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Accuracy of a deep neural network for automated pulmonary embolism detection on dedicated CT pulmonary angiograms
IF 3.2 3区 医学
European Journal of Radiology Pub Date : 2025-03-29 DOI: 10.1016/j.ejrad.2025.112077
Emese Zsarnoczay , Saikiran Rapaka , U.Joseph Schoepf , Chiara Gnasso , Milan Vecsey-Nagy , Thomas M. Todoran , Muhammad Taha Hagar , Dmitrij Kravchenko , Giuseppe Tremamunno , Joseph Parkwood Griffith , Nicola Fink , Sydney Derrick , Meredith Bowman , Henry Sam , Mikayla Tiller , Kathleen Godoy , Florin Condrea , Puneet Sharma , Jim O’Doherty , Pal Maurovich-Horvat , Akos Varga-Szemes
{"title":"Accuracy of a deep neural network for automated pulmonary embolism detection on dedicated CT pulmonary angiograms","authors":"Emese Zsarnoczay ,&nbsp;Saikiran Rapaka ,&nbsp;U.Joseph Schoepf ,&nbsp;Chiara Gnasso ,&nbsp;Milan Vecsey-Nagy ,&nbsp;Thomas M. Todoran ,&nbsp;Muhammad Taha Hagar ,&nbsp;Dmitrij Kravchenko ,&nbsp;Giuseppe Tremamunno ,&nbsp;Joseph Parkwood Griffith ,&nbsp;Nicola Fink ,&nbsp;Sydney Derrick ,&nbsp;Meredith Bowman ,&nbsp;Henry Sam ,&nbsp;Mikayla Tiller ,&nbsp;Kathleen Godoy ,&nbsp;Florin Condrea ,&nbsp;Puneet Sharma ,&nbsp;Jim O’Doherty ,&nbsp;Pal Maurovich-Horvat ,&nbsp;Akos Varga-Szemes","doi":"10.1016/j.ejrad.2025.112077","DOIUrl":"10.1016/j.ejrad.2025.112077","url":null,"abstract":"<div><h3>Purpose</h3><div>To assess the performance of a Deep Neural Network (DNN)-based prototype algorithm for automated PE detection on CTPA scans.</div></div><div><h3>Methods</h3><div>Patients who had previously undergone CTPA with three different systems (SOMATOM Force, go.Top, and Definition AS; Siemens Healthineers, Forchheim, Germany) because of suspected PE from September 2022 to January 2023 were retrospectively enrolled in this study (n = 1,000, 58.8 % women). For detailed evaluation, all PE were divided into three location-based subgroups: central arteries, lobar branches, and peripheral regions. Clinical reports served as ground truth. Sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and accuracy were determined to evaluate the performance of DNN-based PE detection.</div></div><div><h3>Results</h3><div>Cases were excluded due to incomplete data (n = 32), inconclusive report (n = 17), insufficient contrast detected in the pulmonary trunk (n = 40), or failure of the preprocessing algorithms (n = 8). Therefore, the final cohort included 903 cases with a PE prevalence of 12 % (n = 110). The model achieved a sensitivity, specificity, PPV, and NPV of 84.6, 95.1, 70.5, and 97.8 %, respectively, and delivered an overall accuracy of 93.8 %. Among the false positive cases (n = 39), common sources of error included lung masses, pneumonia, and contrast flow artifacts. Common sources of false negatives (n = 17) included chronic and subsegmental PEs.</div></div><div><h3>Conclusion</h3><div>The proposed DNN-based algorithm provides excellent performance for the detection of PE, suggesting its potential utility to support radiologists in clinical reading and exam prioritization.</div></div>","PeriodicalId":12063,"journal":{"name":"European Journal of Radiology","volume":"187 ","pages":"Article 112077"},"PeriodicalIF":3.2,"publicationDate":"2025-03-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143768600","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Very rare adverse reactions to intravascular contrast media: From Kounis to sweet syndrome
IF 3.2 3区 医学
European Journal of Radiology Pub Date : 2025-03-25 DOI: 10.1016/j.ejrad.2025.112066
Aart J. van der Molen , José J. Laguna , Annick A.J.M van de Ven , Francisco Vega
{"title":"Very rare adverse reactions to intravascular contrast media: From Kounis to sweet syndrome","authors":"Aart J. van der Molen ,&nbsp;José J. Laguna ,&nbsp;Annick A.J.M van de Ven ,&nbsp;Francisco Vega","doi":"10.1016/j.ejrad.2025.112066","DOIUrl":"10.1016/j.ejrad.2025.112066","url":null,"abstract":"<div><div>Intravascular administration of contrast media may inadvertently result in adverse drug reactions (ADR) including selected hypersensitivity reactions. This review highlights some very rare ADR, aiming to alert imaging physicians to these conditions and to prompt adequate management. This is particularly relevant for Kounis syndrome, an immediate hypersensitivity reaction involving the coronary arteries. The acute management of Kounis syndrome can be challenging, as it requires continued contrast media administration, while balancing the simultaneous coronary reperfusion that requires vasodilatation with anti-allergic treatment that may involve vasoconstrictor agents. For other adverse reactions, referral to a drug allergy specialist is highly recommended to assess causality and identify safe alternatives.</div></div><div><h3>Clinical Relevance Statement</h3><div>Cardiologists and radiologists must recognize the key symptoms of these very rare adverse reactions to contrast media to promptly initiate the appropriate therapy and refer patients for allergological evaluation, ideally within 1–6 months after the reaction.</div></div>","PeriodicalId":12063,"journal":{"name":"European Journal of Radiology","volume":"187 ","pages":"Article 112066"},"PeriodicalIF":3.2,"publicationDate":"2025-03-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143739907","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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 age and gender-dependent changes in pulmonary arterial flow distribution: A cardiac magnetic resonance flow study
IF 3.2 3区 医学
European Journal of Radiology Pub Date : 2025-03-24 DOI: 10.1016/j.ejrad.2025.112064
Gülbanu Güner, Safiye Sanem Dereli Bulut
{"title":"The age and gender-dependent changes in pulmonary arterial flow distribution: A cardiac magnetic resonance flow study","authors":"Gülbanu Güner,&nbsp;Safiye Sanem Dereli Bulut","doi":"10.1016/j.ejrad.2025.112064","DOIUrl":"10.1016/j.ejrad.2025.112064","url":null,"abstract":"<div><h3>Objective</h3><div>To investigate whether the pulmonary artery blood flow distribution in the normal population changes depending on age and gender using the Cardiac Magnetic Resonance Phase Contrast Imaging method.</div></div><div><h3>Materials and methods</h3><div>A total of 62 healthy volunteers aged 20–60 years were included in the study between September 2020 and November 2021. Participants were first divided into two groups according to their age (group 120–40 years old, group 2: 40–60 years old). Then, each group was divided into two according to gender (groups 1A, 1B and groups 2A, 2B). After routine MR sequences of mediastinum and heart (True Fast Imaging with Steady State Free Precession, short axis for heart (SA), 4-chamber, 2-chamber and 3-chamber CINE sequence). Phase Contrast imaging was performed to Main Pulmonary Artery (MPA), right PA and left PA. On the phase contrast (PC) images obtained, flow velocity, forward flow, backward flow and net forward flow volume and gradient were calculated for each artery. With these data, the distribution ratio for both pulmonary arteries was calculated. Measurements were made simultaneously by two radiologists<strong>.</strong></div></div><div><h3>Results</h3><div>In phase contrast sequence evaluation; No statistically significant correlation was found between RPA/LPA distribution ratio and Group 1 (p &gt; 0.05). A moderate and positive correlation was found statistically between RPA/LPA distribution ratio and Group 2 (r:0.42, p:0.04). No statistically significant correlation was found between the RPA/LPA distribution ratio and the gender variable (p:0.59).</div></div><div><h3>Conclusion</h3><div>The distribution ratio of pulmonary blood flow to both lungs in healthy volunteers can be measured using PC-CMR without the need for invasive procedures. Knowing the normal distribution ratios according to age in the population can be used for the early diagnosis of pathological conditions.</div></div>","PeriodicalId":12063,"journal":{"name":"European Journal of Radiology","volume":"187 ","pages":"Article 112064"},"PeriodicalIF":3.2,"publicationDate":"2025-03-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143715208","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Prediction of postoperative pancreatic fistula based on multi-sequence MR imaging
IF 3.2 3区 医学
European Journal of Radiology Pub Date : 2025-03-22 DOI: 10.1016/j.ejrad.2025.112067
Xiaoyang Li , Kuinan Tong , Tianxin Cheng , Piao Yan , Hui Xu , Kun Liu , Rui Xu , Jun Lu , Zhenghan Yang , Hongwei Wu
{"title":"Prediction of postoperative pancreatic fistula based on multi-sequence MR imaging","authors":"Xiaoyang Li ,&nbsp;Kuinan Tong ,&nbsp;Tianxin Cheng ,&nbsp;Piao Yan ,&nbsp;Hui Xu ,&nbsp;Kun Liu ,&nbsp;Rui Xu ,&nbsp;Jun Lu ,&nbsp;Zhenghan Yang ,&nbsp;Hongwei Wu","doi":"10.1016/j.ejrad.2025.112067","DOIUrl":"10.1016/j.ejrad.2025.112067","url":null,"abstract":"<div><h3>Objective</h3><div>To investigate the value of conventional MRI sequences in predicting the occurrence of postoperative pancreatic fistula (POPF) in patients undergoing pancreaticoduodenectomy (PD).</div></div><div><h3>Methods</h3><div>A total of 122 patients from August 2019 to April 2023 were enrolled. All patients underwent pancreatic histological evaluation, including fibrosis, fat deposition, and acinar cell atrophy. The preoperative image features of pancreas were obtained, including morphological features, pancreas-muscle signal intensity ratio, pancreatic fat fraction and multi-phase enhancement features. The patients were divided into two groups according to whether pancreatic fistula occurred after operation. The related risk factors of pancreatic fistula, the correlation between imaging and pathological changes were analyzed, and the value of preoperative imaging in predicting pancreatic fistula was evaluated.</div></div><div><h3>Results</h3><div>Of the 122 patients, 23(18.9 %) developed POPF. Pathological score showed that there was a significant difference in pancreatic fat deposition between the two groups (P = 0.006), the fat deposition score was higher in the POPF group. Pancreatic fat deposition was the only independent risk factor for POPF(OR,1.933; P = 0.018). MRI showed that proton density fat fraction(PDFF) (P = 0.001), pancreas-to-aorta signal intensity ratio(P-A SI ratio) of equilibrium phase(P = 0.023) and delay phase(P = 0.020) had significant differences. PDFF was positively correlated with fat deposition(r = 0.404, P &lt; 0.001), P-A SI ratio of equilibrium phase and delay phase were positively correlated with fibrosis(r = 0.313, P = 0.002; r = 0.315, P = 0.002, respectively). ROC analysis showed that PDFF had the best efficacy in predicting postoperative pancreatic fistula (AUROC = 0.810), better than P-A SI ratio of equilibrium phase(AUROC = 0.752) and delayed phase(AUROC = 0.766).</div></div><div><h3>Conclusions</h3><div>Pancreatic fat deposition is a high risk factor for POPF, PDFF can reflect fat deposition and predict POPF.</div></div>","PeriodicalId":12063,"journal":{"name":"European Journal of Radiology","volume":"186 ","pages":"Article 112067"},"PeriodicalIF":3.2,"publicationDate":"2025-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143697973","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Magnetic resonance imaging assessment of the discoid glenoid labrum
IF 3.2 3区 医学
European Journal of Radiology Pub Date : 2025-03-22 DOI: 10.1016/j.ejrad.2025.112065
Kirthi Sathyakumar , Praveen Kumar Chinniah , Madhavi Kandagaddala , Anil Oommen , Chandrasekaran , Jeremy Bliss
{"title":"Magnetic resonance imaging assessment of the discoid glenoid labrum","authors":"Kirthi Sathyakumar ,&nbsp;Praveen Kumar Chinniah ,&nbsp;Madhavi Kandagaddala ,&nbsp;Anil Oommen ,&nbsp;Chandrasekaran ,&nbsp;Jeremy Bliss","doi":"10.1016/j.ejrad.2025.112065","DOIUrl":"10.1016/j.ejrad.2025.112065","url":null,"abstract":"<div><h3>Background</h3><div>The glenoid labrum varies in size and shape, sometimes resembling the knee’s meniscus with a free inner edge projecting into the joint. This incomplete discoid-shaped or meniscoid glenoid labrum is a seldom recognized rare variant.</div></div><div><h3>Purpose</h3><div>To determine the prevalence and magnetic resonance imaging [MRI] characteristics of discoid glenoid labrum.</div></div><div><h3>Material and methods</h3><div>Retrospective review of the MRI shoulder joints of 201 patients. The MR images were evaluated for the presence of a discoid labrum, and various characteristics were assessed using predefined criteria.</div></div><div><h3>Results</h3><div>Among the 201 patients, a discoid glenoid labrum was identified in 27 cases; incidence rate of 13.4 %. The mean age of these patients was 41.85 years [range 15–73 years, SD ± 16.9]. The most common position was anterior or antero-inferior [n = 25; 92.6 %], with the apices of almost all discoid folds found between 3–6o’clock position. Twenty-one [77.8 %] of the discoid folds were small, and 6 [22.2 %] were large. Tears or degeneration were observed in 9 [33.3 %]. A statistically significant difference between genders was found in age [p = 0.026] and width [p = 0.044], with discoid labrum appearing in younger men and covering a larger part of the glenoid fossa. The labra were widest at the 3o’clock position [p = 0.008]. Additionally, we discovered a novel radiological finding termed the ’reversed Oreo cookie sign’ in discoid glenoid labra.</div></div><div><h3>Conclusion</h3><div>The discoid glenoid labrum is a shoulder variant that is often overlooked. Recognizing this condition is crucial to avoid misdiagnosing labral pathology and to understand its potential susceptibility to labral tears, degeneration, and shoulder pain.</div></div>","PeriodicalId":12063,"journal":{"name":"European Journal of Radiology","volume":"187 ","pages":"Article 112065"},"PeriodicalIF":3.2,"publicationDate":"2025-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143706314","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Optimization of shoulder synthetic MRI through post-processing and comparison with conventional MRI
IF 3.2 3区 医学
European Journal of Radiology Pub Date : 2025-03-22 DOI: 10.1016/j.ejrad.2025.112069
Naoto Nishizawa , Hidetake Yabuuchi , Kei Nishikawa , Tatsuhiro Wada , Kouji Kobayashi , Chiaki Tokunaga , Tsukasa Kojima , Takumi Ohnishi , Yuji Yano , Kouji Sagiyama , Tomoyuki Hida , Yuzo Yamasaki , Takuya Hino , Kousei Ishigami
{"title":"Optimization of shoulder synthetic MRI through post-processing and comparison with conventional MRI","authors":"Naoto Nishizawa ,&nbsp;Hidetake Yabuuchi ,&nbsp;Kei Nishikawa ,&nbsp;Tatsuhiro Wada ,&nbsp;Kouji Kobayashi ,&nbsp;Chiaki Tokunaga ,&nbsp;Tsukasa Kojima ,&nbsp;Takumi Ohnishi ,&nbsp;Yuji Yano ,&nbsp;Kouji Sagiyama ,&nbsp;Tomoyuki Hida ,&nbsp;Yuzo Yamasaki ,&nbsp;Takuya Hino ,&nbsp;Kousei Ishigami","doi":"10.1016/j.ejrad.2025.112069","DOIUrl":"10.1016/j.ejrad.2025.112069","url":null,"abstract":"<div><h3>Purpose</h3><div>To evaluate the utility of synthetic MRI of the shoulder compared with conventional MRI and to optimize the parameters of morphological images through post-processing. Additionally, we aimed to assess the agreement of T2 values between multi-echo spin-echo (MESE) and multi-dynamic multi-echo (MDME) sequences.</div></div><div><h3>Methods</h3><div>Twenty healthy volunteers underwent shoulder MRI. The optimal post-processing parameters for the tendon–muscle contrast were examined using synthetic MRI, and two radiologists analyzed three image sets: conventional images, synthetic images using preset parameters, and optimized images. Qualitative analysis included assessment of the visibility of anatomical structures, overall image quality, and magic angle effect, whereas the quantitative analysis included measurement of the relative signal intensity and relative contrast. The T2 values of the articular cartilage and supraspinatus muscle were measured for each sequence.</div></div><div><h3>Results</h3><div>Images synthesized with short echo times and long repetition times showed high tendon–muscle contrast. For fat-suppressed T2-weighted images, conventional images showed the highest image quality (p &lt; 0.001), whereas the optimized images achieved comparable visibility of the rotator cuff (p = 0.031–1.0). No significant differences were observed among image sets in proton density-weighted images and T1-weighted images (p &gt; 0.05). The T2 values of the MDME sequence were consistent with those of the MESE sequence at the muscle (p = 0.81), but were approximately 8.3 ms longer at the cartilage (p &lt; 0.001).</div></div><div><h3>Conclusions</h3><div>Synthetic MRI provided acceptable image quality using appropriate post-processing parameters. The simultaneous acquisition of multiple morphological images and quantitative maps within five minutes holds promise for shoulder examination.</div></div>","PeriodicalId":12063,"journal":{"name":"European Journal of Radiology","volume":"186 ","pages":"Article 112069"},"PeriodicalIF":3.2,"publicationDate":"2025-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143714235","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Analyzing the impact of safety knowledge on safety compliance among radiology personnel through mediating and moderating mechanisms
IF 3.2 3区 医学
European Journal of Radiology Pub Date : 2025-03-20 DOI: 10.1016/j.ejrad.2025.112052
Irum Rasheed , Kiran Naz , Areeba Ikram , Kiran Nisar
{"title":"Analyzing the impact of safety knowledge on safety compliance among radiology personnel through mediating and moderating mechanisms","authors":"Irum Rasheed ,&nbsp;Kiran Naz ,&nbsp;Areeba Ikram ,&nbsp;Kiran Nisar","doi":"10.1016/j.ejrad.2025.112052","DOIUrl":"10.1016/j.ejrad.2025.112052","url":null,"abstract":"<div><h3>Purpose</h3><div>In light of the self-determination theory, the basic thrust of this study is to examine the impact of safety knowledge on safety compliance among radiology personnel. It also explored the mediating role of safety motivation and the moderating role of knowledge management in the relationship between safety knowledge and safety motivation.</div></div><div><h3>Design/Methodology/Approach</h3><div>This causal-based observational study was conducted using convenience sampling with time lags to reduce bias in the results. Data were collected through a questionnaire using a deductive approach from radiology personnel working in different hospitals and diagnostic centers in Rawalpindi and Islamabad. Of the 250 questionnaires distributed, 235 were fully responded to, gaining a response rate of 94 %. SPSS and SMART PLS were used for the statistical analysis.</div></div><div><h3>Results</h3><div>The current study showed a positive correlation among all studied variables. Regression analysis showed that safety knowledge has a significant association with safety motivation, which in turn increases safety compliance. Moreover, safety motivation mediated the relationship between safety knowledge and compliance. According to the results, knowledge management also moderates the relationship between safety knowledge and safety motivation, thereby weakening the relationship.</div></div><div><h3>Originality/Value</h3><div>This study addresses a critical gap in the context of healthcare safety by specifically exploring the safety dynamics of radiology personnel in light of self-determination theory, which offers a unique psychological perspective that is neglected in standard organizational safety frameworks. Unlike previous research, it explores different moderating mechanisms, including knowledge management acting as a two-edged sword. On the one hand, it acts as a support system to disseminate safety knowledge, while on the other hand, it weakens safety motivation among personnel if less effectively implemented. Another significant contribution of this study is the inclusion of a time-lagged methodology, which provides a more reliable foundation for safety interventions. The study also suggests certain actionable recommendations for healthcare policymakers to build a culture of safety within healthcare organizations: they need to reframe traditional knowledge-sharing practices and focus on fostering intrinsic motivation that can not only protect healthcare workers, but ultimately enhance patient outcomes.</div></div>","PeriodicalId":12063,"journal":{"name":"European Journal of Radiology","volume":"187 ","pages":"Article 112052"},"PeriodicalIF":3.2,"publicationDate":"2025-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143783849","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Predicting hepatocellular carcinoma response to TACE: A machine learning study based on 2.5D CT imaging and deep features analysis
IF 3.2 3区 医学
European Journal of Radiology Pub Date : 2025-03-20 DOI: 10.1016/j.ejrad.2025.112060
Chong Lin , Ting Cao , Maowen Tang , Wei Pu , Pinggui Lei
{"title":"Predicting hepatocellular carcinoma response to TACE: A machine learning study based on 2.5D CT imaging and deep features analysis","authors":"Chong Lin ,&nbsp;Ting Cao ,&nbsp;Maowen Tang ,&nbsp;Wei Pu ,&nbsp;Pinggui Lei","doi":"10.1016/j.ejrad.2025.112060","DOIUrl":"10.1016/j.ejrad.2025.112060","url":null,"abstract":"<div><h3>Objectives</h3><div>Prior to the commencement of treatment, it is essential to establish an objective method for accurately predicting the prognosis of patients with hepatocellular carcinoma (HCC) undergoing transarterial chemoembolization (TACE). In this study, we aimed to develop a machine learning (ML) model to predict the response of HCC patients to TACE based on CT images analysis.</div></div><div><h3>Materials and methods</h3><div>Public dataset from The Cancer Imaging Archive (TCIA), uploaded in August 2022, comprised a total of 105 cases, including 68 males and 37 females. The external testing dataset was collected from March 1, 2019 to July 1, 2022, consisting of total of 26 patients who underwent TACE treatment at our institution and were followed up for at least 3 months after TACE, including 22 males and 4 females. The public dataset was utilized for ResNet50 transfer learning and ML model construction, while the external testing dataset was used for model performance evaluation. All CT images with the largest lesions in axial, sagittal, and coronal orientations were selected to construct 2.5D images. Pre-trained ResNet50 weights were adapted through transfer learning to serve as a feature extractor to derive deep features for building ML models. Model performance was assessed using area under the curve (AUC), accuracy, F1-Score, confusion matrix analysis, decision curves, and calibration curves.</div></div><div><h3>Results</h3><div>The AUC values for the external testing dataset were 0.90, 0.90, 0.91, and 0.89 for random forest classifier (RFC), support vector classifier (SVC), logistic regression (LR), and extreme gradient boosting (XGB), respectively. The accuracy values for the external testing dataset were 0.79, 0.81, 0.80, and 0.80 for RFC, SVC, LR, and XGB, respectively. The F1-score values for the external testing dataset were 0.75, 0.77, 0.78, and 0.79 for RFC, SVC, LR, and XGB, respectively.</div></div><div><h3>Conclusion</h3><div>The ML model constructed using deep features from 2.5D images has the potential to be applied in predicting the prognosis of HCC patients following TACE treatment.</div></div>","PeriodicalId":12063,"journal":{"name":"European Journal of Radiology","volume":"187 ","pages":"Article 112060"},"PeriodicalIF":3.2,"publicationDate":"2025-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143734620","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Assessment of fetal hepatic lipid content by magnetic resonance imaging and association of results with clinical maternal and fetal parameters
IF 3.2 3区 医学
European Journal of Radiology Pub Date : 2025-03-19 DOI: 10.1016/j.ejrad.2025.112061
Vanessa Berger-Kulemann , Daniela Prayer , Nina Sieberer , Gregor Kasprian , Gregor Dovjak , Jürgen Harreiter , Alexandra Kautzky-Willer , Michael Weber , Martin Krššák , Anke Scharrer , Marlene Stuempflen
{"title":"Assessment of fetal hepatic lipid content by magnetic resonance imaging and association of results with clinical maternal and fetal parameters","authors":"Vanessa Berger-Kulemann ,&nbsp;Daniela Prayer ,&nbsp;Nina Sieberer ,&nbsp;Gregor Kasprian ,&nbsp;Gregor Dovjak ,&nbsp;Jürgen Harreiter ,&nbsp;Alexandra Kautzky-Willer ,&nbsp;Michael Weber ,&nbsp;Martin Krššák ,&nbsp;Anke Scharrer ,&nbsp;Marlene Stuempflen","doi":"10.1016/j.ejrad.2025.112061","DOIUrl":"10.1016/j.ejrad.2025.112061","url":null,"abstract":"<div><h3>Purpose</h3><div>To quantify hepatocellular lipids in the fetal liver, we tested the feasibility of the multiecho mDixon Quant sequence (chemical shift encoded magnetic resonance imaging (MRI)) during clinically routine fetal whole-body MRI and investigated the correlation of hepatocellular lipids with different clinical maternal and fetal parameters.</div></div><div><h3>Methods</h3><div>The livers of 155 fetuses were prospectively investigated with multiecho CSE-MRI sequences during clinically indicated whole-body MRI, performed between gestational weeks 19 and 38 on a 1.5 Tesla scanner. The hepatocellular lipids were quantified by measuring the proton density fat fraction in the left and right liver lobe. Results of the right liver lobe were correlated with the maternal body mass index, maternal age, presence of maternal diabetes, gestational age at assessment, estimated fetal weight, fetal sex, and birth weight.</div></div><div><h3>Results</h3><div>Quantification of fetal hepatocellular lipids was feasible in 151/155 (97.4 %) fetuses. Four examinations were excluded due to strong motion artifacts and poor image quality. The proton density fat fraction values ranged from 0 % to 5.7 % (mean 2.26; SD 1.37). Hepatocellular lipids were associated with the presence of maternal diabetes (p = 0.027). No association was found between hepatocellular lipids and maternal body mass index (p = 0.306), maternal age (p = 0.582), gestational age (p = 0.456), estimated fetal weight (p = 0.176), fetal sex (p = 0.181), or birth weight (p = 0.957).</div></div><div><h3>Conclusion</h3><div>Quantification of fetal hepatocellular lipids is feasible and may routinely be performed during whole-body MRI to detect early liver fat accumulation, particularly in the presence of maternal diabetes.</div></div>","PeriodicalId":12063,"journal":{"name":"European Journal of Radiology","volume":"186 ","pages":"Article 112061"},"PeriodicalIF":3.2,"publicationDate":"2025-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143696677","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Carotid plaque CTA analysis in patients with initial and recurrent ischemic stroke
IF 3.2 3区 医学
European Journal of Radiology Pub Date : 2025-03-19 DOI: 10.1016/j.ejrad.2025.112058
Hui Zhao , Yanqi Shan , Wei Hu , Moran Yang , Xijun Gong , Qisong Zhou , Dai Zhang , Jing Jin
{"title":"Carotid plaque CTA analysis in patients with initial and recurrent ischemic stroke","authors":"Hui Zhao ,&nbsp;Yanqi Shan ,&nbsp;Wei Hu ,&nbsp;Moran Yang ,&nbsp;Xijun Gong ,&nbsp;Qisong Zhou ,&nbsp;Dai Zhang ,&nbsp;Jing Jin","doi":"10.1016/j.ejrad.2025.112058","DOIUrl":"10.1016/j.ejrad.2025.112058","url":null,"abstract":"&lt;div&gt;&lt;h3&gt;Objectives&lt;/h3&gt;&lt;div&gt;Recurrent ischemic stroke leads to prolonged hospital stays, deterioration in functional outcomes, increased disability and mortality rates. The composition of plaques is closely related to the occurrence of stroke. Our aim was to explore differences in carotid plaque characteristics between patients with initial and recurrent ischemic stroke.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Methods&lt;/h3&gt;&lt;div&gt;A retrospective study was conducted on 208 anterior circulation stroke patients who had completed head and neck CT angiography (CTA) examinations. Patients were divided into initial cerebral infarction (ICI) group and recurrent cerebral infarction (RCI) group according to clinical and imaging data. The histological and morphological characteristics of the plaques were assessed by using VascuCAP software. The general demographic data, plaque characteristics, and serological indicators were compared between the two groups. Then, the association between plaque characteristics were investigated. To investigate the contribution of plaque characteristics for predicting the risk of stroke recurrence, we have constructed multivariate logistic regression models with plaque characteristics and blood lipid level parameters.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Results&lt;/h3&gt;&lt;div&gt;There were significant differences in total carotid plaque volume (&lt;em&gt;P&lt;/em&gt; = 0.002) between the ICI and RCI groups. The volume and percentage of Intraplaque Hemorrhage (IPH) and calcification (CALC) in the RCI group were significantly higher than those in the ICI group (&lt;em&gt;P&lt;/em&gt; &lt; 0.05). There were also statistically significant differences in IPH volume (P=<0.001)and IPH percentage (P<0.001)between the symptomatic and asymptomatic sides in the RCI group. In the ICI group, the difference in the maximum stenosis of the carotid artery lumen was statistically significant between the 2 sides (P = 0.025). The total cholesterol (&lt;em&gt;P&lt;/em&gt; = 0.024) and triglyceride levels (&lt;em&gt;P&lt;/em&gt; = 0.049) was significantly larger in the ICI group than in the RCI group. Further, there is a significant negative correlation between the volumes and percentages of IPH and CALC in the ICI group (volume, &lt;em&gt;r&lt;/em&gt; = -0.225, &lt;em&gt;P&lt;/em&gt; = 0.021; percentage, &lt;em&gt;r&lt;/em&gt; = -0.293, &lt;em&gt;P&lt;/em&gt; = 0.002). In addition, IPH volume and percentage were independent predictors in the logistic model with combined features of plaque volume, plaque percentage and blood lipid level (AUC = 0.755, 95 %CI 0.690–0.820).&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Conclusion&lt;/h3&gt;&lt;div&gt;The volume of total carotid plaque and IPH were significantly different between the ICI group and RCI group. The IPH volume and percentage on the symptomatic side of the RCI group were higher than those on the asymptomatic side. IPH has important indicative significance in identifying patients at risk of recurrent stroke.&lt;/div&gt;&lt;div&gt;Abbreviations: CTA, computed tomography angiography; ICI, initial cerebral infarction; RCI, recurrent cerebral infarction; IPH, intraplaque hemorrhage; ","PeriodicalId":12063,"journal":{"name":"European Journal of Radiology","volume":"186 ","pages":"Article 112058"},"PeriodicalIF":3.2,"publicationDate":"2025-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143687795","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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