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Why clinical context and sustainability matters: the role of high-concentration contrast in CEM. 为什么临床背景和可持续性很重要:高浓度造影剂在CEM中的作用。
IF 4.5 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-19 DOI: 10.1186/s13244-025-02140-0
Federica Pediconi, Annarita Speranza, Giuliana Moffa, Roberto Maroncelli, Sara Coppola, Francesca Galati, Claudia Bernardi, Giacomo Maccagno, Dominga Pugliese, Carlo Catalano, Andrea Laghi, Veronica Rizzo
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引用次数: 0
Editorial Expression of Concern: Trends of interventional radiology procedures during the COVID-19 pandemic: the first 27 weeks in the eye of the storm. 编辑表达关切:2019冠状病毒病大流行期间介入放射治疗的趋势:风暴眼的前27周
IF 4.5 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-19 DOI: 10.1186/s13244-025-02141-z
Guo Yuan How, Uei Pua
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引用次数: 0
What imaging modalities should be considered in suspected acute acalculous cholecystitis? A review of the evidence. 疑似急性无结石性胆囊炎应考虑哪些影像学检查方式?证据的回顾。
IF 4.5 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-19 DOI: 10.1186/s13244-025-02106-2
Benjamin Simon Phipps, Helen Kavnoudias, Bruno Di Muzio

Background: Radiological assessment remains crucial for acute acalculous cholecystitis (AAC) diagnosis, however, there is debate regarding the optimal imaging pathway. In the clinical setting, the decision to intervene, and the chosen procedure, are greatly influenced by imaging findings, and there is a need for a clear evaluation of each imaging modality's proficiency for AAC detection and its prognostic utility.

Methods: We performed a survey of the literature on the radiological diagnosis of AAC. Prospective and retrospective studies were selected if they examined the diagnostic utility of the imaging modality using histology as the ground truth, and had a sample size of greater than ten patients.

Results: Seventeen relevant studies were identified, which analysed US, hepatobiliary iminodiacetic acid (HIDA) scan, CT or MRI. The US has a reported specificity of between 93% and 97%, however, the sensitivity varied widely from 20% to 100%. The specificity of HIDA was reported as between 78% and 100%, but again, the sensitivity varied, between 38% and 100%. The literature on CT and MRI is limited, and there is no clear benefit over US for AAC diagnosis, however, they may be valuable for ruling out other diagnoses, or for surgical planning.

Conclusion: While radiological assessment holds utility in the management of suspected AAC, further research is required to properly define its role. Future research should focus on well-designed prospective studies to establish the diagnostic performance of both individual and multimodal imaging strategies in AAC, as well as the standardisation of imaging criteria and protocols across institutions.

Critical relevance statement: Prompt radiological diagnosis of AAC can prevent complications and improve patient survival, however, radiological assessment still varies between institutions. Consequently, there is an urgent need for the diagnostic performance of imaging strategies to be established, and protocols across institutions to be standardised.

Key points: Radiological assessment is crucial for early diagnosis and prompt management of AAC. CT, MRI and HIDA scans demonstrate minimal benefit over US for diagnosis. Further research is required for evidence-based standardisation of imaging criteria and protocols.

背景:放射学评估对于急性无结石性胆囊炎(AAC)的诊断仍然至关重要,然而,关于最佳成像途径存在争议。在临床环境中,干预的决定和选择的程序很大程度上受到影像学结果的影响,因此需要明确评估每种成像方式对AAC检测的熟练程度及其预后效用。方法:对AAC的影像学诊断文献进行综述。前瞻性和回顾性研究,如果他们检查成像模式的诊断效用使用组织学作为基本事实,并有超过10例患者的样本量选择。结果:通过超声、肝胆亚胺二乙酸(HIDA)扫描、CT或MRI分析了17项相关研究。据报道,美国的特异性在93%到97%之间,然而,敏感性在20%到100%之间变化很大。据报道,hda的特异性在78%至100%之间,但同样,敏感性在38%至100%之间变化。关于CT和MRI的文献有限,对于AAC的诊断没有明显的益处,然而,它们可能对排除其他诊断或手术计划有价值。结论:虽然放射学评估在疑似AAC的治疗中具有实用价值,但需要进一步研究以正确界定其作用。未来的研究应侧重于精心设计的前瞻性研究,以建立AAC中单个和多模式成像策略的诊断性能,以及跨机构的成像标准和协议的标准化。关键相关性声明:AAC的及时放射诊断可以预防并发症,提高患者生存率,然而,不同机构的放射评估仍存在差异。因此,迫切需要建立成像策略的诊断性能,并对各机构的协议进行标准化。放射学评估对AAC的早期诊断和及时治疗至关重要。CT, MRI和hda扫描在诊断方面的优势小于US。成像标准和方案的循证标准化需要进一步的研究。
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引用次数: 0
Why study design matters: evaluating bias and generalizability in contrast-enhanced mammography research. 为什么研究设计很重要:评价对比增强乳房x光检查研究的偏倚和普遍性。
IF 4.5 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-19 DOI: 10.1186/s13244-025-02139-7
Marc B I Lobbes, Patricia J Nelemans
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引用次数: 0
Assessing brain metastasis response to immunotherapy: a pictorial review of atypical responses and intracranial adverse events. 评估脑转移对免疫治疗的反应:非典型反应和颅内不良事件的图像回顾。
IF 4.5 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-19 DOI: 10.1186/s13244-025-02125-z
Gary Amseian, Francisco Aya, Camilo Pineda, Sofía González-Ortiz, Juan-Andrés Mora, Maria-Lourdes Olondo, Andres Perissinotti, Gabriela-Ailen Caballero, Iban Aldecoa, Laura Mezquita, Josep Puig, Ana Arance, Núria Bargalló, Laura Oleaga

Immunotherapy, particularly immune checkpoint inhibitors, plays a crucial role in the treatment of brain metastases in various primary cancers. Response assessment encompasses atypical patterns, including pseudoprogression, hyperprogression, or dissociated response, which present greater complexity than classical patterns defined by standardized response assessment criteria. Additionally, intracranial adverse events like hypophysitis or encephalitis may resemble tumor progression. Accurate evaluation and management of brain metastases during immunotherapy requires that radiologists are familiar with both classical and atypical response patterns, as well as potential intracranial adverse events. Brain MRI and advanced imaging techniques serve as essential tools for this purpose. CRITICAL RELEVANCE STATEMENT: Assessing brain metastases response to immunotherapy accurately is fundamental for therapeutic decision-making. Radiologists must recognize classical and atypical responses and adverse events associated with immunotherapy to ensure optimal patient management. KEY POINTS: Immunotherapy response assessment in brain metastases is complex due to atypical patterns including pseudoprogression, hyperprogression, and dissociated responses. Immunotherapy-induced intracranial adverse events, such as hypophysitis and encephalitis, must be accurately identified. Brain MRI, complemented by advanced imaging techniques (perfusion MRI, MRS, and amino acid PET), is crucial for distinguishing these complex scenarios.

免疫治疗,特别是免疫检查点抑制剂,在治疗各种原发性癌症的脑转移中起着至关重要的作用。反应评估包括非典型模式,包括假进展、超进展或分离性反应,它们比标准化反应评估标准定义的经典模式更复杂。此外,颅内不良事件如脑炎或脑炎可能与肿瘤进展相似。在免疫治疗期间准确评估和管理脑转移需要放射科医生熟悉经典和非典型反应模式,以及潜在的颅内不良事件。脑MRI和先进的成像技术是实现这一目标的重要工具。关键相关性声明:准确评估脑转移对免疫治疗的反应是治疗决策的基础。放射科医生必须认识到与免疫治疗相关的经典和非典型反应和不良事件,以确保最佳的患者管理。关键点:脑转移瘤的免疫治疗反应评估是复杂的,因为不典型的模式包括假进展、超进展和游离反应。免疫治疗引起的颅内不良事件,如脑炎和脑炎,必须准确识别。脑MRI,辅以先进的成像技术(灌注MRI、MRS和氨基酸PET),对于区分这些复杂的情况至关重要。
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引用次数: 0
Functional liver imaging score derived from hepatobiliary-specific contrast-enhanced MRI: a study on agreement and correlation. 肝胆特异性对比增强MRI获得的功能性肝脏成像评分:一致性和相关性的研究。
IF 4.5 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-19 DOI: 10.1186/s13244-025-02107-1
Hou-Yun Xu, Xi-Ping Yu, Xiao-Chao Yu, Xuan Jin, Lu-Ping Wang, Ji-Bo Hu, Hong-Jie Hu

Purpose: To investigate inter-and intra-observer agreement of Functional Liver Imaging Score (FLIS) in different populations, hepatobiliary phase (HBP), and radiologists, while analyzing the correlation between FLIS and liver function.

Methods: A single-center retrospective study analyzed 203 patients from 2017 to 2021. Inter-observer and intra-observer consistency was assessed by the Intraclass Correlation Coefficient (ICC) by means of Spearman correlation analysis, evaluating the correlation between FLIS and Child-Turcotte-Pugh (CTP) score, as well as the relevant laboratory data. The discriminatory efficacy of FLIS for different stages of CLD and CTP grades was assessed by the receiver operating characteristic curve.

Results: In all 203 patients, inter-observer ICC range was 0.885 to 0.954, and intra-observer ICC range was 0.946 to 0.985 among different radiologists. Inter-observer ICC range was 0.908 to 0.985, and intra-observer ICC range was 0.924 to 0.991 at different HBP time points. Inter-observer ICC range was 0.89 to 1, and intra-observer ICC range was 0.943 to 1 in different populations. The correlation coefficients between FLIS and albumin, total bilirubin, international normalized ratio, prothrombin time, and CTP scores were 0.617, -0.651, -0.706, -0.724, and -0.818. FLIS had good diagnostic efficacy in differentiating different stages of CLD and CTP grades; the area under the curve was 0.708, 0.752, 0.871, and 0.908.

Conclusions: FLIS had a good intra-observer and inter-observer agreement among different populations, HBP and radiologists. FLIS showed a good correlation with CTP grades and laboratory data. FLIS can be used as one of the imaging assessment tools to distinguish different stages of CLD and CTP grades.

Critical relevance statement: FLIS showed significant correlations with prothrombin time, international normalized ratio, serum albumin, total bilirubin, and CTP score, and distinguished different stages of CLD and CTP grades, which positioned it as a non-invasive imaging tool for liver function assessment.

Key points: High reliability: FLIS demonstrates excellent inter- and intra-observer agreement among different radiologists, hepatobiliary phase (10-25 min), and populations (healthy subjects, CLD, cirrhosis). Strong correlation with liver function: FLIS significantly correlates with liver function markers: albumin, total bilirubin, international normalized ratio, prothrombin time, and CTP scores. Diagnostic efficacy: differentiates CLD stages and CTP grades, highest accuracy for distinguishing advanced cirrhosis.

Clinical utility: FLIS serves as a robust and non-invasive imaging tool for assessing liver function and stratifying disease severity in CLD and cirrhosis.

目的:探讨不同人群、肝胆期(HBP)和放射科医师对肝功能影像学评分(FLIS)的一致性,并分析FLIS与肝功能的相关性。方法:单中心回顾性研究分析2017 - 2021年203例患者。采用Spearman相关分析,采用类内相关系数(Intraclass Correlation Coefficient, ICC)评价观察者间和观察者内一致性,评价FLIS与child - turcote - pugh (CTP)评分及相关实验室数据的相关性。采用受试者工作特征曲线评价FLIS对不同阶段CLD和CTP等级的区分效果。结果:203例患者观察间ICC范围为0.885 ~ 0.954,不同放射科医师观察内ICC范围为0.946 ~ 0.985。不同HBP时间点的观察者间ICC范围为0.908 ~ 0.985,观察者内ICC范围为0.924 ~ 0.991。不同人群的观察者间ICC范围为0.89 ~ 1,观察者内ICC范围为0.943 ~ 1。FLIS与白蛋白、总胆红素、国际标准化比值、凝血酶原时间、CTP评分的相关系数分别为0.617、-0.651、-0.706、-0.724、-0.818。FLIS对CLD不同分期和CTP分级有较好的诊断效果;曲线下面积分别为0.708、0.752、0.871、0.908。结论:FLIS在不同人群、HBP和放射科医师之间具有良好的观察者内部和观察者之间的一致性。FLIS与CTP等级和实验室数据有良好的相关性。FLIS可作为区分CLD不同分期和CTP分级的影像学评价工具之一。关键相关性陈述:FLIS与凝血酶原时间、国际标准化比值、血清白蛋白、总胆红素、CTP评分有显著相关性,并可区分CLD的不同分期和CTP分级,使其成为一种无创的肝功能评估成像工具。高可靠性:FLIS在不同的放射科医生、肝胆期(10-25分钟)和人群(健康受试者、CLD、肝硬化)之间表现出出色的观察者之间和观察者内部的一致性。与肝功能强相关:FLIS与肝功能指标:白蛋白、总胆红素、国际标准化比值、凝血酶原时间、CTP评分显著相关。诊断功效:区分CLD分期和CTP分级,鉴别晚期肝硬化准确率最高。临床应用:FLIS是一种强大的无创成像工具,用于评估CLD和肝硬化患者的肝功能和疾病严重程度分层。
{"title":"Functional liver imaging score derived from hepatobiliary-specific contrast-enhanced MRI: a study on agreement and correlation.","authors":"Hou-Yun Xu, Xi-Ping Yu, Xiao-Chao Yu, Xuan Jin, Lu-Ping Wang, Ji-Bo Hu, Hong-Jie Hu","doi":"10.1186/s13244-025-02107-1","DOIUrl":"10.1186/s13244-025-02107-1","url":null,"abstract":"<p><strong>Purpose: </strong>To investigate inter-and intra-observer agreement of Functional Liver Imaging Score (FLIS) in different populations, hepatobiliary phase (HBP), and radiologists, while analyzing the correlation between FLIS and liver function.</p><p><strong>Methods: </strong>A single-center retrospective study analyzed 203 patients from 2017 to 2021. Inter-observer and intra-observer consistency was assessed by the Intraclass Correlation Coefficient (ICC) by means of Spearman correlation analysis, evaluating the correlation between FLIS and Child-Turcotte-Pugh (CTP) score, as well as the relevant laboratory data. The discriminatory efficacy of FLIS for different stages of CLD and CTP grades was assessed by the receiver operating characteristic curve.</p><p><strong>Results: </strong>In all 203 patients, inter-observer ICC range was 0.885 to 0.954, and intra-observer ICC range was 0.946 to 0.985 among different radiologists. Inter-observer ICC range was 0.908 to 0.985, and intra-observer ICC range was 0.924 to 0.991 at different HBP time points. Inter-observer ICC range was 0.89 to 1, and intra-observer ICC range was 0.943 to 1 in different populations. The correlation coefficients between FLIS and albumin, total bilirubin, international normalized ratio, prothrombin time, and CTP scores were 0.617, -0.651, -0.706, -0.724, and -0.818. FLIS had good diagnostic efficacy in differentiating different stages of CLD and CTP grades; the area under the curve was 0.708, 0.752, 0.871, and 0.908.</p><p><strong>Conclusions: </strong>FLIS had a good intra-observer and inter-observer agreement among different populations, HBP and radiologists. FLIS showed a good correlation with CTP grades and laboratory data. FLIS can be used as one of the imaging assessment tools to distinguish different stages of CLD and CTP grades.</p><p><strong>Critical relevance statement: </strong>FLIS showed significant correlations with prothrombin time, international normalized ratio, serum albumin, total bilirubin, and CTP score, and distinguished different stages of CLD and CTP grades, which positioned it as a non-invasive imaging tool for liver function assessment.</p><p><strong>Key points: </strong>High reliability: FLIS demonstrates excellent inter- and intra-observer agreement among different radiologists, hepatobiliary phase (10-25 min), and populations (healthy subjects, CLD, cirrhosis). Strong correlation with liver function: FLIS significantly correlates with liver function markers: albumin, total bilirubin, international normalized ratio, prothrombin time, and CTP scores. Diagnostic efficacy: differentiates CLD stages and CTP grades, highest accuracy for distinguishing advanced cirrhosis.</p><p><strong>Clinical utility: </strong>FLIS serves as a robust and non-invasive imaging tool for assessing liver function and stratifying disease severity in CLD and cirrhosis.</p>","PeriodicalId":13639,"journal":{"name":"Insights into Imaging","volume":"16 1","pages":"259"},"PeriodicalIF":4.5,"publicationDate":"2025-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12630446/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145556881","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enhanced subfibular ossicle diagnosis: CT-MRI integration of morphology and ligament attachments. 增强腓骨下小骨诊断:CT-MRI形态学整合和韧带附着。
IF 4.5 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-12 DOI: 10.1186/s13244-025-02138-8
Nan Xu, Peng Sun, Jun Zhang, Ke Tian, Qian Gao, Xiang-Sheng Li

Purpose: To assess the diagnostic value of CT and MRI in distinguishing nonunited avulsion fracture (NAF) of the lateral malleolus from os subfibulare (OSF).

Materials and methods: In this retrospective study, 114 subfibular ossicles (SFOs) in 108 patients were evaluated by CT and MRI for shape, margin, size, CT attenuation, spatial orientation, and anatomical relations. Surgical, arthroscopic, and follow-up findings served as reference standards. Logistic regression and receiver operating characteristic (ROC) analyses assessed diagnostic performance.

Results: NAFs were associated with higher incidences of lateral ankle pain (92.3% vs. 71.4%, p = 0.003) and instability (29.2% vs. 10.2%, p = 0.014) than OSF. CT showed that NAF had a more irregular shape, rougher margins, higher attenuation, and anteroposterior orientation compared to OSF (all p < 0.05). MRI revealed ligamentous attachment predominated in NAF (72.3%), while OSF mostly showed discontinuity or apposition (91.8%, p < 0.001). The combined CT model achieved an AUC of 0.782, accuracy of 74.3%, sensitivity of 91.9%, and specificity of 56.8%. MRI-based ligamentous attachment MRI strict criterion yielded an AUC 0.821, with a sensitivity of 72.3% and a specificity of 91.8%, while the MRI inclusive criterion was 0.752, 95.4% and 55.1%. Ossicle size correlated with symptom severity (p < 0.001).

Conclusion: MRI is highly effective for differentiating NAF from OSF by directly visualizing SFO-ligament attachments, while CT provides complementary morphological detail. The combined use of CT and MRI delivers robust diagnostic performance, supporting clinical decision-making in lateral malleolar lesions.

Critical relevance statement: CT and MRI can distinguish a nonunited avulsion fracture from os subfibulare. Especially, MRI can visually display the relationship between SFO and the lateral collateral ligament.

Key points: Distinguishing chronic lateral malleolus avulsion fractures from congenital accessory bones remains diagnostically challenging. MRI directly visualizing ligament attachment to the bone fragment best differentiates fractures from accessory bones. Combining MRI and CT findings provides comprehensive evidence for clinical management decisions.

目的:探讨CT和MRI对外踝非联合撕脱性骨折(NAF)和腓骨下骨骨折(OSF)的诊断价值。材料和方法:在本回顾性研究中,对108例患者的114个腓骨下小骨(sfo)进行了CT和MRI的形状、边缘、大小、CT衰减、空间取向和解剖关系的评估。手术、关节镜检查和随访结果作为参考标准。Logistic回归和受试者工作特征(ROC)分析评估诊断表现。结果:与OSF相比,NAFs与更高的踝关节外侧疼痛发生率(92.3%比71.4%,p = 0.003)和不稳定性(29.2%比10.2%,p = 0.014)相关。CT显示,与OSF相比,NAF的形状更不规则,边缘更粗糙,衰减更大,取向也更正位(均p)结论:MRI通过直接观察sfo -韧带附着体对NAF和OSF的鉴别非常有效,而CT提供了互补的形态学细节。结合使用CT和MRI提供了强大的诊断性能,支持外踝病变的临床决策。关键相关性声明:CT和MRI可以区分非联合撕脱性骨折和腓骨下骨折。特别是MRI可以直观地显示SFO与外侧副韧带的关系。重点:区分慢性外踝撕脱性骨折与先天性副骨的诊断仍然具有挑战性。MRI直接显示韧带附着于骨碎片最能区分骨折和副骨。结合MRI和CT表现为临床管理决策提供了全面的证据。
{"title":"Enhanced subfibular ossicle diagnosis: CT-MRI integration of morphology and ligament attachments.","authors":"Nan Xu, Peng Sun, Jun Zhang, Ke Tian, Qian Gao, Xiang-Sheng Li","doi":"10.1186/s13244-025-02138-8","DOIUrl":"10.1186/s13244-025-02138-8","url":null,"abstract":"<p><strong>Purpose: </strong>To assess the diagnostic value of CT and MRI in distinguishing nonunited avulsion fracture (NAF) of the lateral malleolus from os subfibulare (OSF).</p><p><strong>Materials and methods: </strong>In this retrospective study, 114 subfibular ossicles (SFOs) in 108 patients were evaluated by CT and MRI for shape, margin, size, CT attenuation, spatial orientation, and anatomical relations. Surgical, arthroscopic, and follow-up findings served as reference standards. Logistic regression and receiver operating characteristic (ROC) analyses assessed diagnostic performance.</p><p><strong>Results: </strong>NAFs were associated with higher incidences of lateral ankle pain (92.3% vs. 71.4%, p = 0.003) and instability (29.2% vs. 10.2%, p = 0.014) than OSF. CT showed that NAF had a more irregular shape, rougher margins, higher attenuation, and anteroposterior orientation compared to OSF (all p < 0.05). MRI revealed ligamentous attachment predominated in NAF (72.3%), while OSF mostly showed discontinuity or apposition (91.8%, p < 0.001). The combined CT model achieved an AUC of 0.782, accuracy of 74.3%, sensitivity of 91.9%, and specificity of 56.8%. MRI-based ligamentous attachment MRI strict criterion yielded an AUC 0.821, with a sensitivity of 72.3% and a specificity of 91.8%, while the MRI inclusive criterion was 0.752, 95.4% and 55.1%. Ossicle size correlated with symptom severity (p < 0.001).</p><p><strong>Conclusion: </strong>MRI is highly effective for differentiating NAF from OSF by directly visualizing SFO-ligament attachments, while CT provides complementary morphological detail. The combined use of CT and MRI delivers robust diagnostic performance, supporting clinical decision-making in lateral malleolar lesions.</p><p><strong>Critical relevance statement: </strong>CT and MRI can distinguish a nonunited avulsion fracture from os subfibulare. Especially, MRI can visually display the relationship between SFO and the lateral collateral ligament.</p><p><strong>Key points: </strong>Distinguishing chronic lateral malleolus avulsion fractures from congenital accessory bones remains diagnostically challenging. MRI directly visualizing ligament attachment to the bone fragment best differentiates fractures from accessory bones. Combining MRI and CT findings provides comprehensive evidence for clinical management decisions.</p>","PeriodicalId":13639,"journal":{"name":"Insights into Imaging","volume":"16 1","pages":"252"},"PeriodicalIF":4.5,"publicationDate":"2025-11-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12612300/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145495430","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The influence of AI on surgical and ablative treatments for colorectal liver metastases: a review of the current literature. 人工智能对结直肠肝转移手术和消融治疗的影响:当前文献综述。
IF 4.5 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-12 DOI: 10.1186/s13244-025-02072-9
Ariadne L van der Velden, Robrecht R M M Knapen, Hossein Rahmani, Leroy Volmer, Sorina R Simon, Coosje A M Verhagen, Mark C Burgmans, Andre L A J Dekker, Joachim E Wildberger, Ronald M van Dam, Ralph Brecheisen, Christiaan van der Leij

Objectives: Artificial intelligence (AI) has gained increasing interest in supporting clinicians in patient selection, treatment planning, and prognostics. However, the current application of AI in the treatment of colorectal liver metastases (CRLM) is not clearly established and validated. This scoping review assesses the current impact of AI techniques on local therapeutic strategies for CRLM, exploring its benefits, challenges, and future directions.

Materials and methods: A comprehensive literature search in PubMed, EMBASE, Web of Science, and SCOPUS was conducted for patients with CRLM undergoing surgery or thermal ablation, along with descriptions of AI tools. Eligible studies were cohort studies or clinical trials. Data extraction focused on treatment strategies, AI techniques, clinical and radiomics parameters, and outcomes.

Results: Out of 1464 articles, thirteen met the inclusion criteria. Eight articles regarded thermal liver ablation, and five surgical resection for CRLM. Most studies used traditional machine learning methods, such as support vector machines and random forests, combined with radiomics for predictive model building. While most studies demonstrated high performance, they frequently involved small sample sizes, and machine learning techniques often lacked robustness.

Conclusions: AI shows promising results in improving local treatment strategies for CRLM, but further advancements are required for AI decision support tools. Future research should focus on large multicentre studies to validate AI-driven personalised colorectal liver metastases treatment strategies.

Critical relevance statement: This review evaluates the use of AI in colorectal liver metastases treatment for outcome prediction and treatment evaluation. Included studies used AI for segmentation and predictive modelling and were often limited by small sample-sized single-centre studies, necessitating multicentre studies.

Key points: The position of AI in local colorectal liver metastases treatments is not yet established. AI algorithms are mostly used for predictive model building and image registration. Studies often lack validity, limiting generalisability and implementation of AI support tools.

目的:人工智能(AI)在支持临床医生选择患者、治疗计划和预后方面获得了越来越多的兴趣。然而,目前人工智能在结肠直肠癌肝转移(CRLM)治疗中的应用尚未得到明确的建立和验证。本综述评估了人工智能技术对CRLM局部治疗策略的当前影响,探讨了其益处、挑战和未来方向。材料和方法:在PubMed、EMBASE、Web of Science和SCOPUS中对CRLM患者进行手术或热消融的文献进行全面检索,并对人工智能工具进行描述。符合条件的研究是队列研究或临床试验。数据提取侧重于治疗策略、人工智能技术、临床和放射组学参数以及结果。结果:1464篇文献中,13篇符合纳入标准。8篇文章报道肝热消融,5篇文章报道CRLM的手术切除。大多数研究使用传统的机器学习方法,如支持向量机和随机森林,结合放射组学进行预测模型构建。虽然大多数研究都证明了高性能,但它们往往涉及小样本量,机器学习技术往往缺乏鲁棒性。结论:人工智能在改善CRLM的局部治疗策略方面显示出有希望的结果,但人工智能决策支持工具需要进一步的进步。未来的研究应集中在大型多中心研究上,以验证人工智能驱动的个体化结直肠癌肝转移治疗策略。关键相关性声明:本综述评估人工智能在结直肠肝转移治疗中的应用,用于预后预测和治疗评估。纳入的研究使用人工智能进行分割和预测建模,通常受到小样本单中心研究的限制,因此需要进行多中心研究。重点:人工智能在局部结直肠癌肝转移治疗中的地位尚不明确。人工智能算法主要用于预测模型构建和图像配准。研究往往缺乏有效性,限制了人工智能支持工具的通用性和实施。
{"title":"The influence of AI on surgical and ablative treatments for colorectal liver metastases: a review of the current literature.","authors":"Ariadne L van der Velden, Robrecht R M M Knapen, Hossein Rahmani, Leroy Volmer, Sorina R Simon, Coosje A M Verhagen, Mark C Burgmans, Andre L A J Dekker, Joachim E Wildberger, Ronald M van Dam, Ralph Brecheisen, Christiaan van der Leij","doi":"10.1186/s13244-025-02072-9","DOIUrl":"10.1186/s13244-025-02072-9","url":null,"abstract":"<p><strong>Objectives: </strong>Artificial intelligence (AI) has gained increasing interest in supporting clinicians in patient selection, treatment planning, and prognostics. However, the current application of AI in the treatment of colorectal liver metastases (CRLM) is not clearly established and validated. This scoping review assesses the current impact of AI techniques on local therapeutic strategies for CRLM, exploring its benefits, challenges, and future directions.</p><p><strong>Materials and methods: </strong>A comprehensive literature search in PubMed, EMBASE, Web of Science, and SCOPUS was conducted for patients with CRLM undergoing surgery or thermal ablation, along with descriptions of AI tools. Eligible studies were cohort studies or clinical trials. Data extraction focused on treatment strategies, AI techniques, clinical and radiomics parameters, and outcomes.</p><p><strong>Results: </strong>Out of 1464 articles, thirteen met the inclusion criteria. Eight articles regarded thermal liver ablation, and five surgical resection for CRLM. Most studies used traditional machine learning methods, such as support vector machines and random forests, combined with radiomics for predictive model building. While most studies demonstrated high performance, they frequently involved small sample sizes, and machine learning techniques often lacked robustness.</p><p><strong>Conclusions: </strong>AI shows promising results in improving local treatment strategies for CRLM, but further advancements are required for AI decision support tools. Future research should focus on large multicentre studies to validate AI-driven personalised colorectal liver metastases treatment strategies.</p><p><strong>Critical relevance statement: </strong>This review evaluates the use of AI in colorectal liver metastases treatment for outcome prediction and treatment evaluation. Included studies used AI for segmentation and predictive modelling and were often limited by small sample-sized single-centre studies, necessitating multicentre studies.</p><p><strong>Key points: </strong>The position of AI in local colorectal liver metastases treatments is not yet established. AI algorithms are mostly used for predictive model building and image registration. Studies often lack validity, limiting generalisability and implementation of AI support tools.</p>","PeriodicalId":13639,"journal":{"name":"Insights into Imaging","volume":"16 1","pages":"253"},"PeriodicalIF":4.5,"publicationDate":"2025-11-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12612499/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145503743","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Critical dialogue: Can AI-based imaging predict tumor biology? Infer metastasis, microvascular invasion, and growth patterns from pixels. 关键对话:基于人工智能的成像能否预测肿瘤生物学?从像素推断转移、微血管侵袭和生长模式。
IF 4.5 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-10 DOI: 10.1186/s13244-025-02136-w
Yashbir Singh, Gregory J Gores, Jesper B Andersen, Sara Salehi, Bradley J Erickson
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引用次数: 0
Concavities of the margins of focal bone lesions on MRI: a retrospective study of 586 cases. 586例局灶性骨病变边缘凹陷的MRI分析。
IF 4.5 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-10 DOI: 10.1186/s13244-025-02137-9
Abdulrazak Kalaaji, Anthony De Leeuw, Simon Henry, Nathalie Boutry, Sammy Badr, Anne Cotten

Objectives: Except for a few specific lesions, the analysis of the margins of focal bone lesions with MRI has been largely overlooked in the literature. We observed that some lesions exhibited concave margins, suggesting a non-aggressive nature. This study aimed to determine whether concave borders are more frequently present in certain types of focal lesions of the long bones on MRI, particularly in benign lesions.

Materials and methods: MRI examinations of 586 focal intraosseous lesions of the long bones were retrospectively reviewed. Each lesion margin was independently classified by two musculoskeletal radiologists as concave, non-concave, or cortical. The number of concave margins was analyzed according to the lesion type and its classification as tumoral (benign or malignant) or non-tumoral.

Results: The study group included 15 different types of lesions (75.1% tumors, 24.9% non-tumoral lesions). The number of concave margins per lesion varied significantly by lesion type (p < 0.001). Benign lesions and benign tumors had more concave margins than malignant lesions (p < 0.001). All osteonecrosis lesions, 44.8% of fibrous dysplasia lesions, 20.8% of abscesses, 14.8% of chondroblastomas, 12.5% of Langerhans cell histiocytosis lesions, and 2.9% of metastases showed at least two concave margins. No lesions in the other groups had more than one concave margin.

Conclusion: Our study revealed that several intraosseous lesions tend to exhibit concave margins. The presence of at least two smooth and regular inward-curved margins was most commonly found in benign lesions and benign tumors, such as fibrous dysplasia.

Critical relevance statement: This study shows that at least two smooth, inward-curved margins are more common in benign bone lesions and tumors and may help in recognizing fibrous dysplasia in non-fatty lesions.

Key points: Identifying concave margins may help in recognizing benign bone lesions and tumors. Concave margins are mainly observed in osteonecrosis and fibrous dysplasia. Concave margins suggest a non-aggressive nature of focal bone lesions.

目的:除了少数特定病变外,MRI对局灶性骨病变边缘的分析在文献中很大程度上被忽视。我们观察到一些病变表现出凹边缘,表明非侵袭性。本研究旨在确定凹边界是否更频繁地出现在某些类型的长骨局灶性病变中,特别是在良性病变中。材料与方法:回顾性分析586例长骨局灶性骨内病变的MRI检查结果。每个病变边缘由两名肌肉骨骼放射科医生独立分类为凹形、非凹形或皮质形。根据病变类型及肿瘤(良性或恶性)或非肿瘤分类,分析凹缘的数量。结果:研究组包括15种不同类型的病变,其中肿瘤占75.1%,非肿瘤占24.9%。每个病变的凹缘数量因病变类型的不同而有显著差异(p)。结论:我们的研究显示一些骨内病变倾向于凹缘。在良性病变和良性肿瘤(如纤维发育不良)中,至少存在两个光滑且规则的内弯边缘。关键相关声明:本研究表明,在良性骨病变和肿瘤中,至少有两个光滑的、向内弯曲的边缘更为常见,这可能有助于识别非脂肪性病变中的纤维发育不良。重点:识别凹缘有助于识别良性骨病变和肿瘤。凹缘主要见于骨坏死和纤维发育不良。凹边缘提示局灶性骨病变非侵袭性。
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Insights into Imaging
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