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A comparative analysis of CT angiography and echocardiography in the evaluation of chest findings in patients with interrupted aortic arch. CT血管造影与超声心动图评价主动脉弓中断患者胸部表现的比较分析。
Pub Date : 2025-06-26 eCollection Date: 2025-01-01 DOI: 10.3389/fradi.2025.1616112
Zhanar Moldakhanova, Raushan Rakhimzhanova, Tairkhan Dautov, Lazzat Bastarbekova, Bauyrzhan Kaliyev, Assel Almussina, Aizhan Zhankorazova, Nurmakhan Zholshybek

Interrupted aortic arch (IAA) is a rare congenital cardiovascular anomaly characterized by the absence of continuity between the ascending and descending aorta, often accompanied by congenital heart defects such as ventricular septal defects and patent ductus arteriosus. Accurate preoperative imaging is essential for surgical planning and patient management. This study aimed to compare the diagnostic accuracy of echocardiography and computed tomography angiography (CTA) in evaluating thoracic findings in patients with IAA. A retrospective analysis was conducted on 58 patients (median age: 18 days) diagnosed with IAA between September 2020 and January 2023 at the Heart Center, University Medical Center, Astana, Kazakhstan. Conventional echocardiography and multislice CTA were performed using standardized protocols. Sensitivity, specificity, and other diagnostic performance metrics were calculated. Statistical comparisons were made using McNemar's and Wilcoxon signed-rank tests, with p < 0.05 considered significant. Echocardiography correctly identified 91.4% of IAA cases, while CTA achieved 100% sensitivity and specificity. McNemar's test revealed a significant difference in diagnostic performance favoring CTA (p < 0.05). Measurements of the ascending aorta diameter showed no statistically significant difference between the two modalities (p = 0.09). IAA was predominantly type A (48.3%) and type B (46.6%), with hypoplastic ascending aorta identified in 34.5% of patients. Echocardiography remains a practical initial imaging modality for IAA, offering portability and cost-effectiveness. However, CTA demonstrated superior diagnostic accuracy and anatomical resolution, making it the preferred tool for detailed preoperative evaluation and surgical planning. Future studies with larger cohorts and additional modalities could further refine diagnostic strategies for IAA.

主动脉弓中断(IAA)是一种罕见的先天性心血管异常,其特征是升降主动脉之间缺乏连续性,通常伴有先天性心脏缺陷,如室间隔缺损和动脉导管未闭。准确的术前影像对手术计划和患者管理至关重要。本研究旨在比较超声心动图和计算机断层血管造影(CTA)在评估IAA患者胸部表现方面的诊断准确性。对2020年9月至2023年1月期间在哈萨克斯坦阿斯塔纳大学医学中心心脏中心诊断为IAA的58例患者(中位年龄:18天)进行了回顾性分析。常规超声心动图和多层CTA采用标准化方案。计算敏感性、特异性和其他诊断性能指标。采用McNemar和Wilcoxon有符号秩检验进行统计学比较,p p p = 0.09)。IAA主要为A型(48.3%)和B型(46.6%),34.5%的患者发现升主动脉发育不全。超声心动图仍然是IAA的一种实用的初始成像方式,具有便携性和成本效益。然而,CTA显示出优越的诊断准确性和解剖分辨率,使其成为详细的术前评估和手术计划的首选工具。未来有更大的队列和其他方式的研究可以进一步完善IAA的诊断策略。
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引用次数: 0
New technique for direct targeting of the ventral intermediate nucleus using magnetic resonance-guided focused ultrasound. 磁共振引导聚焦超声直接靶向腹侧中间核的新技术。
Pub Date : 2025-06-11 eCollection Date: 2025-01-01 DOI: 10.3389/fradi.2025.1588379
Juan Ángel Aibar-Duran, Rodrigo Akira Watanabe, Nathan J McDannold, G Rees Cosgrove

Background: Accurate targeting and lesion placement are critical in treating movement disorders with magnetic resonance-guided focused ultrasound (MRgFUS). Indirect atlas-based targeting often lacks precision. Direct anatomical targeting with 3T MRI offers a promising alternative. This report aims to refine MRgFUS thalamotomy by integrating advanced imaging and lesion conformality strategies.

Material and methods: Preoperative and postoperative white matter null (WMn) MR-imaging was employed for direct Vim detection. Essential anatomical landmarks are identified. Dual-lesion conformality was used to adapt to the spatial distribution of the Vim.

Results: Lesions of the Vim were identifiable using the postoperative WMn MRI sequence. The direct visualization of the Vim usually avoids extension into the internal capsule and the sensory thalamic nucleus. Sagittal imaging confirmed the dual-lesion conformational strategy which conforms to the antero-superior orientation of the Vim.

Conclusions: Direct Vim targeting for MRgFUS is feasible for individual cases with the use of WMnMPRAGE MRI sequences. The use of lesion conformality adapts well to the anatomical and spatial distribution of Vim. Further studies will be needed to confirm the safety profile of this approach and correlate with clinical outcomes.

背景:在磁共振引导聚焦超声(MRgFUS)治疗运动障碍中,准确的定位和病灶放置是至关重要的。基于地图集的间接定位往往缺乏精确性。直接解剖定位与3T MRI提供了一个很有前途的选择。本报告旨在通过整合先进的成像和病变一致性策略来完善MRgFUS丘脑切开术。材料与方法:术前、术后采用白质无影(WMn)核磁共振成像直接检测Vim。基本解剖标志被确定。采用双病灶共形来适应Vim的空间分布。结果:使用术后WMn MRI序列可识别Vim病变。Vim的直接可视化通常避免延伸到内囊和感觉丘脑核。矢状位成像证实了双病变构象策略,符合Vim的前上位。结论:使用WMnMPRAGE MRI序列,直接Vim靶向MRgFUS在个别病例中是可行的。病灶一致性的使用很好地适应了Vim的解剖和空间分布。需要进一步的研究来证实这种方法的安全性及其与临床结果的相关性。
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引用次数: 0
Case Report: Anomalous drainage vein sampling for diagnosing aldosterone-producing lesions undetectable by segmental adrenal venous sampling in a two-case series. 病例报告:异常引流静脉取样诊断醛固酮产生的病变无法检测的节段性肾上腺静脉取样在两个病例系列。
Pub Date : 2025-06-10 eCollection Date: 2025-01-01 DOI: 10.3389/fradi.2025.1567779
Hiromitsu Tannai, Sota Oguro, Hiroki Kamada, Yuta Tezuka, Yoshikiyo Ono, Kei Omata, Kei Takase

Adrenal vein sampling (AVS) is the gold standard for subtyping primary aldosteronism (PA). However, through conventional AVS, unilateral PA may be misdiagnosed as bilateral PA. Compared with conventional AVS, segmental AVS with additional sampling in adrenal tributaries can detect aldosterone-producing adenomas (APAs) with higher sensitivity. Herein, we describe two cases wherein high aldosterone levels were not detected through initial segmental AVS but were identified in anomalous drainage veins during the second AVS session. In Case 1, computed tomography (CT) during left adrenal arteriovenography revealed a fine renal capsular vein connecting an adrenal nodule to the third lumbar vein. Sampling in this vein during the second AVS revealed high aldosterone levels. The surgical specimen showed the presence of an 11 mm APA. Furthermore, Case 2 presented with bilateral small adrenal nodules; bilateral renal capsular vein sampling was performed during the second AVS session. The samples from the renal capsular vein connected to the renal vein revealed considerably high aldosterone levels. Left adrenalectomy revealed the presence of a 6 mm aldosterone-producing nodule. These cases highlight the importance of anomalous drainage vein sampling, the limitation of conventional and segmental AVS in diagnosing PA, and the utility of CT during adrenal arteriovenography for estimating the drainage route.

肾上腺静脉取样(AVS)是原发性醛固酮增多症(PA)分型的金标准。然而,通过常规AVS,单侧PA可能被误诊为双侧PA。与传统的AVS相比,在肾上腺支管内额外取样的节段AVS检测醛固酮生成腺瘤(APAs)的灵敏度更高。在此,我们描述了两个病例,其中高醛固酮水平未通过初始节段AVS检测到,但在第二次AVS期间在异常引流静脉中被发现。病例1,左肾上腺动静脉造影时的计算机断层扫描(CT)显示一条细肾包膜静脉连接肾上腺结节和第三腰椎静脉。在第二次AVS期间,静脉采样显示高醛固酮水平。手术标本显示有11mm的APA。此外,病例2表现为双侧小肾上腺结节;在第二次AVS期间进行双侧肾包膜静脉采样。连接肾静脉的肾包膜静脉的样本显示相当高的醛固酮水平。左肾上腺切除术显示一个6mm的醛固酮产生结节。这些病例强调了异常引流静脉取样的重要性,常规和分段AVS诊断PA的局限性,以及肾上腺动静脉造影中CT对估计引流路径的应用。
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引用次数: 0
Case Report: A comprehensive case study on aggressive high-grade urothelial carcinoma of bladder that transforms into enteric-type adenocarcinoma along with an integrated treatment approach. 病例报告:一个侵袭性高级别膀胱尿路上皮癌转化为肠型腺癌的综合病例研究以及综合治疗方法。
Pub Date : 2025-06-09 eCollection Date: 2025-01-01 DOI: 10.3389/fradi.2025.1586440
Neha Rahul, Manishimwe Jules, Induni Nayodhara Weerarathna, Anurag Luharia, Prashik Dube

Bladder cancer is a malignant tumour with a high morbidity and mortality rate in the world. Moreover, it is the most prevalent as well as commonly diagnosed in older individuals, with a median age of 73 years, and it has been reported that the most frequently seen histological type of bladder cancer was urothelial carcinoma. We present a unique case of a 44-year-old female with enteric-type adenocarcinoma, a rare and aggressive bladder cancer. Her symptoms included frequent micturition (Urination) and hematuria (blood in urine), at which point she was diagnosed with High-grade urothelial carcinoma. The malignancy worsened despite cycles of treatment requiring extensive surgery. After further tests, it was found that she had urothelial carcinoma with features of intestinal tissue (tissue of the intestine) and that the disease had infiltrated into nearby blood vessels and nerves. Radiation therapy was recommended to decrease the risk of local recurrence after surgery. The challenges in treating such a patient and the positive aspects this approach can give are highlighted in a case report.

膀胱癌是世界上发病率和死亡率较高的恶性肿瘤。此外,它在老年人中最普遍,也最常被诊断出来,中位年龄为73岁,据报道,最常见的膀胱癌的组织学类型是尿路上皮癌。我们报告一例44岁女性肠型腺癌,一种罕见的侵袭性膀胱癌。她的症状包括尿频和血尿,此时她被诊断为高级别尿路上皮癌。恶性肿瘤恶化,尽管周期治疗需要广泛的手术。进一步检查后,发现她患有以肠组织(肠组织)为特征的尿路上皮癌,并已浸润到附近的血管和神经。建议放射治疗以降低手术后局部复发的风险。在治疗这样的病人的挑战和积极的方面,这种方法可以给一个病例报告强调。
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引用次数: 0
Editorial: Recent advances in pediatric neuroradiology. 社论:儿童神经放射学的最新进展。
Pub Date : 2025-06-03 eCollection Date: 2025-01-01 DOI: 10.3389/fradi.2025.1632995
Sahar Ahmad, Yunzhi Huang, Ye Wu
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引用次数: 0
Role of Lipiodol® lymphangiography in the diagnosis and management of post-operative chylous ascites. Lipiodol®淋巴管造影在术后乳糜腹水诊断和治疗中的作用。
Pub Date : 2025-06-02 eCollection Date: 2025-01-01 DOI: 10.3389/fradi.2025.1537744
Alexis Litchinko, E Monnard, C Tappero, B Egger

Introduction: Chylous ascites, defined as the pathological accumulation of lymphatic fluid in the peritoneal cavity, presents significant challenges due to the lack of standardized treatment protocols. This study evaluates the dual diagnostic and therapeutic role of Lipiodol® lymphangiography in managing post-operative chylous ascites, with a focus on its potential to inform modern interventional strategies.

Materials and methods: A retrospective review was conducted of four patients treated for post-operative chylous ascites at our institution between 2017 and 2023. These patients, who developed refractory chylous ascites following oncological surgeries involving radical lymphadenectomy, underwent Lipiodol® lymphangiography. Diagnostic findings, therapeutic outcomes, and procedural details were analyzed.

Results: Lipiodol® lymphangiography demonstrated a dual function, providing precise anatomical localization of lymphatic leaks while facilitating therapeutic embolization due to its viscosity. All four patients achieved resolution of chylous ascites following lymphangiography alone, with a 100% success rate after the first attempt. No complications were reported within 30 days post-procedure, underscoring the safety of this minimally invasive technique.

Conclusions: Lipiodol® lymphangiography represents an effective diagnostic and therapeutic modality for post-operative chylous ascites, offering a minimally invasive alternative to traditional surgical interventions. By elucidating the pathway for both diagnosis and treatment, this study highlights its potential role in establishing standardized protocols for managing this complex condition.

乳糜腹水是指淋巴液在腹膜腔内的病理性积聚,由于缺乏标准化的治疗方案,乳糜腹水的治疗面临重大挑战。本研究评估了lipodol®淋巴管造影在治疗术后乳糜腹水中的双重诊断和治疗作用,重点关注其为现代介入策略提供信息的潜力。材料与方法:回顾性分析我院2017 - 2023年收治的4例术后乳糜腹水患者。这些患者在包括根治性淋巴结切除术的肿瘤手术后出现难治性乳糜腹水,接受了lipodol®淋巴管造影。分析诊断结果、治疗结果和手术细节。结果:Lipiodol®淋巴管造影显示出双重功能,提供精确的淋巴泄漏解剖定位,同时由于其粘度促进治疗栓塞。所有4例患者均通过单独的淋巴管造影解决了乳糜腹水,第一次尝试后成功率为100%。手术后30天内无并发症报告,强调了这种微创技术的安全性。结论:Lipiodol®淋巴管造影是术后乳糜腹水的有效诊断和治疗方式,是传统手术干预的微创选择。通过阐明诊断和治疗的途径,本研究强调了其在建立管理这种复杂疾病的标准化方案方面的潜在作用。
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引用次数: 0
Use of artificial intelligence in the management of stroke: scoping review. 人工智能在中风管理中的应用:范围综述。
Pub Date : 2025-05-23 eCollection Date: 2025-01-01 DOI: 10.3389/fradi.2025.1593397
Nicolas Melo Sierra, Erwin Hernando Hernández Rincón, Gabriela Alejandra Osorio Betancourt, Paula Andrea Ramos Chaparro, Diana Marcela Diaz Quijano, Samuel David Barbosa, Michel Hernandez Restrepo, Gustavo Uriza Sinisterra
<p><strong>Introduction: </strong>Stroke is a condition that is more predominant in developed countries. However, it continues to be considered a high-cost health pathology worldwide, both in the medium and long term. Therefore, diagnosis, treatment, and rehabilitation are vital. Additionally, the assistance of artificial intelligence in these three principles has been increasing, given its effectiveness and efficiency in performance.</p><p><strong>Objective: </strong>This study analyzes the available evidence regarding the use of artificial intelligence in primary care for stroke patients.</p><p><strong>Methods: </strong>A scoping review was conducted on three indexed databases, Science Direct, Web of Science, and PubMed, resulting in the identification of 1,382 articles. Initially, these terms were filtered on the basis of the year of publication and language. A second distinction was subsequently made through the title and abstract of each publication.</p><p><strong>Results: </strong>A total of 33 articles summarizing 5 categories were selected: healthcare from a general point of view; stroke prediction; the diagnosis and treatment of both stroke and its sequelae; the risk of death in the poststroke period; and the assistance of AI in some specialties related to the disease.</p><p><strong>Conclusion: </strong>Artificial intelligence has the potential to improve stroke care, but more research is still needed to evaluate its performance in clinical practice.</p><p><strong>Introducción: </strong>El accidente cerebrovascular es una condición predominante en los países desarrollados. A pesar de esto, es una patología de salud de alto costo en todo el mundo, tanto a mediano como a largo plazo. Por lo tanto, el diagnóstico, el tratamiento y la rehabilitación son de vital importancia. Por lo anterior, la asistencia de la inteligencia artificial en estos tres principios ha ido en aumento, dada su eficacia y eficiencia en el desempeño.</p><p><strong>Objetivo: </strong>Este estudio analiza la evidencia disponible sobre el uso de la Inteligencia Artificial en la atención primaria para el accidente cerebrovascular.</p><p><strong>Métodos: </strong>Se realizó una revisión tipo Scoping Review en tres bases de datos indexadas: Science Direct, Web of Science y PubMed, lo que resultó en la identificación de 1,382 artículos. Inicialmente, estos se filtraron en función del año de publicación y el idioma. Posteriormente, se realizó una segunda distinción a través del título y el resumen de cada publicación.</p><p><strong>Resultados: </strong>Se seleccionaron un total de 33 artículos, que se seleccionaron en 5 categorías: atención médica desde un punto de vista general; predicción de accidente cerebrovascular; diagnóstico y tratamiento tanto del accidente cerebrovascular como de sus secuelas; riesgo de muerte en el período posterior al accidente cerebrovascular; y finalmente, la asistencia de la Inteligencia Artificial en algunas especialidades relacionadas con la e
中风是一种发达国家更为常见的疾病。然而,从中期和长期来看,它在世界范围内仍然被认为是一种高成本的健康病理。因此,诊断、治疗和康复至关重要。此外,鉴于人工智能在性能上的有效性和效率,人工智能在这三个原则中的辅助作用也在不断增加。目的:本研究分析了在脑卒中患者初级保健中使用人工智能的现有证据。方法:对Science Direct、Web of Science和PubMed三个索引数据库进行了范围综述,最终确定了1382篇文章。最初,这些术语是根据出版年份和语言进行筛选的。第二个区别随后通过每个出版物的标题和摘要进行。结果:共收录文献33篇,共分为5类:一般角度的医疗保健;中风的预测;脑卒中及其后遗症的诊断与治疗;中风后时期的死亡风险;以及人工智能在一些与疾病相关的专业领域的帮助。结论:人工智能具有改善脑卒中护理的潜力,但仍需要更多的研究来评估其在临床实践中的表现。Introducción: El accident cerebrovascular es una condición dominant en los países desarrollados。一个pesar de esto, es una patología de salud de alto costto en todo el mundo, tanto A mediano como A large plaza。可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的可怜的rehabilitación穷穷穷,穷穷穷,穷穷穷,穷穷穷,穷穷穷,穷穷,穷穷,穷穷,穷穷,穷穷,穷穷,穷穷,穷穷,穷穷,穷穷,穷穷,穷穷,穷穷,穷穷,穷穷,穷穷,穷穷,穷穷。目的:对人工智能技术在原发性意外脑血管病atención中的应用进行回顾性分析。m.m.: Se realizó una revisión tipo Scoping Review en tres bases de datos indexadas: Science Direct, Web of Science y PubMed, lo que resultó en la identificación de 1382 artículos。最初,estos发现过滤膜为función del año de publicación。之后,请参见realizó una secunda distinción和通过excel resumen de cada publicación获得的数据。结果:总选择次数为33次artículos,总选择次数为5次categorías: atención总选择次数为1次,总选择次数为1次;Predicción意外脑血管;Diagnóstico意外性脑血管并发症的治疗;小儿猝死症período后脑意外性脑血管;最后,“人工智能的辅助”(la assistencia de la intelligigencia artificialalgas,特别是关系的辅助)将被引入。Conclusión: La intelligigencia Artificial tiene el potential de mejorar La atención del accidental cerebrovascular, pero aún se necitan más investigaciones para evaluar su desempeño en La práctica clínica。
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引用次数: 0
Imaging hallmarks of idiopathic intracranial hypertension and insights into pathogenesis. 特发性颅内高压的影像学特征及其发病机制。
Pub Date : 2025-05-21 eCollection Date: 2025-01-01 DOI: 10.3389/fradi.2025.1605777
Albalooshy Basimah, Scott Scott Faro, Hsiangkuo Yuan, Kiran Talekar, Prabath Mondel, Enchao Qiu, Joga Chaganti

Idiopathic Intracranial hypertension (IIH), also referred to as pseudotumor cerebri, is a term used to describe increased intracranial pressure in the absence of a known identifiable secondary cause. Despite advancements of neuroimaging techniques, imaging of the pathological underpinnings in the diagnosis of IIH has been limited. Although the causation of IIH has been ascribed to increased Cerebrospinal Fluid production and disordered drainage through the dural sinuses, new evidence shows that the glymphatic system which is an alternate pathway of drainage is likely to play a pivotal role. In this review, we address the pathophysiological underpinnings in the causation of IIH and discusses characteristic anatomical imaging findings on conventional MRI and explore the role of advanced imaging techniques.

特发性颅内高压(IIH),也被称为假性脑瘤,是一个术语,用于描述在没有已知可识别的继发原因的情况下颅内压升高。尽管神经影像学技术的进步,影像学病理基础的诊断IIH一直是有限的。虽然IIH的病因被认为是脑脊液分泌增加和硬脑膜窦引流紊乱,但新的证据表明,淋巴系统作为一种替代的引流途径可能起关键作用。在这篇综述中,我们讨论了IIH病因的病理生理基础,讨论了传统MRI的特征解剖成像结果,并探讨了先进成像技术的作用。
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引用次数: 0
VIRTual autOPSY-applying CT and MRI for modern forensic death investigations. 虚拟尸检——应用CT和MRI进行现代法医死亡调查。
Pub Date : 2025-05-12 eCollection Date: 2025-01-01 DOI: 10.3389/fradi.2025.1557636
Dominic Gascho

Virtual autopsy, an advanced forensic technique, utilizes cutting-edge imaging technologies such as computed tomography (CT) and magnetic resonance imaging (MRI) to investigate the cause and manner of death without the need for physical dissection. By creating detailed, three-dimensional data of the entire body or specific areas of interest, these post-mortem imaging modalities provide a comprehensive, non-invasive approach to examining decedents. This article explores the historical development of virtual autopsy, its current applications in forensic medicine, and its promising future. It highlights the crucial roles of CT and MRI in forensic death investigations, while also addressing the challenges and limitations associated with these imaging techniques in post-mortem examinations.

虚拟尸检是利用计算机断层扫描(CT)和核磁共振成像(MRI)等尖端成像技术,在不进行身体解剖的情况下,对死亡原因和方式进行调查的先进法医技术。通过创建整个身体或特定区域的详细三维数据,这些死后成像模式为检查死者提供了一种全面的、非侵入性的方法。本文探讨了虚拟尸检的历史发展、在法医学中的应用现状及前景。它强调了CT和MRI在法医死亡调查中的关键作用,同时也解决了与这些成像技术在尸检中相关的挑战和局限性。
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引用次数: 0
Diagnostic precision of a deep learning algorithm for the classification of non-contrast brain CT reports. 一种深度学习算法对非对比脑CT报告分类的诊断精度。
IF 2.3 Pub Date : 2025-05-09 eCollection Date: 2025-01-01 DOI: 10.3389/fradi.2025.1509377
Hamza Eren Güzel, Göktuğ Aşcı, Oytun Demirbilek, Tuğçe Doğa Özdemir, Pelin Berfin Erekli

Objective: This study aimed to determine the diagnostic precision of a deep learning algorithm for the classificaiton of non-contrast brain CT reports.

Methods: A total of 1,861 non-contrast brain CT reports were randomly selected, anonymized, and annotated for urgency level by two radiologists, with review by a senior radiologist. The data, encrypted and stored in Excel format, were securely maintained on a university cloud system. Using Python 3.8.16, the reports were classified into four urgency categories: emergency, not emergency but needs timely attention, clinically non-significant and normal. The dataset was split, with 800 reports used for training and 200 for validation. The DistilBERT model, featuring six transformer layers and 66 million trainable parameters, was employed for text classification. Training utilized the Adam optimizer with a learning rate of 2e-5, a batch size of 32, and a dropout rate of 0.1 to prevent overfitting. The model achieved a mean F1 score of 0.85 through 5-fold cross-validation, demonstrating strong performance in categorizing radiology reports.

Results: Of the 1,861 scans, 861 cases were identified as fit for study through the senior radiologist and self-hosted Label Studio interpretations. It was observed that the algorithm achieved a sensitivity of 91% and a specificity of 90% in the measurements made on the test data. The F1 score was measured as 0.89 for the best fold. The algorithm most successfully distinguished emergency results with positive predictive values that were unexpectedly lower than in previously reported studies. Beam hardening artifacts and excessive noise, compromising the quality of CT scan images, were significantly associated with decreased model performance.

Conclusion: The proposed deep learning algorithm demonstrated high diagnostic accuracy, sensitivity, and specificity in classifying non-contrast brain CT reports. These results indicate the feasibility of automated identification of critical cases, which may support workflow efficiency and timely patient management in radiology practice.

目的:本研究旨在确定深度学习算法在脑CT非对比报告分类中的诊断精度。方法:随机选择1,861份非对比脑CT报告,由两名放射科医生匿名标注紧急程度,并由一名高级放射科医生审查。这些数据经过加密并以Excel格式存储,安全地保存在大学的云系统上。使用Python 3.8.16将报告分为紧急、非紧急但需要及时关注、临床不显著和正常四类。数据集被分割,其中800个报告用于训练,200个报告用于验证。采用具有6个变形层和6600万个可训练参数的蒸馏器模型进行文本分类。训练使用Adam优化器,学习率为25 -5,批大小为32,辍学率为0.1,以防止过拟合。通过5次交叉验证,该模型的F1平均得分为0.85,在放射学报告分类中表现出较强的性能。结果:在1861次扫描中,通过高级放射科医生和自托管Label Studio解释,861例被确定为适合研究。观察到该算法在对测试数据进行测量时的灵敏度为91%,特异性为90%。最佳折叠的F1评分为0.89。该算法最成功地区分了具有阳性预测值的紧急结果,这些预测值出乎意料地低于先前报道的研究。光束硬化伪影和过多的噪声,影响了CT扫描图像的质量,与模型性能下降显著相关。结论:本研究揭示了我们机构人工智能决策支持系统(DSS)的诊断准确性下降。尽管进行了广泛的评估,但我们无法确定这种差异的来源,这引起了人们对这些具有不确定失效模式的工具的泛化性的关注。这些结果进一步强调了标准化研究设计的必要性,以便对新兴深度学习技术进行严格和可重复的现场比较。
{"title":"Diagnostic precision of a deep learning algorithm for the classification of non-contrast brain CT reports.","authors":"Hamza Eren Güzel, Göktuğ Aşcı, Oytun Demirbilek, Tuğçe Doğa Özdemir, Pelin Berfin Erekli","doi":"10.3389/fradi.2025.1509377","DOIUrl":"10.3389/fradi.2025.1509377","url":null,"abstract":"<p><strong>Objective: </strong>This study aimed to determine the diagnostic precision of a deep learning algorithm for the classificaiton of non-contrast brain CT reports.</p><p><strong>Methods: </strong>A total of 1,861 non-contrast brain CT reports were randomly selected, anonymized, and annotated for urgency level by two radiologists, with review by a senior radiologist. The data, encrypted and stored in Excel format, were securely maintained on a university cloud system. Using Python 3.8.16, the reports were classified into four urgency categories: emergency, not emergency but needs timely attention, clinically non-significant and normal. The dataset was split, with 800 reports used for training and 200 for validation. The DistilBERT model, featuring six transformer layers and 66 million trainable parameters, was employed for text classification. Training utilized the Adam optimizer with a learning rate of 2e-5, a batch size of 32, and a dropout rate of 0.1 to prevent overfitting. The model achieved a mean F1 score of 0.85 through 5-fold cross-validation, demonstrating strong performance in categorizing radiology reports.</p><p><strong>Results: </strong>Of the 1,861 scans, 861 cases were identified as fit for study through the senior radiologist and self-hosted Label Studio interpretations. It was observed that the algorithm achieved a sensitivity of 91% and a specificity of 90% in the measurements made on the test data. The F1 score was measured as 0.89 for the best fold. The algorithm most successfully distinguished emergency results with positive predictive values that were unexpectedly lower than in previously reported studies. Beam hardening artifacts and excessive noise, compromising the quality of CT scan images, were significantly associated with decreased model performance.</p><p><strong>Conclusion: </strong>The proposed deep learning algorithm demonstrated high diagnostic accuracy, sensitivity, and specificity in classifying non-contrast brain CT reports. These results indicate the feasibility of automated identification of critical cases, which may support workflow efficiency and timely patient management in radiology practice.</p>","PeriodicalId":73101,"journal":{"name":"Frontiers in radiology","volume":"5 ","pages":"1509377"},"PeriodicalIF":2.3,"publicationDate":"2025-05-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12098364/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144144764","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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Frontiers in radiology
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