circumstance, it is important to evaluate the extreme recesses of the third ventricle for evidence of dilation on fetal MRI.

背景与目的:在侧脑室肥大且后窝脑脊液空间正常的胎儿中,第三脑室膨胀是支持导水管狭窄诊断的一个令人信服的线索。然而,这种关联的前提是脑室解剖结构正常。结构上的限制会损害压力引起的顺应性。我们的目的是确定在先天性导水管狭窄(CAS)的情况下,丘脑中块(TMI)大小的改变会如何影响第三脑室的大小:这项回顾性研究是在一家儿科学术医院进行的,该医院已获得 IRB 批准。我们搜索了所有描述 "导水管狭窄 "的脑核磁共振检查报告,并将所有接受过胎儿期和产后检查的患者纳入其中。本研究排除了与CAS无关的丘脑间粘连和脑积水患者。我们对所有磁共振成像进行了评估,以确定是否存在TMI,并记录了第三脑室直径(视上凹、中央凹和会厌上凹)和TMI周径。斯皮尔曼相关性(Spearman correlation)用于确定胎儿和出生后核磁共振成像中 TMI 周径与第三脑室大小之间的潜在关系。此外,还根据有无TMI将患者分为两组。采用 Mann-Whitney U 检验比较两组间的第三脑室直径:研究包括对 59 名患者的胎儿和产后研究。两组患者的第三脑室总直径均与 TMI 的周长成反比(胎儿组:p=0.001,rho=-0.422,CI=[-0.628-0.181];产后组:p结论:在疑似先天性导水管狭窄的患者中,常规测量的第三脑室无明显增大有时可通过TMI增厚来解释。在这种情况下,胎儿核磁共振成像必须评估第三脑室极度凹陷处是否有扩张的证据:TMI = 丘脑中块;CAS = 先天性导水管狭窄。
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引用次数: 0
Implementation of a Survey Spine MR Imaging Protocol for Cord Compression in the Emergency Department: Experience at a Level 1 Trauma Center. 在急诊科实施脊柱磁共振成像脊髓压迫调查方案:一级创伤中心的经验。
Pub Date : 2024-09-09 DOI: 10.3174/ajnr.A8326
Mercy H Mazurek, Annie R Abruzzo, Alexander H King, Erica Koranteng, Grant Rigney, Winston Lie, Shahaan Razak, Rajiv Gupta, William A Mehan, Michael H Lev, Joshua A Hirsch, Karen Buch, Marc D Succi

Background and purpose: Imaging stewardship in the emergency department (ED) is vital in ensuring patients receive optimized care. While suspected cord compression (CC) is a frequent indication for total spine MR imaging in the ED, the incidence of CC is low. Recently, our level 1 trauma center introduced a survey spine MR imaging protocol to evaluate for suspected CC while reducing examination time to avoid imaging overutilization. This study aims to evaluate the time savings, frequency of ordering patterns of the survey, and the symptoms and outcomes of patients undergoing the survey.

Materials and methods: This retrospective study examined patients who received a survey spine MR imaging in the ED at our institution between 2018 and 2022. All examinations were performed on a 1.5T GE Healthcare scanner by using our institutional CC survey protocol, which includes sagittal T2WI and STIR sequences through the cervical, thoracic, and lumbar spine. Examinations were read by a blinded, board-certified neuroradiologist.

Results: A total of 2002 patients received a survey spine MR imaging protocol during the study period. Of these patients, 845 (42.2%, mean age 57 ± 19 years, 45% women) received survey spine MR imaging examinations for the suspicion of CC, and 120 patients (14.2% positivity rate) had radiographic CC. The survey spine MR imaging averaged 5 minutes and 50 seconds (79% faster than routine MR imaging). On multivariate analysis, trauma, back pain, lower extremity weakness, urinary or bowel incontinence, numbness, ataxia, and hyperreflexia were each independently associated with CC. Of the 120 patients with CC, 71 underwent emergent surgery, 20 underwent nonemergent surgery, and 29 were managed medically.

Conclusions: The survey spine protocol was positive for CC in 14% of patients in our cohort and acquired at a 79% faster rate compared with routine total spine. Understanding the positivity rate of CC, the clinical symptoms that are most associated with CC, and the subsequent care management for patients presenting with suspected cord compression who received the survey spine MR imaging may better inform the broad adoption and subsequent utilization of survey imaging protocols in emergency settings to increase throughput, improve allocation of resources, and provide efficient care for patients with suspected CC.

背景和目的:急诊科(ED)的影像管理对于确保患者获得最佳治疗至关重要。虽然疑似脊髓压迫(CC)是急诊科全脊柱磁共振成像的常见指征,但CC的发生率很低。最近,我们的一级创伤中心引入了脊柱磁共振成像调查方案,以评估疑似 CC,同时缩短检查时间,避免成像过度使用。本研究旨在评估该检查所节省的时间、下单频率模式以及接受该检查的患者的症状和预后:这项回顾性研究对 2018 年至 2022 年期间在我院急诊室接受脊柱核磁共振成像调查的患者进行了检查。所有检查均在 1.5T GE 扫描仪上进行,采用本机构的 CC 检查方案,包括颈椎、胸椎和腰椎的矢状 T2 和 STIR 序列。检查结果由一名盲人神经放射医师阅片:研究期间,共有 2,002 名患者接受了脊柱磁共振成像调查方案。其中,845 名患者(42.2%,平均年龄为 57 ± 19 岁,45% 为女性)因怀疑患有 CC 而接受了脊柱磁共振成像检查,120 名患者(阳性率为 14.2%)出现了影像学上的 CC。脊柱磁共振成像调查平均耗时 5 分 50 秒(比常规磁共振成像快 79%)。多变量分析显示,外伤、背痛、下肢无力、尿失禁或大便失禁、麻木、共济失调和反射亢进均与CC独立相关。在120名CC患者中,71人接受了急诊手术,20人接受了非急诊手术,29人接受了药物治疗:结论:在我们的队列中,14%的患者在脊柱调查方案中检测出CC阳性,与常规全脊柱检查相比,获得CC的速度快了79%。了解CC的阳性率、与CC最相关的临床症状以及接受脊柱磁共振成像检查的疑似脊髓压迫患者的后续护理管理,可为急诊环境中广泛采用和后续利用检查成像方案提供更好的信息,从而提高吞吐量、改善资源分配,并为疑似CC患者提供高效护理:CC,脊髓压迫;ED,急诊科;MRI,磁共振成像;T2,T2加权成像序列;STIR,短TI反转恢复。
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引用次数: 0
Development of Myelin Growth Charts of the White Matter Using T1 Relaxometry. 利用 T1 弛豫测量法绘制白质髓鞘生长图
Pub Date : 2024-09-09 DOI: 10.3174/ajnr.A8306
Chang Y Ho, Scott Persohn, Meghana Sankar, Paul R Territo

Background and purpose: Myelin maturation occurs in late fetal life to early adulthood, with the most rapid changes observed in the first few years of infancy. To quantify the degree of myelination, a specific MR imaging sequence is required to measure the changes in tissue proton relaxivity (R1). R1 positively correlates with the degree of myelination maturation at a given age. Similar to head circumference charts, these data can be used to develop normal growth charts for specific white matter tracts to detect pathologies involving abnormal myelination.

Materials and methods: This is a cross-sectional study using normal clinical pediatric brain MR images with the MP2RAGE sequence to generate T1 maps. The T1 maps were segmented to 75 brain regions from a brain atlas (white matter and gyri). Statistical modeling for all subjects across regions and the age range was computed, and estimates of population-level percentile ranking were computed to describe the effective myelination rate as a function of age. Test-retest analysis was performed to assess reproducibility. Logistic trendline and regression were performed for selected white matter regions and plotted for growth charts.

Results: After exclusion for abnormal MR imaging or diseases affecting myelination from the electronic medical record, 103 subject MR images were included, ranging from birth to 17 years of age. Test-retest analysis resulted in a high correlation for white matter (r = 0.88) and gyri (r = 0.95). All white matter regions from the atlas had significant P values for logistic regression with R 2 values ranging from 0.41 to 0.99.

Conclusions: These data can serve as a myelination growth chart to permit patient comparisons with normal levels with respect to age and brain regions, thus improving detection of developmental disorders affecting myelin.

背景和目的:髓鞘成熟发生在胎儿晚期至成年早期,婴儿期头几年的变化最快。要量化髓鞘化程度,需要使用特定的磁共振成像序列来测量组织质子弛豫度(R1)的变化。R1 与特定年龄的髓鞘成熟程度呈正相关。与头围图表类似,这些数据可用于制定特定白质束的正常生长图表,以检测涉及异常髓鞘化的病变:这是一项横断面研究,使用 MP2RAGE 序列的正常临床儿科脑部 MR 图像生成 T1 图。从脑图谱(脑白质和脑回)中分割出 75 个脑区的 T1 图。计算了所有受试者跨区域和年龄范围的统计模型,并计算了人群水平百分位数排名的估计值,以描述有效髓鞘化率与年龄的函数关系。为评估重现性,还进行了重测分析。对选定的白质区域进行了逻辑趋势线和回归分析,并绘制了生长图表:在排除了电子病历中的异常磁共振成像或影响髓鞘形成的疾病后,共纳入了 103 张受试者的磁共振图像,年龄从出生到 17 岁不等。重测分析结果显示,白质(r = 0.88)和回旋(r = 0.95)具有高度相关性。图谱中的所有白质区域在逻辑回归中都有显著的 P 值,R 2 值从 0.41 到 0.99 不等:这些数据可作为髓鞘化生长图,允许患者将其与年龄和脑区的正常水平进行比较,从而改进对影响髓鞘的发育障碍的检测。
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引用次数: 0
期刊
AJNR. American journal of neuroradiology
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