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Comparing Glymphatic Function Measures: Diffusion Tensor Image Analysis Along Perivascular Spaces (DTI-ALPS) versus Intrathecal Contrast-Enhanced MRI. 比较淋巴功能测量:沿血管周围间隙扩散张量图像分析(DTI-ALPS)与鞘内对比增强MRI。
IF 15.2 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-01 DOI: 10.1148/radiol.252070
Ingrid Mossige, Lars M Valnes, Tryggve H Storås, Kyrre E Emblem, Per K Eide, Geir Ringstad

Background Diffusion-tensor image (DTI) analysis along the perivascular space (ALPS) is a noninvasive but not well-validated method proposed to evaluate glymphatic function. Purpose To assess ALPS indexes across participant groups and compare them with measures of cerebrospinal fluid (CSF) tracer enrichment and clearance obtained by intrathecal contrast-enhanced MRI (glymphatic MRI [gMRI]). Materials and Methods This secondary analysis of a prospective observational study included participants who underwent clinical work-up for CSF disorders from September 2015 to December 2019. MRI scans were acquired before injection and 24 and 48 hours after intrathecal injection of 0.5 mmol of gadobutrol. DTI scans were preprocessed and segmented using the FMRIB Software Library. Intrathecal contrast-enhanced MRI (ie, gMRI) scans were registered to the baseline T1-weighted image, and cortex and white matter (WM) were segmented with FreeSurfer. ALPS indexes were compared with relative changes in normalized T1-weighted signal intensity at 24 and 48 hours in regions of the cortex, subcortical WM, and deep WM where the ALPS regions of interest are located by using regression analysis. Results A total of 56 participants were included (mean age, 48 years ± 20 [SD]; 36 women): 16 with idiopathic normal pressure hydrocephalus (iNPH), 10 with arachnoid cysts, 11 with idiopathic intracranial hypertension, and 19 reference participants. The ALPS index was lower in the iNPH group than in the reference group (ALPS index, 1.26 and 1.68, respectively; P < .001). Across groups, the ALPS index and degree of CSF tracer enrichment at 24 hours in deep WM were negatively associated (β = -48; P < .001). However, mean tracer enrichment in the ALPS regions of interest was low (10%), in some participants close to 0, whereas enrichment in the cortex ranged from 68% to 81%. Across groups, there was no evidence of associations between the ALPS index and measures of CSF tracer dynamics at 48 hours in any region (|β| ≤ 8; P ≥ .55). Conclusion CSF tracer enhancement in the ALPS regions of interest was sparse across groups, and the association between the ALPS index and gMRI markers of glymphatic function was limited. © The Author(s) 2026. Published by the Radiological Society of North America under a CC BY 4.0 license. Supplemental material is available for this article.

沿血管周围间隙(ALPS)扩散张量图像(DTI)分析是一种无创但未经充分验证的评估淋巴功能的方法。目的评估各参与者组的ALPS指数,并将其与鞘内增强磁共振成像(glymphatic MRI [gMRI])获得的脑脊液(CSF)示踪剂富集和清除的测量结果进行比较。该前瞻性观察性研究的二级分析纳入了2015年9月至2019年12月期间接受脑脊液疾病临床检查的参与者。在注射前和鞘内注射0.5 mmol加多布鲁后24和48小时进行MRI扫描。使用FMRIB软件库对DTI扫描进行预处理和分割。鞘内对比增强MRI(即gMRI)扫描与基线t1加权图像相匹配,并用FreeSurfer对皮质和白质(WM)进行分割。通过回归分析,将ALPS指数与24小时和48小时时皮层、皮层下WM和深层WM中感兴趣的ALPS区域的归一化t1加权信号强度的相对变化进行比较。结果共纳入56例受试者(平均年龄48岁±20岁[SD],女性36例):特发性常压脑积水(iNPH) 16例,蛛网膜囊肿10例,特发性颅内高压11例,对照19例。iNPH组的ALPS指数低于对照组(ALPS指数分别为1.26和1.68,P < 0.001)。各组间,深WM 24h时ALPS指数与CSF示踪剂富集程度呈负相关(β = -48; P < .001)。然而,在一些参与者中,平均示踪剂在感兴趣的阿尔卑斯区域的富集很低(10%),接近于0,而在皮层的富集从68%到81%不等。在各组中,没有证据表明阿尔卑斯指数与任何区域48小时CSF示踪剂动态测量之间存在关联(|β|≤8;P≥0.55)。结论脑脊液示踪剂在阿尔卑斯感兴趣区域的增强在各组间是稀疏的,阿尔卑斯指数与淋巴功能的gMRI标记物之间的关联是有限的。©作者2026。由北美放射学会在CC by 4.0许可下发布。本文有补充材料。
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引用次数: 0
Agentic AI in Radiology. 放射学中的人工智能。
IF 15.2 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-01 DOI: 10.1148/radiol.252730
Satvik Tripathi, Tessa S Cook, Woojin Kim
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引用次数: 0
Effect of Reporting Mode and Clinical Experience on Radiologists' Gaze and Image Analysis Behavior at Chest Radiography. 报告模式与临床经验对胸片医师注视与影像分析行为的影响。
IF 15.2 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-01 DOI: 10.1148/radiol.251348
Mahta Khoobi, Marc S von der Stück, Felix Barajas Ordonez, Anca-Maria Iancu, Eric N Corban, Julia Nowak, Aleksandar Kargaliev, Valeria Perelygina, Anna-Sophie Schott, Daniel Pinto Dos Santos, Christiane K Kuhl, Daniel Truhn, Sven Nebelung, Robert M Siepmann
<p><p>Background Structured reporting (SR) and artificial intelligence (AI) could potentially transform radiologists' interactions with imaging studies. Purpose To assess the impact of different reporting modes on radiologists' interactions with chest radiographs, with and without AI, regarding image analysis behavior, diagnostic accuracy and efficiency, and user experience. Materials and Methods In this prospective study (July to December 2024), four novice readers (resident radiologists in training and pregraduate medical students) and four non-novice readers (resident radiologists in training) each analyzed 35 bedside chest radiographs using three reporting modes: free-text reporting, SR with itemized and graded findings, and AI-prefilled SR (AI-SR) (ie, SR with AI-prefilled suggestions). A customized viewer displayed radiographs and the reporting interface on a screen-based eye-tracking system. Outcome measures included diagnostic accuracy (compared with the majority vote of six expert radiologists [reference standard], quantified using the Cohen κ coefficient), reporting time per radiograph, eye-tracking metrics, and user experience. Statistical analyses were performed using generalized linear mixed models and Bonferroni post hoc tests, with a significance level of <i>P</i> ≤ .01. Results Chest radiographs from 35 unique patients (mean age, 70.2 years ± 17.1 [SD]; 19 female patients) were included. Diagnostic accuracy was similar in free-text reporting (κ = 0.58) and SR (κ = 0.60; <i>P</i> > .99) but higher in AI-SR (κ = 0.71; both <i>P</i> < .001). Novice readers and non-novice readers both showed improvements with AI-SR compared to free-text reporting (Δκ = 0.17 and 0.09; both <i>P</i> < .001). SR and AI-SR reduced the mean reporting times per radiograph from 88 seconds ± 38 for free-text reporting to 37 seconds ± 18 for SR and 25 seconds ± 9 for AI-SR (both <i>P</i> < .001). Mean saccade counts (quick eye movements between fixations) for radiographs (205.1 ± 134.8 for free-text reporting, 123.1 ± 88.3 for SR, and 96.9 ± 57.8 for AI-SR) and mean total fixation duration for reports (11.4 seconds ± 4.7 for free-text reporting, 4.8 seconds ± 2.6 for SR, and 3.6 seconds ± 0.8 for AI-SR) were lower with SR and AI-SR than with free-text reporting (both <i>P</i> < .001). For novice readers, gaze focus shifted from report to radiograph with SR (percentage of total fixation duration directed towards radiograph, 67.6% for free-text reporting [<i>P</i> = .03 for difference between radiograph and report] vs 74.0% for SR [<i>P</i> = .005]), whereas non-novice readers maintained visual focus on the radiograph regardless of reporting mode (total fixation duration, 8.1 seconds ± 4.4 for free-text reporting, 6.1 seconds ± 3.6 for SR, and 6.5 seconds ± 2.7 for AI-SR; <i>P</i> = .51). Readers were most appreciative of AI-SR (number of readers rating user satisfaction as high: three of eight for free-text reporting, seven of eight for SR, and eight of eight f
结构化报告(SR)和人工智能(AI)可能会改变放射科医生与成像研究的互动。目的评估不同报告模式对放射科医师在使用和不使用人工智能胸片时在图像分析行为、诊断准确性和效率以及用户体验方面的交互影响。在这项前瞻性研究(2024年7月至12月)中,4名新手读者(实习住院放射科医师和医学研究生)和4名非新手读者(实习住院放射科医师)分别使用三种报告模式分析了35张床边胸部x线片:自由文本报告、逐项分级报告和人工智能预填充报告(AI-SR)(即人工智能预填充建议的SR)。定制的查看器在基于屏幕的眼球追踪系统上显示x光片和报告界面。结果测量包括诊断准确性(与六位放射专家的多数投票[参考标准]进行比较,使用Cohen κ系数进行量化),每张x光片的报告时间,眼动追踪指标和用户体验。采用广义线性混合模型和Bonferroni事后检验进行统计学分析,显著性水平P≤0.01。结果纳入35例特殊患者的胸片,平均年龄70.2岁±17.1 [SD],女性19例。自由文本报告(κ = 0.58)和SR报告的诊断准确性相似(κ = 0.60, P < 0.99),但AI-SR报告的诊断准确性更高(κ = 0.71, P均< 0.001)。与自由文本报告相比,新手读者和非新手读者在AI-SR方面都有改善(Δκ = 0.17和0.09;P均< .001)。SR和AI-SR将每张x光片的平均报告时间从自由文本报告的88秒±38缩短到SR的37秒±18和AI-SR的25秒±9 (P均< 0.001)。x线片的平均扫视计数(注视之间的快速眼动)(自由文本报告为205.1±134.8,SR报告为123.1±88.3,AI-SR报告为96.9±57.8)和报告的平均总注视时间(自由文本报告为11.4秒±4.7,SR报告为4.8秒±2.6,AI-SR报告为3.6秒±0.8)均低于自由文本报告(P均< 0.001)。对于新手读者来说,凝视焦点从报告转移到有SR的x光片(指向x光片的总注视时间百分比,自由文本报告为67.6% [x光片与报告的差异P = 0.03], SR报告为74.0% [P = 0.005]),而非新手读者无论报告模式如何都能保持对x光片的视觉焦点(总注视时间,自由文本报告为8.1秒±4.4秒,SR报告为6.1秒±3.6秒,AI-SR为6.5秒±2.7秒,P = 0.51)。读者最欣赏AI-SR(认为用户满意度很高的读者数量:8人中有3人喜欢自由文本报告,7人中有8人喜欢SR, 8人中有8人喜欢AI-SR)。结论与自由文本报告相比,SR通过将视觉注意力引导到图像上提高了效率,而AI-SR提高了诊断准确性。©RSNA, 2026本文提供补充材料。
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引用次数: 0
Ultra-High-Resolution Photon-counting CT Depicts Coronary In-Stent Restenosis. 超高分辨率光子计数CT显示冠脉支架内再狭窄。
IF 15.2 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-01 DOI: 10.1148/radiol.252493
Yu Jiang, Jiayu Sun
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引用次数: 0
Photon-counting CT versus Energy-integrating Detector CT Performance for Various BMI and Tumor Sizes in Lung Cancer. 光子计数CT与能量积分检测器CT在肺癌中不同BMI和肿瘤大小的表现。
IF 15.2 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-01 DOI: 10.1148/radiol.251663
Yuhan Zhou, Xiaoxu Guo, Limin Lei, Haojie Zhang, Zhihao Wang, Yifan Guo, Yajie Wang, Lina Tao, Hao Sun, Songwei Yue

Background Data on the detection of enhancement-related malignant features and applicable scenarios for low-dose ultrahigh-resolution photon-counting CT (PCCT) in lung cancer are lacking. Purpose To compare the benefits of PCCT versus energy-integrating detector (EID) CT at contrast-enhanced chest CT for different populations with lung cancer. Materials and Methods This prospective study enrolled 459 consecutive participants with lesions who underwent either low-dose contrast media PCCT (1 mL/kg at 2 mL/sec) or standard-dose EID CT (1.2 mL/kg at 3 mL/sec) from June to December 2024. The EID CT group was selected using propensity score matching. Images were reconstructed into five section thicknesses (PCCT: 5 mm, 1 mm, 0.4 mm; EID CT: 5 mm, 1 mm). Adverse reactions and contrast-induced acute kidney injury were recorded. Lesion image quality, malignant radiologic features, diagnostic confidence, and subgroup (body mass index [calculated as weight in kilograms divided by height in meters squared], tumor size) were analyzed using a five-point Likert scale. Statistical data were compared using one-way analysis of variance and post hoc comparisons. Results Among 200 participants after propensity score matching (mean age, 61.66 years ± 9.60 [SD]), PCCT reduced radiation and iodine exposure by 66.34% (effective dose, 1.36 mSv vs 4.04 mSv) and 26.57% (iodine load, 20.62 mg vs 28.08 mg; P < .001), respectively, lowering adverse reactions and contrast-induced acute kidney injury (2% [two of 100 participants] vs 9% [nine of 100], P = .03; 1% [one of 100] vs 7% [seven of 100], P = .03). PCCT at 0.4 mm showed higher detection and diagnostic confidence for enhancement-related malignant features (PCCT vs EID CT, 291-340 findings vs 194-255 findings [Likert 5 {IQR, 4-5} vs Likert 3 {IQR, 3-4}]; P < .001) and yielded higher overall image quality (Likert 5 [IQR, 5-5]; P < .05) in normal weight participants and structures within enhanced lesions of less than or equal to 3 cm (Likert 4 [IQR, 3-4] vs Likert 3 [IQR, 3-3]; P < .001). Conclusion PCCT reduced radiation exposure, adverse reactions, and contrast-induced acute kidney injury compared with EID CT. With a 0.4-mm section thickness, PCCT improved overall image quality, detection of enhancement-related malignant features, and diagnostic confidence, making it suitable for various body mass index and small lesions (T1 stage). © The Author(s) 2026. Published by the Radiological Society of North America under a CC BY 4.0 license. Supplemental material is available for this article.

背景低剂量超高分辨率光子计数CT (PCCT)在肺癌中增强相关恶性特征的检测及应用场景缺乏相关数据。目的比较PCCT与能量积分检测器(EID) CT对比增强胸部CT对不同人群肺癌的益处。材料和方法这项前瞻性研究招募了459名连续的病变患者,他们在2024年6月至12月期间接受了低剂量造影剂PCCT (1ml /kg, 2ml /秒)或标准剂量EID CT (1.2 mL/kg, 3ml /秒)。采用倾向评分匹配法选择EID CT组。将图像重构为5个断面厚度(PCCT: 5mm、1mm、0.4 mm; EID CT: 5mm、1mm)。记录不良反应及造影剂引起的急性肾损伤。病变图像质量、恶性放射学特征、诊断置信度和亚组(体重指数[以体重公斤除以身高米的平方计算]、肿瘤大小)采用五点李克特量表进行分析。统计数据采用单因素方差分析和事后比较进行比较。结果在倾向评分匹配后的200名参与者(平均年龄61.66岁±9.60 [SD])中,PCCT分别减少了66.34%(有效剂量,1.36 mSv vs 4.04 mSv)和26.57%(碘负荷,20.62 mg vs 28.08 mg, P < 0.001),降低了不良反应和造影剂引起的急性肾损伤(2% [2 / 100]vs 9% [9 / 100], P = 0.03; 1% [1 / 100] vs 7% [7 / 100], P = 0.03)。0.4 mm PCCT对增强相关恶性特征的检测和诊断置信度更高(PCCT vs EID CT, 291-340结果vs 194-255结果[Likert 5 {IQR, 4-5} vs Likert 3 {IQR, 3-4}]; P < .001),在正常体重的参与者和小于或等于3cm的增强病变内的结构(Likert 4 [IQR, 3-4] vs Likert 3 [IQR, 3-3], P < .05)中产生更高的整体图像质量(Likert 5 [IQR, 5-5]; P < .05)。结论与EID CT相比,PCCT减少了辐射暴露、不良反应和造影剂诱导的急性肾损伤。PCCT切片厚度为0.4 mm,提高了整体图像质量,增强相关恶性特征的检测,提高了诊断的置信度,适用于各种体重指数和小病变(T1期)。©作者2026。由北美放射学会在CC by 4.0许可下发布。本文有补充材料。
{"title":"Photon-counting CT versus Energy-integrating Detector CT Performance for Various BMI and Tumor Sizes in Lung Cancer.","authors":"Yuhan Zhou, Xiaoxu Guo, Limin Lei, Haojie Zhang, Zhihao Wang, Yifan Guo, Yajie Wang, Lina Tao, Hao Sun, Songwei Yue","doi":"10.1148/radiol.251663","DOIUrl":"https://doi.org/10.1148/radiol.251663","url":null,"abstract":"<p><p>Background Data on the detection of enhancement-related malignant features and applicable scenarios for low-dose ultrahigh-resolution photon-counting CT (PCCT) in lung cancer are lacking. Purpose To compare the benefits of PCCT versus energy-integrating detector (EID) CT at contrast-enhanced chest CT for different populations with lung cancer. Materials and Methods This prospective study enrolled 459 consecutive participants with lesions who underwent either low-dose contrast media PCCT (1 mL/kg at 2 mL/sec) or standard-dose EID CT (1.2 mL/kg at 3 mL/sec) from June to December 2024. The EID CT group was selected using propensity score matching. Images were reconstructed into five section thicknesses (PCCT: 5 mm, 1 mm, 0.4 mm; EID CT: 5 mm, 1 mm). Adverse reactions and contrast-induced acute kidney injury were recorded. Lesion image quality, malignant radiologic features, diagnostic confidence, and subgroup (body mass index [calculated as weight in kilograms divided by height in meters squared], tumor size) were analyzed using a five-point Likert scale. Statistical data were compared using one-way analysis of variance and post hoc comparisons. Results Among 200 participants after propensity score matching (mean age, 61.66 years ± 9.60 [SD]), PCCT reduced radiation and iodine exposure by 66.34% (effective dose, 1.36 mSv vs 4.04 mSv) and 26.57% (iodine load, 20.62 mg vs 28.08 mg; <i>P</i> < .001), respectively, lowering adverse reactions and contrast-induced acute kidney injury (2% [two of 100 participants] vs 9% [nine of 100], <i>P</i> = .03; 1% [one of 100] vs 7% [seven of 100], <i>P</i> = .03). PCCT at 0.4 mm showed higher detection and diagnostic confidence for enhancement-related malignant features (PCCT vs EID CT, 291-340 findings vs 194-255 findings [Likert 5 {IQR, 4-5} vs Likert 3 {IQR, 3-4}]; <i>P</i> < .001) and yielded higher overall image quality (Likert 5 [IQR, 5-5]; <i>P</i> < .05) in normal weight participants and structures within enhanced lesions of less than or equal to 3 cm (Likert 4 [IQR, 3-4] vs Likert 3 [IQR, 3-3]; <i>P</i> < .001). Conclusion PCCT reduced radiation exposure, adverse reactions, and contrast-induced acute kidney injury compared with EID CT. With a 0.4-mm section thickness, PCCT improved overall image quality, detection of enhancement-related malignant features, and diagnostic confidence, making it suitable for various body mass index and small lesions (T1 stage). © The Author(s) 2026. Published by the Radiological Society of North America under a CC BY 4.0 license. <i>Supplemental material is available for this article.</i></p>","PeriodicalId":20896,"journal":{"name":"Radiology","volume":"318 2","pages":"e251663"},"PeriodicalIF":15.2,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146114330","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Guidelines for Reporting Studies on Large Language Models in Radiology: An International Delphi Expert Survey. 放射学大语言模型报告研究指南:一项国际德尔菲专家调查。
IF 15.2 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-01 DOI: 10.1148/radiol.250913
Jonathan Kottlors, Andra-Iza Iuga, Christian Bluethgen, Keno Bressem, Jakob Nikolas Kather, Linda Moy, Christoph Wald, Wei Wang, Tianming Liu, Erik Ranschaert, Thomas Dratsch, Jens Kleesiek, Roman Johannes Gertz, Pranav Rajpurkar, Arash Bedayat, Matthias A Fink, Almut Zeeck, Akshay Chaudhari, Tarik Alkasab, Honghan Wu, Felix Nensa, Benyou Wang, Nils Große Hokamp, Kai Roman Laukamp, Thorsten Persigehl, David Maintz, Daniel Truhn, Simon Lennartz

Large language models (LLMs) have transformative potential in radiology, including textual summaries, diagnostic decision support, proofreading, and image analysis. However, the rapid increase in studies investigating these models, along with the lack of standardized LLM-specific reporting practices, affects reproducibility, reliability, and clinical applicability. To address this, reporting guidelines for LLM studies in radiology were developed using a two-step process. First, a systematic review of LLM studies in radiology was conducted across PubMed, IEEE Xplore, and the ACM Digital Library, covering publications between May 2023 and March 2024. Of 511 screened studies, 57 were included to identify relevant aspects for the guidelines. Then, in a Delphi process, 20 international experts developed the final list of items for inclusion. Items consented as relevant were summarized into a structured checklist containing 32 items across six key categories: general information and data input; prompting and fine-tuning; performance metrics; ethics and data transparency; implementation, risks, and limitations; and further/optional aspects. The final FLAIR (Framework for LLM Assessment in Radiology) checklist aims to standardize reporting of LLM studies in radiology, fostering transparency, reproducibility, comparability, and clinical applicability to enhance clinical translation and patient care. © The Author(s) 2026. Published by the Radiological Society of North America under a CC BY 4.0 license. Supplemental material is available for this article.

大型语言模型(llm)在放射学中具有变革潜力,包括文本摘要、诊断决策支持、校对和图像分析。然而,调查这些模型的研究迅速增加,以及缺乏标准化的法学硕士特定报告实践,影响了可重复性、可靠性和临床适用性。为了解决这个问题,放射学法学硕士研究的报告指南采用两步流程制定。首先,通过PubMed、IEEE explore和ACM数字图书馆对放射学法学硕士研究进行了系统回顾,涵盖了2023年5月至2024年3月之间的出版物。在511项被筛选的研究中,有57项被纳入以确定指南的相关方面。然后,在德尔菲过程中,20名国际专家制定了最终的纳入项目清单。同意的相关项目汇总成一个结构化的清单,其中包含六个关键类别的32个项目:一般信息和数据输入;提示和微调;性能指标;道德和数据透明度;实施、风险和限制;以及其他/可选方面。最终的FLAIR(放射学法学硕士评估框架)清单旨在标准化放射学法学硕士研究的报告,促进透明度,可重复性,可比性和临床适用性,以提高临床翻译和患者护理。©作者2026。由北美放射学会在CC by 4.0许可下发布。本文有补充材料。
{"title":"Guidelines for Reporting Studies on Large Language Models in Radiology: An International Delphi Expert Survey.","authors":"Jonathan Kottlors, Andra-Iza Iuga, Christian Bluethgen, Keno Bressem, Jakob Nikolas Kather, Linda Moy, Christoph Wald, Wei Wang, Tianming Liu, Erik Ranschaert, Thomas Dratsch, Jens Kleesiek, Roman Johannes Gertz, Pranav Rajpurkar, Arash Bedayat, Matthias A Fink, Almut Zeeck, Akshay Chaudhari, Tarik Alkasab, Honghan Wu, Felix Nensa, Benyou Wang, Nils Große Hokamp, Kai Roman Laukamp, Thorsten Persigehl, David Maintz, Daniel Truhn, Simon Lennartz","doi":"10.1148/radiol.250913","DOIUrl":"https://doi.org/10.1148/radiol.250913","url":null,"abstract":"<p><p>Large language models (LLMs) have transformative potential in radiology, including textual summaries, diagnostic decision support, proofreading, and image analysis. However, the rapid increase in studies investigating these models, along with the lack of standardized LLM-specific reporting practices, affects reproducibility, reliability, and clinical applicability. To address this, reporting guidelines for LLM studies in radiology were developed using a two-step process. First, a systematic review of LLM studies in radiology was conducted across PubMed, IEEE Xplore, and the ACM Digital Library, covering publications between May 2023 and March 2024. Of 511 screened studies, 57 were included to identify relevant aspects for the guidelines. Then, in a Delphi process, 20 international experts developed the final list of items for inclusion. Items consented as relevant were summarized into a structured checklist containing 32 items across six key categories: general information and data input; prompting and fine-tuning; performance metrics; ethics and data transparency; implementation, risks, and limitations; and further/optional aspects. The final FLAIR (Framework for LLM Assessment in Radiology) checklist aims to standardize reporting of LLM studies in radiology, fostering transparency, reproducibility, comparability, and clinical applicability to enhance clinical translation and patient care. © The Author(s) 2026. Published by the Radiological Society of North America under a CC BY 4.0 license. <i>Supplemental material is available for this article.</i></p>","PeriodicalId":20896,"journal":{"name":"Radiology","volume":"318 2","pages":"e250913"},"PeriodicalIF":15.2,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146114299","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Nodular Transformation-driven Circulatory Remodeling in Biliary Atresia-induced Pediatric Biliary Cirrhosis: A Three-dimensional Phase-Contrast CT Rendering. 胆道闭锁所致儿童胆汁性肝硬化结节转化驱动的循环重构:三维相位对比CT呈现。
IF 15.2 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-02-01 DOI: 10.1148/radiol.252332
Bei-Ning Qi, Xin-Yan Zhao, Wen-Juan Lv, Shan Shan, Xian-Qin Du, Jian-Bo Jian, Chun-Hong Hu

Background In pediatric biliary cirrhosis secondary to biliary atresia (BA), hepatic lobules are disrupted to form pseudolobules. How the hepatic circulation is reorganized remains a poorly characterized issue. Purpose To reproduce the three-dimensional (3D) structural and remodeling alterations of BA-induced pseudolobules via phase-contrast CT (PCCT) and reveal their circulatory self-rescue mechanism. Materials and Methods In this retrospective study, residual donor normal liver tissue samples and BA-affected liver samples collected between November 2013 and April 2024 were imaged with PCCT. Combined with 3D visualization technology, the spatial anatomic morphologic characteristics of the veins, arteries, and sinusoidal system within the hepatic lobules were reproduced based on liver histopathologic examination. Key indexes such as the number of inlet and outlet venules, sinusoidal volume fraction, and anisotropy, were determined to characterize the structural remodeling of the circulatory pathway, from portal and arterial inflow through the sinusoidal exchange network to hepatic venous outflow, in patients with BA. All indicators were analyzed with generalized estimating equations, and the multiple test correction was performed by conducting Holm-Bonferroni correction, with P < .05 indicating statistical significance. Results Normal livers from three donors (median age, 36 months; IQR, 12-132 months; two male donors) and 25 patients with BA (median age, 7.00 months; IQR, 5.8-10 months; 17 male patients) were analyzed. The mean number of inlet venules decreased from 253.07 ± 70.99 (SD) in normal lobules to 138.80 ± 28.12 in pseudolobules (P < .001). The mean number of inlet arterioles increased from 3.93 ± 1.39 in normal lobules to 5.65 ± 2.43 in pseudolobules (P < .001). The number of outlet venules in pseudolobules decreased by 35% compared with that in normal lobules (mean, 105.02 ± 42.47 vs 161.96 ± 42.47; P < .001). In the sinusoidal system, the volume fraction in pseudolobules increased by 51% compared with that in normal lobules (mean, 40.42 ± 6.28 vs 26.72 ± 6.32; P < .001), especially in the inlet area, where this value nearly doubled (mean, 44.47 ± 4.73 vs 23.44 ± 5.95; P < .001). Mean anisotropy decreased from 0.53 ± 0.02 in normal lobules to 0.51 ± 0.03 in pseudolobules (P < .001). Conclusion The lobular circulation remodeling mechanism in BA-induced pseudolobules, from the inlet channel to the exchange network and outlet channel, was comprehensively revealed via PCCT. © RSNA, 2026 Supplemental material is available for this article.

背景:小儿胆汁性肝硬化继发于胆道闭锁(BA),肝小叶被破坏形成假小叶。肝循环如何重组仍然是一个缺乏特征的问题。目的通过相衬CT (PCCT)重现ba诱导的假小叶的三维(3D)结构和重塑变化,揭示其循环自救机制。材料与方法在本回顾性研究中,对2013年11月至2024年4月期间采集的供体正常肝组织残余样本和ba感染肝样本进行PCCT成像。结合三维可视化技术,在肝脏组织病理学检查的基础上,再现肝小叶内静脉、动脉、窦系统的空间解剖形态特征。通过测定进出小静脉数量、窦体积分数和各向异性等关键指标来表征BA患者从门静脉和动脉通过窦交换网流入到肝静脉流出的循环通路的结构重塑。所有指标采用广义估计方程进行分析,采用Holm-Bonferroni校正进行多重检验校正,P < 0.05为有统计学意义。结果分析了3例(中位年龄36个月,IQR为12-132个月,2例男性)和25例BA患者(中位年龄7.00个月,IQR为5.8-10个月,17例男性)的正常肝脏。正常小叶平均进气道小静脉数为253.07±70.99 (SD),假小叶平均进气道小静脉数为138.80±28.12 (P < 0.001)。正常小叶的平均入口小动脉数为3.93±1.39条,假小叶的平均入口小动脉数为5.65±2.43条(P < 0.001)。假小叶出口小静脉数较正常小叶减少35%(平均105.02±42.47 vs 161.96±42.47;P < 0.001)。在正弦系统中,假小叶的体积分数比正常小叶的体积分数增加了51%(平均40.42±6.28 vs 26.72±6.32,P < 0.001),特别是在进气道区域,该值几乎增加了一倍(平均44.47±4.73 vs 23.44±5.95,P < 0.001)。平均各向异性从正常小叶的0.53±0.02下降到假小叶的0.51±0.03 (P < 0.001)。结论通过PCCT全面揭示了ba诱导的假小叶从入口通道到交换网络和出口通道的小叶循环重塑机制。©RSNA, 2026本文提供补充材料。
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引用次数: 0
Endovascular Recanalization versus Medical Treatment Alone for Symptomatic Nonacute Intracranial Artery Occlusion: A Multicenter Cohort Study. 血管内再通与单纯药物治疗对症性非急性颅内动脉闭塞:一项多中心队列研究
IF 19.7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-01 DOI: 10.1148/radiol.251080
Lei Li,Zhaoxuan Yan,Qi Wu,Haoquan Sun,Jianjia Han,Lan Ma,Yingchun Wu,Ludi Fu,Yan Liu,Chenghua Xu,Anyang Tao,Jing Wang,Fei Qi,Jin Lv,Xiaoli Zhang,Anxin Wang,Feng Gao,
Background Whether endovascular recanalization (ER) plus medical treatment reduces the risk of stroke or death compared with medical treatment alone in patients with symptomatic nonacute intracranial artery occlusion (sNAIAO) is uncertain. Purpose To compare clinical outcomes following ER plus medical treatment versus medical treatment alone in patients with sNAIAO. Materials and Methods This multicenter, prospective cohort study enrolled consecutive participants with sNAIAO at six comprehensive stroke centers in China from January 2020 to October 2023. The primary outcome was any stroke or death within 30 days after enrollment or ischemic stroke in the same region as the qualifying artery between 30 days and 1 year after enrollment. The difference in the primary outcome between groups was assessed by using Kaplan-Meier analysis with log-rank testing. Results Of the 436 participants included in the final analysis (median age, 57 years; IQR, 50-65 years; 322 male and 114 female participants), 288 underwent medical treatment alone, and 148 underwent ER plus medical treatment (hereafter, the ER group). Compared with medical treatment alone, ER plus medical treatment increased the incidence of the primary outcome (adjusted hazard ratio [aHR], 2.80; 95% CI: 1.55, 5.08; P < .001). Within 30 days of enrollment, the risk of stroke or death was greater in the ER group than in the medical group (aHR, 21.74; 95% CI: 5.00, 95; P < .001). Between 30 days and 1 year after enrollment, there was no evidence of a difference between groups in the incidence of ischemic stroke in the territory of the qualifying artery (aHR, 0.62; 95% CI: 0.24, 1.62; P = .33). Conclusion In patients with sNAIAO, medical treatment alone was associated with better clinical outcomes compared with ER plus medical treatment. The observed higher event rate in the ER group suggested potential procedure-related risks. © RSNA, 2026 Supplemental material is available for this article. See also the editorial by Chaudhary and Wilseck in this issue.
背景对于有症状的非急性颅内动脉闭塞(sNAIAO)患者,血管内再通术(ER)加药物治疗是否比单独药物治疗能降低卒中或死亡的风险尚不确定。目的比较急诊联合药物治疗与单纯药物治疗对sNAIAO患者的临床疗效。该多中心前瞻性队列研究于2020年1月至2023年10月在中国6个综合卒中中心招募了sNAIAO患者。主要终点为入组后30天内的任何中风或死亡,或入组后30天至1年内符合条件的动脉所在区域发生缺血性中风。采用Kaplan-Meier分析和log-rank检验评估各组间主要转归的差异。结果纳入最终分析的436名参与者(中位年龄57岁,平均年龄50-65岁,男性322人,女性114人)中,单独接受药物治疗的288人,接受ER联合药物治疗的148人(以下简称ER组)。与单纯药物治疗相比,ER加药物治疗增加了主要结局的发生率(校正风险比[aHR], 2.80; 95% CI: 1.55, 5.08; P < .001)。入组后30天内,急诊组中风或死亡的风险高于内科组(aHR, 21.74; 95% CI: 5.00, 95; P < 0.001)。在入组后30天至1年内,没有证据表明两组在符合条件的动脉区域发生缺血性卒中的发生率有差异(aHR, 0.62; 95% CI: 0.24, 1.62; P = 0.33)。结论在sNAIAO患者中,单纯药物治疗比ER +药物治疗具有更好的临床效果。观察到的ER组较高的事件发生率提示潜在的手术相关风险。©RSNA, 2026本文提供补充材料。参见本期乔杜里和威尔塞克的社论。
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引用次数: 0
Uremic Tumoral Calcinosis. 尿毒症肿瘤钙质沉着症。
IF 15.2 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-01 DOI: 10.1148/radiol.252500
Yong Xie, Min Yang
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引用次数: 0
Drug-coated Balloon for Endovascular Treatment of Symptomatic Intracranial Stenotic Disease: A Multicenter Randomized Controlled Trial. 药物包被球囊血管内治疗症状性颅内狭窄:一项多中心随机对照试验。
IF 15.2 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-01 DOI: 10.1148/radiol.250893
Sheng Guan, Xu Tong, Xiaoqing Li, Chao Liu, Yuesong Pan, Thanh N Nguyen, Shuang Song, Feng Gao, Xuan Sun, Zijun He, Ming Yang, Jiachun Liu, Guobiao Liang, Wenlong He, Yunfeng Zhang, Guodong Xu, Xiaosong Huang, Liping Wei, Jin Zhang, Yan Wang, Changqing Chen, Hongbo Zheng, Xingen Zhu, Zhongrong Miao, Dapeng Mo

Background Restenosis is a major cause of stroke recurrence after bare-metal stent (BMS) placement in patients with symptomatic intracranial atherosclerotic disease (ICAD). Observational studies have shown that drug-coated balloon (DCB) angioplasty can reduce restenosis rates. Purpose To compare the efficacy and safety of DCB angioplasty with that of BMS placement in individuals with symptomatic ICAD with high-grade stenosis. Materials and Methods Eligible patients with symptomatic ICAD at 14 Chinese tertiary hospitals were prospectively and randomly assigned (1:1 ratio) to the DCB and BMS groups. The primary outcome was 6-month restenosis assessed with digital subtraction angiography. Secondary and safety outcomes included 6-month symptomatic restenosis, 30-day to 1-year recurrent ischemic event, and 30-day stroke or death. Between-group differences in outcomes were tested using generalized linear and Cox regression models. Results Between July 2021 and March 2023, 209 participants (median age, 59 years [IQR, 52-66 years]; 157 men), 103 and 106 in the DCB and BMS groups, respectively, were included in the intention-to-treat analysis. A total of 164 participants completed the 6-month digital subtraction angiography follow-up, and 203 participants completed the 1-year clinical follow-up. The 6-month angiographic restenosis rate was lower in the DCB group than in the BMS group (11% vs 29%; risk ratio, 0.38 [95% CI: 0.19, 0.78]; P = .006). The DCB group also had a lower 6-month symptomatic restenosis rate (1% vs 10%; risk ratio, 0.13 [95% CI: 0.02, 0.96]; P = .02) and lower 30-day to 1-year recurrent ischemic event rate (4% vs 13%; hazard ratio, 0.31 [95% CI: 0.10, 0.94]; P = .04). The 30-day stroke or death rate was similar in the DCB and BMS groups (6% vs 5%; hazard ratio, 1.24 [95% CI: 0.38, 4.05]; P = .73). Conclusion In individuals with symptomatic ICAD with high-grade stenosis, DCB angioplasty reduced the 6-month risks of angiographic restenosis and symptomatic restenosis and 30-day to 1-year recurrent ischemic event rate compared with BMS placement. Chinese Clinical Trial Registry no. ChiCTR2100046829 © RSNA, 2026 Supplemental material is available for this article. See also the editorial by Wojak in this issue.

背景:再狭窄是症状性颅内动脉粥样硬化疾病(ICAD)患者放置裸金属支架(BMS)后卒中复发的主要原因。观察性研究表明药物包被球囊(DCB)血管成形术可以降低再狭窄率。目的比较DCB血管成形术与BMS置入术在症状性ICAD伴高度狭窄患者中的疗效和安全性。材料与方法将国内14家三级医院符合条件的有症状ICAD患者按1:1比例前瞻性随机分为DCB组和BMS组。主要结果是通过数字减影血管造影评估6个月再狭窄。次要结局和安全性结局包括6个月症状性再狭窄、30天至1年复发性缺血事件、30天卒中或死亡。采用广义线性和Cox回归模型检验结果的组间差异。在2021年7月至2023年3月期间,209名参与者(中位年龄59岁[IQR, 52-66岁];157名男性)、103名DCB组和106名BMS组分别被纳入意向治疗分析。共有164名参与者完成了6个月的数字减影血管造影随访,203名参与者完成了1年的临床随访。DCB组6个月血管造影再狭窄率低于BMS组(11% vs 29%;风险比为0.38 [95% CI: 0.19, 0.78]; P = 0.006)。DCB组6个月症状性再狭窄发生率也较低(1%对10%;风险比0.13 [95% CI: 0.02, 0.96]; P = 0.02), 30天至1年再缺血事件发生率较低(4%对13%;风险比0.31 [95% CI: 0.10, 0.94]; P = 0.04)。DCB组和BMS组的30天卒中或死亡率相似(6% vs 5%;风险比为1.24 [95% CI: 0.38, 4.05]; P = 0.73)。结论:与BMS放置相比,在症状性ICAD伴高度狭窄的个体中,DCB血管成形术降低了6个月血管造影再狭窄和症状性再狭窄的风险,降低了30天至1年再缺血事件发生率。中国临床试验注册号:ChiCTR2100046829©RSNA, 2026本文有补充材料。请参阅Wojak在本期的社论。
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引用次数: 0
期刊
Radiology
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