RATIONALE AND OBJECTIVES: This study aims to compare the diagnostic performance of fibroblast activation protein inhibitor (FAPI) and 18F-fluorodeoxyglucose (18F-FDG) in patients with cervical cancer.
Methods: In this review, we performed a systematic search of studies published in PubMed, Web of Science, and Embase databases up to October 30, 2025. All included studies used radionuclide labeled FAPI and 18F-FDG to evaluate their performance in patients with cervical cancer.
Results: In patient-based analysis (n=109), FAPI showed higher sensitivity than 18F-FDG (0.96 vs 0.77) and greater specificity (0.98 vs 0.86). Lesion-based analysis (n=203 lymph nodes) yielded similar sensitivity patterns (0.99 vs 0.72) but may inflate precision due to within-patient clustering. Semi-quantitative parameters (SUVmax) showed variable patterns across studies (FAPI SUVmax range: 15.1-18.3 for primary lesions; FDG SUVmax range: 13.96-17.1). Descriptive comparison suggests FAPI SUVmax was generally comparable to or higher than FDG values, though formal pooled statistical comparison was not performed due to substantial heterogeneity in PET platforms, tracer variants, and acquisition protocols.
Conclusion: Compared with 18F-FDG, FAPI PET/CT and PET/MR are suggested to be promising imaging modalities with favorable sensitivity for cervical cancer. However, these results should be interpreted cautiously due to heterogeneity among studies and potential verification bias. Larger prospective studies are needed to confirm it in the future.
理由与目的:本研究旨在比较成纤维细胞活化蛋白抑制剂(FAPI)和18f -氟脱氧葡萄糖(18F-FDG)在宫颈癌患者中的诊断效果。方法:在本综述中,我们对截至2025年10月30日在PubMed、Web of Science和Embase数据库中发表的研究进行了系统检索。所有纳入的研究都使用放射性核素标记的FAPI和18F-FDG来评估它们在宫颈癌患者中的作用。结果:在基于患者的分析中(n=109), FAPI的敏感性高于18F-FDG (0.96 vs 0.77),特异性更高(0.98 vs 0.86)。基于病变的分析(n=203个淋巴结)产生了相似的敏感性模式(0.99 vs 0.72),但由于患者内部聚类,可能会提高精度。半定量参数(SUVmax)在不同的研究中表现出不同的模式(FAPI SUVmax范围:原发性病变15.1-18.3;FDG SUVmax范围:13.96-17.1)。描述性比较表明,FAPI SUVmax通常与FDG值相当或高于FDG值,但由于PET平台、示踪剂变体和获取协议的实质性异质性,没有进行正式的汇总统计比较。结论:与18F-FDG相比,FAPI PET/CT和PET/MR是一种具有良好敏感性的宫颈癌显像方式。然而,由于研究之间的异质性和潜在的验证偏倚,这些结果应谨慎解释。未来需要更大规模的前瞻性研究来证实这一点。
{"title":"Head-to-head Comparison of Fibroblast Activation Protein Inhibitors and <sup>18</sup>F-fluorodeoxyglucose in Cervical Cancer: A Systematic Review and Meta-analysis.","authors":"Tengfei Li, Jianying Ma, Chaoqi Pang, Yaning Wang, Fei Li, Yunping Geng, Guoqing You","doi":"10.1016/j.acra.2026.03.006","DOIUrl":"https://doi.org/10.1016/j.acra.2026.03.006","url":null,"abstract":"<p><p>RATIONALE AND OBJECTIVES: This study aims to compare the diagnostic performance of fibroblast activation protein inhibitor (FAPI) and <sup>18</sup>F-fluorodeoxyglucose (<sup>18</sup>F-FDG) in patients with cervical cancer.</p><p><strong>Methods: </strong>In this review, we performed a systematic search of studies published in PubMed, Web of Science, and Embase databases up to October 30, 2025. All included studies used radionuclide labeled FAPI and <sup>18</sup>F-FDG to evaluate their performance in patients with cervical cancer.</p><p><strong>Results: </strong>In patient-based analysis (n=109), FAPI showed higher sensitivity than <sup>18</sup>F-FDG (0.96 vs 0.77) and greater specificity (0.98 vs 0.86). Lesion-based analysis (n=203 lymph nodes) yielded similar sensitivity patterns (0.99 vs 0.72) but may inflate precision due to within-patient clustering. Semi-quantitative parameters (SUVmax) showed variable patterns across studies (FAPI SUVmax range: 15.1-18.3 for primary lesions; FDG SUVmax range: 13.96-17.1). Descriptive comparison suggests FAPI SUVmax was generally comparable to or higher than FDG values, though formal pooled statistical comparison was not performed due to substantial heterogeneity in PET platforms, tracer variants, and acquisition protocols.</p><p><strong>Conclusion: </strong>Compared with <sup>18</sup>F-FDG, FAPI PET/CT and PET/MR are suggested to be promising imaging modalities with favorable sensitivity for cervical cancer. However, these results should be interpreted cautiously due to heterogeneity among studies and potential verification bias. Larger prospective studies are needed to confirm it in the future.</p>","PeriodicalId":50928,"journal":{"name":"Academic Radiology","volume":" ","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-03-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147516376","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-24DOI: 10.1016/j.acra.2026.02.035
Matthew J Lynn, Chenyang Zhan, Fourat Ridouani, Vlasios S Sotirchos, Ken Zhao, Hooman Yarmohammadi, Etay Ziv, Constantinos Sofocleous, Joseph P Erinjeri
Rationale and objectives: To quantify changes in procedure times for interventional radiology (IR) attendings post-fellowship.
Materials and methods: Between 8/2010 and 12/2023, we examined 67943 procedures across 269 procedures for 24 IR attendings post-fellowship at a tertiary teaching hospital. Procedure time and months of attending practice were collected to create procedure time learning curves for individual procedures. Procedure times at 1 year and 6-12 years of practice were compared using student's t-test. To create an aggregate learning curve across all procedures, a normalized procedure time (NPT) was calculated by subtracting a faculty's median career procedure time from their individual procedure times across periods of attending practice.
Results: Sirsphere treatment showed the greatest reduction in procedure time between 1 and 6-12 years of practice (232 vs 155 mins, p<0.001), followed by soft tissue ablation (173 vs 120 mins, p<0.001), mapping arteriogram (216 vs 164 mins, p<0.001), embolization tumor hepatic (229 vs 185 mins, p<0.001), bone marrow aspiration (75 vs 50 mins, p<0.001), nephrostomy exchange (71 vs 53 mins, p<0.001) and pleurx catheter placement (87 vs 71 mins, p<0.001). The aggregate IR procedure time learning curve showed decreasing NPT in year 1 (-5.3 mins/procedure/year, p< 0.19), followed by slower steady significantly decreasing NPT between 1 and 6-12 years of practice (-0.7 mins/procedure/year, p<0.0001).
Conclusion: During the first year of practice post-fellowship, IR attendings have the greatest reduction in procedure times for locoregional cancer treatments. Aggregating all procedures during the first 12 years post-fellowship, IR attendings demonstrate a biphasic learning curve.
理由和目的:量化研究结束后介入放射学(IR)主治医师手术时间的变化。材料和方法:2010年8月至2023年12月,我们在一家三级教学医院对24名IR主治医师的269项手术进行了67943项检查。收集手术时间和参加治疗的月数,以创建个别手术的手术时间学习曲线。采用学生t检验比较1年和6-12年的手术时间。为了在所有程序中创建一个总的学习曲线,标准化程序时间(NPT)是通过从他们的个人程序时间中减去他们的职业生涯中位数程序时间来计算的。结果:Sirsphere治疗在1年和6-12年的实践中显示出最大的手术时间减少(232 vs 155分钟)。结论:在实习后的第一年,IR主治医师在局部癌症治疗的手术时间减少最多。综合研究结束后最初12年的所有程序,IR主治医师表现出一个双阶段学习曲线。
{"title":"Changes in Procedure Times for Interventional Radiology Attendings Post-fellowship: What are the Learning Curves for Interventional Radiology Procedures?","authors":"Matthew J Lynn, Chenyang Zhan, Fourat Ridouani, Vlasios S Sotirchos, Ken Zhao, Hooman Yarmohammadi, Etay Ziv, Constantinos Sofocleous, Joseph P Erinjeri","doi":"10.1016/j.acra.2026.02.035","DOIUrl":"https://doi.org/10.1016/j.acra.2026.02.035","url":null,"abstract":"<p><strong>Rationale and objectives: </strong>To quantify changes in procedure times for interventional radiology (IR) attendings post-fellowship.</p><p><strong>Materials and methods: </strong>Between 8/2010 and 12/2023, we examined 67943 procedures across 269 procedures for 24 IR attendings post-fellowship at a tertiary teaching hospital. Procedure time and months of attending practice were collected to create procedure time learning curves for individual procedures. Procedure times at 1 year and 6-12 years of practice were compared using student's t-test. To create an aggregate learning curve across all procedures, a normalized procedure time (NPT) was calculated by subtracting a faculty's median career procedure time from their individual procedure times across periods of attending practice.</p><p><strong>Results: </strong>Sirsphere treatment showed the greatest reduction in procedure time between 1 and 6-12 years of practice (232 vs 155 mins, p<0.001), followed by soft tissue ablation (173 vs 120 mins, p<0.001), mapping arteriogram (216 vs 164 mins, p<0.001), embolization tumor hepatic (229 vs 185 mins, p<0.001), bone marrow aspiration (75 vs 50 mins, p<0.001), nephrostomy exchange (71 vs 53 mins, p<0.001) and pleurx catheter placement (87 vs 71 mins, p<0.001). The aggregate IR procedure time learning curve showed decreasing NPT in year 1 (-5.3 mins/procedure/year, p< 0.19), followed by slower steady significantly decreasing NPT between 1 and 6-12 years of practice (-0.7 mins/procedure/year, p<0.0001).</p><p><strong>Conclusion: </strong>During the first year of practice post-fellowship, IR attendings have the greatest reduction in procedure times for locoregional cancer treatments. Aggregating all procedures during the first 12 years post-fellowship, IR attendings demonstrate a biphasic learning curve.</p>","PeriodicalId":50928,"journal":{"name":"Academic Radiology","volume":" ","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-03-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147516379","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Rationale and objectives: Coronary artery disease is associated with cognitive and neuropsychiatric dysfunction through mechanisms that remain poorly understood. The glymphatic system-a cardiac-driven brain clearance network-may provide a mechanistic link. This study examined whether perivascular diffusivity DTI-ALPS differs between coronary disease patients and controls, correlates with disease severity and symptoms, and responds to revascularization.
Methods: This cross-sectional study with seven-day post-revascularization follow-up enrolled 90 coronary artery disease patients and 90 matched controls. DTI-ALPS indices were calculated from 3.0 T MRI to assess periventricular water diffusivity. Cognitive function (Mini-Mental State Examination, Montreal Cognitive Assessment), fatigue (Fatigue Severity Scale), and depression (Hamilton Depression Rating Scale) were evaluated. Cardiac disease severity was quantified using myocardial perfusion imaging. Bootstrap mediation analysis examined whether DTI-ALPS statistically accounted for cardiac-symptom associations.
Results: Coronary artery disease patients demonstrated reduced DTI-ALPS indices compared to controls (1.28±0.21 vs 1.38±0.18, P=0.001, Cohen's d=0.52). DTI-ALPS correlated with cognitive screening performance (r=0.298-0.341, P<0.01) and symptom severity (r=-0.278 to -0.325, P<0.01). Mediation analysis revealed that reduced DTI-ALPS statistically accounted for 14.7-16.8% of cardiac-symptom associations (all bootstrap 95% confidence intervals excluded zero, P<0.05). DTI-ALPS demonstrated dose-response relationships with diseased vessels and myocardial perfusion deficits. Following revascularization, DTI-ALPS increased (P=0.013) alongside trends toward mood improvement, although neuropsychological screening measures did not reach statistical significance.
Conclusion: Reduced periventricular diffusivity assessed by DTI-ALPS is associated with both coronary artery disease and neuropsychiatric symptoms, statistically accounting for a modest proportion of their association. These cross-sectional findings suggest potential cardiac-brain clearance pathway connections that require prospective validation.
Take-home message:
理由和目的:冠状动脉疾病与认知和神经精神功能障碍相关,其机制尚不清楚。淋巴系统——一个由心脏驱动的大脑清除网络——可能提供了一个机制联系。本研究探讨了冠状动脉疾病患者和对照组之间血管周围弥漫性DTI-ALPS是否存在差异,是否与疾病严重程度和症状相关,是否对血管重建术有反应。方法:本横断面研究纳入90例冠状动脉疾病患者和90例匹配对照组,在血运重建术后随访7天。通过3.0 T MRI计算DTI-ALPS指数评估心室周围水弥漫性。评估认知功能(Mini-Mental State Examination, Montreal Cognitive Assessment)、疲劳程度(fatigue Severity Scale)和抑郁程度(Hamilton depression Rating Scale)。心肌灌注显像量化心脏疾病严重程度。Bootstrap中介分析检验了DTI-ALPS是否在统计学上解释了心脏症状的关联。结果:冠心病患者DTI-ALPS指数较对照组降低(1.28±0.21 vs 1.38±0.18,P=0.001, Cohen’s d=0.52)。结论:DTI-ALPS评估的心室周围弥漫性降低与冠状动脉疾病和神经精神症状均相关,在统计学上占两者关联的一定比例。这些横断面研究结果表明,潜在的心-脑清除通路连接需要前瞻性验证。关键信息:
{"title":"Reduced DTI-ALPS Index Mediates Neuropsychiatric Symptoms in Coronary Artery Disease: Evidence for Cardiac-Glymphatic Pathway.","authors":"Yanlin Tang, Dong Lu, Wen Sun, Luqing Ru, Jigeng Zhang, Ying Liu, Jingjing Sun, Peng Wang","doi":"10.1016/j.acra.2026.02.031","DOIUrl":"https://doi.org/10.1016/j.acra.2026.02.031","url":null,"abstract":"<p><strong>Rationale and objectives: </strong>Coronary artery disease is associated with cognitive and neuropsychiatric dysfunction through mechanisms that remain poorly understood. The glymphatic system-a cardiac-driven brain clearance network-may provide a mechanistic link. This study examined whether perivascular diffusivity DTI-ALPS differs between coronary disease patients and controls, correlates with disease severity and symptoms, and responds to revascularization.</p><p><strong>Methods: </strong>This cross-sectional study with seven-day post-revascularization follow-up enrolled 90 coronary artery disease patients and 90 matched controls. DTI-ALPS indices were calculated from 3.0 T MRI to assess periventricular water diffusivity. Cognitive function (Mini-Mental State Examination, Montreal Cognitive Assessment), fatigue (Fatigue Severity Scale), and depression (Hamilton Depression Rating Scale) were evaluated. Cardiac disease severity was quantified using myocardial perfusion imaging. Bootstrap mediation analysis examined whether DTI-ALPS statistically accounted for cardiac-symptom associations.</p><p><strong>Results: </strong>Coronary artery disease patients demonstrated reduced DTI-ALPS indices compared to controls (1.28±0.21 vs 1.38±0.18, P=0.001, Cohen's d=0.52). DTI-ALPS correlated with cognitive screening performance (r=0.298-0.341, P<0.01) and symptom severity (r=-0.278 to -0.325, P<0.01). Mediation analysis revealed that reduced DTI-ALPS statistically accounted for 14.7-16.8% of cardiac-symptom associations (all bootstrap 95% confidence intervals excluded zero, P<0.05). DTI-ALPS demonstrated dose-response relationships with diseased vessels and myocardial perfusion deficits. Following revascularization, DTI-ALPS increased (P=0.013) alongside trends toward mood improvement, although neuropsychological screening measures did not reach statistical significance.</p><p><strong>Conclusion: </strong>Reduced periventricular diffusivity assessed by DTI-ALPS is associated with both coronary artery disease and neuropsychiatric symptoms, statistically accounting for a modest proportion of their association. These cross-sectional findings suggest potential cardiac-brain clearance pathway connections that require prospective validation.</p><p><strong>Take-home message: </strong></p>","PeriodicalId":50928,"journal":{"name":"Academic Radiology","volume":" ","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147488365","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-17DOI: 10.1016/j.acra.2026.02.039
Xiuzhen Yao, Jun Lin, Can Hu, Guoqun Mao, Zhenyu Cao, Wanfeng Gong, Ling Wang, Jiahui Wang, Sikai Wu, Weiqun Ao
Rationale and objectives: Accurate preoperative evaluation of human epidermal growth factor receptor 2 (HER2) status is crucial for guiding personalized treatment in gastric cancer (GC). This study aimed to evaluate the clinical value of CT-based multi-subregion habitat radiomics for noninvasive preoperative prediction of HER2 expression.
Materials and methods: This retrospective study enrolled 857 pathologically confirmed GC patients from two medical centers. Patients were stratified into HER2-positive and HER2-negative groups according to postoperative pathology. At Center 1, 657 patients were randomly divided into training (n = 460) and testing (n = 197) cohorts (7:3 ratio), while 200 patients from Center 2 served as an external validation (ex-vad) cohort. Radiomics features were extracted from contrast-enhanced venous-phase CT images, and a radiomics score (Radscore) was subsequently generated. Tumor regions of interest underwent unsupervised clustering to define habitat subregions, forming models based on two, three, and four subregions. The optimal habitat model was selected based on predictive accuracy. A combined model integrating the optimal habitat model and key clinical features was subsequently constructed.
Results: Six models were developed: clinical, Radscore, Habitat2, Habitat3, Habitat4, and combined (Habitat3 plus clinical variables). In the training cohort, area under the receiver operating characteristic (ROC) curve values were 0.68 (95% confidence intervals (CI), 0.62-0.75), 0.78 (0.73-0.83), 0.75 (0.69-0.81), 0.90 (0.87-0.94), 0.78 (0.73-0.84), and 0.94 (0.91-0.97), respectively. The combined model achieved superior predictive performance in both training, test and ex-vad cohorts, followed by Habitat3.
Conclusion: The Habitat3 model robustly predicts HER2 expression in GC. The combined model further improves predictive accuracy.
Summary statement: This study developed CT-based radiomics habitat models for predicting HER2 expression in gastric cancer. Habitat3 achieved optimal performance, and its combination with clinical variables yielded superior efficacy and clinical applicability, providing a robust non-invasive tool for preoperative HER2 assessment in gastric cancer.
{"title":"A Novel CT Habitat Radiomics Approach for HER2 Status Prediction in Gastric Cancer.","authors":"Xiuzhen Yao, Jun Lin, Can Hu, Guoqun Mao, Zhenyu Cao, Wanfeng Gong, Ling Wang, Jiahui Wang, Sikai Wu, Weiqun Ao","doi":"10.1016/j.acra.2026.02.039","DOIUrl":"https://doi.org/10.1016/j.acra.2026.02.039","url":null,"abstract":"<p><strong>Rationale and objectives: </strong>Accurate preoperative evaluation of human epidermal growth factor receptor 2 (HER2) status is crucial for guiding personalized treatment in gastric cancer (GC). This study aimed to evaluate the clinical value of CT-based multi-subregion habitat radiomics for noninvasive preoperative prediction of HER2 expression.</p><p><strong>Materials and methods: </strong>This retrospective study enrolled 857 pathologically confirmed GC patients from two medical centers. Patients were stratified into HER2-positive and HER2-negative groups according to postoperative pathology. At Center 1, 657 patients were randomly divided into training (n = 460) and testing (n = 197) cohorts (7:3 ratio), while 200 patients from Center 2 served as an external validation (ex-vad) cohort. Radiomics features were extracted from contrast-enhanced venous-phase CT images, and a radiomics score (Radscore) was subsequently generated. Tumor regions of interest underwent unsupervised clustering to define habitat subregions, forming models based on two, three, and four subregions. The optimal habitat model was selected based on predictive accuracy. A combined model integrating the optimal habitat model and key clinical features was subsequently constructed.</p><p><strong>Results: </strong>Six models were developed: clinical, Radscore, Habitat2, Habitat3, Habitat4, and combined (Habitat3 plus clinical variables). In the training cohort, area under the receiver operating characteristic (ROC) curve values were 0.68 (95% confidence intervals (CI), 0.62-0.75), 0.78 (0.73-0.83), 0.75 (0.69-0.81), 0.90 (0.87-0.94), 0.78 (0.73-0.84), and 0.94 (0.91-0.97), respectively. The combined model achieved superior predictive performance in both training, test and ex-vad cohorts, followed by Habitat3.</p><p><strong>Conclusion: </strong>The Habitat3 model robustly predicts HER2 expression in GC. The combined model further improves predictive accuracy.</p><p><strong>Summary statement: </strong>This study developed CT-based radiomics habitat models for predicting HER2 expression in gastric cancer. Habitat3 achieved optimal performance, and its combination with clinical variables yielded superior efficacy and clinical applicability, providing a robust non-invasive tool for preoperative HER2 assessment in gastric cancer.</p>","PeriodicalId":50928,"journal":{"name":"Academic Radiology","volume":" ","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147482372","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-16DOI: 10.1016/j.acra.2026.02.038
David Klemm, Jakob Weiß, Stephan Rau
{"title":"Photon-Counting Spectral CT of the Liver: Technical Foundations and Emerging Clinical Applications.","authors":"David Klemm, Jakob Weiß, Stephan Rau","doi":"10.1016/j.acra.2026.02.038","DOIUrl":"https://doi.org/10.1016/j.acra.2026.02.038","url":null,"abstract":"","PeriodicalId":50928,"journal":{"name":"Academic Radiology","volume":" ","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147476296","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Rationale and objectives: This study aimed to develop and validate a deep learning-based brain metastasis detection model (BMDM) in magnetic resonance images for diagnosing brain metastases (BMs).
Materials and methods: We retrospectively collected data from 950 patients serving as the training and test sets for developing BMDM and from an additional 423 patients as the validation set. Three reading modes were compared: radiologists only (10 total, four with ≤3 years of experience and six with >3 years of experience), BMDM only, and radiologists assisted by the BMDM. The alternative free-response receiver operating characteristic (AFROC) method was used for evaluation.
Results: The reading time was reduced by 30.87%, AFROC-area under the curve improved from 0.837 to 0.954, and sensitivity increased from 0.685 to 0.916 with BMDM assistance. The improvement in sensitivity was more pronounced among less experienced radiologists (24.59% vs 22.03%). The detection sensitivity improved by 33.45% for lesions ≤3 mm and by 43.00% for insular lesions.
Conclusion: The results demonstrated that BMDM significantly enhanced time efficiency and diagnostic performance for BM detection, providing clinical benefits.
{"title":"A Multicenter Study on Deep Learning Model-Assisted Detection of Brain Metastases in MR Images.","authors":"Meiqi Hua, Liyong Zhuo, Yu Zhang, Yingjin Xu, Yan Hou, Fengying Zhu, Lulu Yang, Tianda Wang, Congcong Ren, Zimei Yang, Xiao Luo, Rongzhen Zhou, Xiaoping Yin, Jianing Wang","doi":"10.1016/j.acra.2026.01.002","DOIUrl":"https://doi.org/10.1016/j.acra.2026.01.002","url":null,"abstract":"<p><strong>Rationale and objectives: </strong>This study aimed to develop and validate a deep learning-based brain metastasis detection model (BMDM) in magnetic resonance images for diagnosing brain metastases (BMs).</p><p><strong>Materials and methods: </strong>We retrospectively collected data from 950 patients serving as the training and test sets for developing BMDM and from an additional 423 patients as the validation set. Three reading modes were compared: radiologists only (10 total, four with ≤3 years of experience and six with >3 years of experience), BMDM only, and radiologists assisted by the BMDM. The alternative free-response receiver operating characteristic (AFROC) method was used for evaluation.</p><p><strong>Results: </strong>The reading time was reduced by 30.87%, AFROC-area under the curve improved from 0.837 to 0.954, and sensitivity increased from 0.685 to 0.916 with BMDM assistance. The improvement in sensitivity was more pronounced among less experienced radiologists (24.59% vs 22.03%). The detection sensitivity improved by 33.45% for lesions ≤3 mm and by 43.00% for insular lesions.</p><p><strong>Conclusion: </strong>The results demonstrated that BMDM significantly enhanced time efficiency and diagnostic performance for BM detection, providing clinical benefits.</p>","PeriodicalId":50928,"journal":{"name":"Academic Radiology","volume":" ","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147460786","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-13DOI: 10.1016/j.acra.2026.02.034
Shams Iqbal, Kausthubh Hegde, Ronald Arellano, Raul Uppot, Sara Zhao, Thomas An, Haley Ellis, Ralph Weissleder
Rationale and objectives: Cholangiocarcinoma (CCA) is an aggressive malignancy often diagnosed at an advanced stage, precluding curative resection. In such patients, palliative interventions to relieve biliary obstruction are critical. Endobiliary radiofrequency ablation (RFA) using the Habib™ EndoHPB probe has been explored as an adjunct to improve biliary patency, though its percutaneous application and complication rate remain underexplored.
Materials and methods: We retrospectively reviewed eight patients (mean age: 59.9 ± 6.2 years; four males, four females) with unresectable intrahepatic/perihilar CCA who underwent percutaneous endobiliary RFA between January 2022 and June 2025. Outcomes included technical and clinical success, laboratory trends, adverse events, and interventional radiology (IR) service utilization.
Results: Technical success was achieved in all patients (100%). Clinical success, defined as ≥50% bilirubin reduction from baseline within one month, and either symptom resolution within 14 days or improvement in biliary obstruction-related clinical parameters, was observed in seven patients (87.5%). No major procedure-related adverse events were noted, including vascular complications, despite endobiliary ablation. Following RFA, mean total bilirubin decreased from 5.5 ± 7.6 mg/dL to 2.7 ± 2.7 mg/dL at one month (p = 0.187). Aspartate aminotransferase (AST) declined from 85.9 ± 48.1 U/L to 59.7 ± 39.5 U/L (p = 0.005), and alanine aminotransferase (ALT) decreased from 104.7 ± 76.2 U/L to 56.1 ± 50.8 U/L (p = 0.054). The frequency of drain exchanges improved, with intervals extending from 1-3 weeks pre-RFA to 4-8 weeks post-RFA. Over a mean follow-up of 398.6 ± 562.3 days, three patients (37.5%) achieved drain internalization, while two deaths were attributed to disease progression.
Conclusion: Percutaneous endobiliary RFA with the Habib probe is safe, technically feasible, and associated with favorable laboratory and clinical outcomes in unresectable CCA.
{"title":"Percutaneous Endobiliary Radiofrequency Ablation (PERFA) for Unresectable Cholangiocarcinoma.","authors":"Shams Iqbal, Kausthubh Hegde, Ronald Arellano, Raul Uppot, Sara Zhao, Thomas An, Haley Ellis, Ralph Weissleder","doi":"10.1016/j.acra.2026.02.034","DOIUrl":"https://doi.org/10.1016/j.acra.2026.02.034","url":null,"abstract":"<p><strong>Rationale and objectives: </strong>Cholangiocarcinoma (CCA) is an aggressive malignancy often diagnosed at an advanced stage, precluding curative resection. In such patients, palliative interventions to relieve biliary obstruction are critical. Endobiliary radiofrequency ablation (RFA) using the Habib™ EndoHPB probe has been explored as an adjunct to improve biliary patency, though its percutaneous application and complication rate remain underexplored.</p><p><strong>Materials and methods: </strong>We retrospectively reviewed eight patients (mean age: 59.9 ± 6.2 years; four males, four females) with unresectable intrahepatic/perihilar CCA who underwent percutaneous endobiliary RFA between January 2022 and June 2025. Outcomes included technical and clinical success, laboratory trends, adverse events, and interventional radiology (IR) service utilization.</p><p><strong>Results: </strong>Technical success was achieved in all patients (100%). Clinical success, defined as ≥50% bilirubin reduction from baseline within one month, and either symptom resolution within 14 days or improvement in biliary obstruction-related clinical parameters, was observed in seven patients (87.5%). No major procedure-related adverse events were noted, including vascular complications, despite endobiliary ablation. Following RFA, mean total bilirubin decreased from 5.5 ± 7.6 mg/dL to 2.7 ± 2.7 mg/dL at one month (p = 0.187). Aspartate aminotransferase (AST) declined from 85.9 ± 48.1 U/L to 59.7 ± 39.5 U/L (p = 0.005), and alanine aminotransferase (ALT) decreased from 104.7 ± 76.2 U/L to 56.1 ± 50.8 U/L (p = 0.054). The frequency of drain exchanges improved, with intervals extending from 1-3 weeks pre-RFA to 4-8 weeks post-RFA. Over a mean follow-up of 398.6 ± 562.3 days, three patients (37.5%) achieved drain internalization, while two deaths were attributed to disease progression.</p><p><strong>Conclusion: </strong>Percutaneous endobiliary RFA with the Habib probe is safe, technically feasible, and associated with favorable laboratory and clinical outcomes in unresectable CCA.</p>","PeriodicalId":50928,"journal":{"name":"Academic Radiology","volume":" ","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147460794","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-12DOI: 10.1016/j.acra.2025.12.030
Silke Potthast, Martin Segeroth, Jakob Wasserthal, Ioannis I Lazaridis, Thomas Koestler, Urs Zingg, Daniel T Boll
Purpose: This study assesses whether automated segmentation allows evaluation of subtle changes in volume and intrinsic tissue characteristics in an obese patient population undergoing metabolic surgery.
Materials and methods: Multiorgan segmentation and intrinsic Hounsfield Unit (HU) analyses were performed in 1877 preoperative/postoperative computed tomography (CT) examinations, processing nine compartments, organ systems, and musculoskeletal structures as follows: subcutaneous, peritoneal/retroperitoneal fat, skeletal muscle and liver, spleen, kidneys, pancreas, and first lumbar vertebral body. Statistical assessments utilized Wilcoxon signed-rank test and generalized linear mixed model comparisons successively using volumes and HU as dependent values, preoperative/postoperative state as fixed factor, and gender, age as covariates.
Results: Metabolic surgery led to significant reductions of subcutaneous, retroperitoneal/peritoneal fat volumes averaging 25% and 29%, respectively, p<0.001. Subcutaneous and retroperitoneal/peritoneal fat compartments differed significantly in HU, p<0.001. Postoperative reduction in fat tissue was accompanied by a significant increase in corresponding median HU, increasing by 6% and 8%, respectively, p<0.001. Volumes of liver, spleen, pancreas, and kidneys were significantly impacted by metabolic surgery with intraindividual shrinkages of 7-11% postoperatively, p<0.001. Core striated musculature showed significant decreases in volume, averaging 4%, and a simultaneous significant increase in HU following metabolic surgery, averaging 4%. Throughout, gender was a significant covariate with larger volumes preoperatively, a more substantial volume loss postoperatively, as well as a higher HU increase, all observed in males.
Conclusion: Simultaneously, operator-independent and automated compartmental quantitative segmentation allows for assessment of subtle changes in volume and intrinsic structural tissue characteristics over time in patients undergoing metabolic surgery. Our results underline the complex transformation of fat, organs, and muscles after surgery-induced weight loss.
{"title":"Whole-Body Transformation in Obese Patients Undergoing Metabolic Surgery: Insights From Automated Multiorgan Segmentation.","authors":"Silke Potthast, Martin Segeroth, Jakob Wasserthal, Ioannis I Lazaridis, Thomas Koestler, Urs Zingg, Daniel T Boll","doi":"10.1016/j.acra.2025.12.030","DOIUrl":"https://doi.org/10.1016/j.acra.2025.12.030","url":null,"abstract":"<p><strong>Purpose: </strong>This study assesses whether automated segmentation allows evaluation of subtle changes in volume and intrinsic tissue characteristics in an obese patient population undergoing metabolic surgery.</p><p><strong>Materials and methods: </strong>Multiorgan segmentation and intrinsic Hounsfield Unit (HU) analyses were performed in 1877 preoperative/postoperative computed tomography (CT) examinations, processing nine compartments, organ systems, and musculoskeletal structures as follows: subcutaneous, peritoneal/retroperitoneal fat, skeletal muscle and liver, spleen, kidneys, pancreas, and first lumbar vertebral body. Statistical assessments utilized Wilcoxon signed-rank test and generalized linear mixed model comparisons successively using volumes and HU as dependent values, preoperative/postoperative state as fixed factor, and gender, age as covariates.</p><p><strong>Results: </strong>Metabolic surgery led to significant reductions of subcutaneous, retroperitoneal/peritoneal fat volumes averaging 25% and 29%, respectively, p<0.001. Subcutaneous and retroperitoneal/peritoneal fat compartments differed significantly in HU, p<0.001. Postoperative reduction in fat tissue was accompanied by a significant increase in corresponding median HU, increasing by 6% and 8%, respectively, p<0.001. Volumes of liver, spleen, pancreas, and kidneys were significantly impacted by metabolic surgery with intraindividual shrinkages of 7-11% postoperatively, p<0.001. Core striated musculature showed significant decreases in volume, averaging 4%, and a simultaneous significant increase in HU following metabolic surgery, averaging 4%. Throughout, gender was a significant covariate with larger volumes preoperatively, a more substantial volume loss postoperatively, as well as a higher HU increase, all observed in males.</p><p><strong>Conclusion: </strong>Simultaneously, operator-independent and automated compartmental quantitative segmentation allows for assessment of subtle changes in volume and intrinsic structural tissue characteristics over time in patients undergoing metabolic surgery. Our results underline the complex transformation of fat, organs, and muscles after surgery-induced weight loss.</p>","PeriodicalId":50928,"journal":{"name":"Academic Radiology","volume":" ","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147488334","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-12DOI: 10.1016/j.acra.2026.02.015
Ruihuan Wang, Shilong Wang, Lei Xu, Xijin Mao, Zi Yang, Yuefen Zou
Rationale and objectives: This study aims to develop a comprehensive nomogram for predicting the 3-year recurrence risk of patients with soft-tissue sarcoma (STS) undergoing surgical resection based on preoperative MRI images and clinical-radiological factors.
Materials and methods: 202 patients with STS of the extremities and trunk who had undergone surgical resection were included from two centers. We extracted tumor and peritumoral radiomics features from contrast-enhanced T1-weighted imaging (CE-T1WI) and fat-saturated T2-weighted imaging (FS-T2WI) sequences to construct corresponding models, and used pre-trained VGG11 and ResNet18 networks to build sequence-specific deep learning models. A clinical-radiological model was built using selected clinical-radiological features. Finally, deep learning, tumor and peritumoral radiomics, and clinical-radiological analysis results were integrated to construct a comprehensive nomogram for systematic evaluation and analysis from multiple perspectives.
Results: Among all STS patients, the 3-year postoperative recurrence rate was 47.52% (96/202). The nomogram showed excellent predictive performance, with AUC values of 0.874(95% confidence interval [CI]: 0.761-0.987) and 0.822 (95% CI: 0.707-0.938) in internal and external validation sets, respectively; its concordance index for 3-year recurrence risk prediction was 0.746 and 0.690 in the two sets. Kaplan-Meier curves demonstrated significant prognostic differences in patient stratification across all cohorts (log-rank test, all p < 0.01).
Conclusions: The nomogram can predict the 3-year recurrence risk of patients, identify high-risk patients, and support personalized treatment.
{"title":"Predicting the Postoperative Recurrence Risk in Soft-Tissue Sarcomas of the Extremities and Trunk Using MRI-Based Nomogram.","authors":"Ruihuan Wang, Shilong Wang, Lei Xu, Xijin Mao, Zi Yang, Yuefen Zou","doi":"10.1016/j.acra.2026.02.015","DOIUrl":"https://doi.org/10.1016/j.acra.2026.02.015","url":null,"abstract":"<p><strong>Rationale and objectives: </strong>This study aims to develop a comprehensive nomogram for predicting the 3-year recurrence risk of patients with soft-tissue sarcoma (STS) undergoing surgical resection based on preoperative MRI images and clinical-radiological factors.</p><p><strong>Materials and methods: </strong>202 patients with STS of the extremities and trunk who had undergone surgical resection were included from two centers. We extracted tumor and peritumoral radiomics features from contrast-enhanced T1-weighted imaging (CE-T1WI) and fat-saturated T2-weighted imaging (FS-T2WI) sequences to construct corresponding models, and used pre-trained VGG11 and ResNet18 networks to build sequence-specific deep learning models. A clinical-radiological model was built using selected clinical-radiological features. Finally, deep learning, tumor and peritumoral radiomics, and clinical-radiological analysis results were integrated to construct a comprehensive nomogram for systematic evaluation and analysis from multiple perspectives.</p><p><strong>Results: </strong>Among all STS patients, the 3-year postoperative recurrence rate was 47.52% (96/202). The nomogram showed excellent predictive performance, with AUC values of 0.874(95% confidence interval [CI]: 0.761-0.987) and 0.822 (95% CI: 0.707-0.938) in internal and external validation sets, respectively; its concordance index for 3-year recurrence risk prediction was 0.746 and 0.690 in the two sets. Kaplan-Meier curves demonstrated significant prognostic differences in patient stratification across all cohorts (log-rank test, all p < 0.01).</p><p><strong>Conclusions: </strong>The nomogram can predict the 3-year recurrence risk of patients, identify high-risk patients, and support personalized treatment.</p>","PeriodicalId":50928,"journal":{"name":"Academic Radiology","volume":" ","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147460837","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}