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Neoplastic premalignant pancreatobiliary lesions: current update on the spectrum of lesions and their imaging appearances.
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2025-01-13 DOI: 10.1007/s00261-024-04795-7
Anil K Dasyam, Nikhil V Tirukkovalur, Amir A Borhani, Venkata S Katabathina, Aatur Singhi, Alessandro Furlan, Srinivasa Prasad
{"title":"Neoplastic premalignant pancreatobiliary lesions: current update on the spectrum of lesions and their imaging appearances.","authors":"Anil K Dasyam, Nikhil V Tirukkovalur, Amir A Borhani, Venkata S Katabathina, Aatur Singhi, Alessandro Furlan, Srinivasa Prasad","doi":"10.1007/s00261-024-04795-7","DOIUrl":"https://doi.org/10.1007/s00261-024-04795-7","url":null,"abstract":"<p><p>Common pancreatobiliary epithelial malignancies such as pancreatic ductal adenocarcinoma, cholangiocarcinoma and gallbladder carcinoma have poor prognosis. A small but significant portion of these malignancies arise from mass-forming grossly and radiologically visible premalignant epithelial neoplasms in the pancreatobiliary tree. Several lesions, including a few recently described entities, fall under this category and predominantly include papillary epithelial lesions with or without mucin production. These include common lesions such as intraductal papillary mucinous lesions (IPMN) in pancreas and less common to rare lesions such intraductal papillary neoplasms of the bile ducts (IPNB), pancreatic and biliary intraductal oncocytic papillary neoplasms (IOPN) and intraductal tubulopapillary neoplasms (ITPN), intracholecystic neoplasms (ICN) in the gallbladder, intra-ampullary papillary-tubular neoplasms (IAPN) in the ampulla and mucinous cystic neoplasms in the pancreas, biliary tree and gallbladder. These lesions have an excellent prognosis before malignant transformation and even with malignant transformation, often fare better than the conventional malignant counterparts. These lesions have characteristic histologic, radiologic, and molecular characteristic features. Several of these neoplastic lesions are associated with field-effect phenomenon which means that in presence of even one of these lesions, the entire background ductal epithelium is at risk of developing synchronous or metachronous malignancies. Awareness of these lesions and their imaging appearances as well as utilization of relevant molecular diagnostics can help practicing radiologists and clinicians improve patient outcomes by detecting early and treating or surveilling such lesions before malignant transformation or before metastatic dissemination.</p>","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2025-01-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142969179","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
Barriers affecting the quality and consistency of barium studies in radiologists and registrars.
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2025-01-13 DOI: 10.1007/s00261-024-04791-x
Muhammad Faraz Mangi, Mohammad Danish Mangi, WanYin Lim
{"title":"Barriers affecting the quality and consistency of barium studies in radiologists and registrars.","authors":"Muhammad Faraz Mangi, Mohammad Danish Mangi, WanYin Lim","doi":"10.1007/s00261-024-04791-x","DOIUrl":"https://doi.org/10.1007/s00261-024-04791-x","url":null,"abstract":"<p><p>The barium swallow study is a fluoroscopic study which provides valuable insights into the motility, function and morphology of the pharynx, oesophagus, gastroesophageal junction, proximal stomach and duodenum. It has been observed that the skill of radiology doctors with barium swallow studies in adults has diminished. This reduced proficiency with barium swallow study is closely linked to and perpetuated by the heterogeneity of technique amongst radiologists. Factors pertaining to the individual radiologist, patient factors, healthcare factors, and the widespread use of alternative investigations have led to this increased variance in performing the barium swallow study. Despite this reduction in its usage, the study remains a valuable tool in the care of patients. We advocate for standardised guidelines to increase consistency and improve radiologist familiarity with this procedure.</p>","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2025-01-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142977000","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
A novel MRI-based radiomics for preoperative prediction of lymphovascular invasion in rectal cancer.
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2025-01-12 DOI: 10.1007/s00261-025-04800-7
Xiaoxiang Ning, Dengfa Yang, Weiqun Ao, Yuwen Guo, Li Ding, Zhen Zhang, Luyao Ma
{"title":"A novel MRI-based radiomics for preoperative prediction of lymphovascular invasion in rectal cancer.","authors":"Xiaoxiang Ning, Dengfa Yang, Weiqun Ao, Yuwen Guo, Li Ding, Zhen Zhang, Luyao Ma","doi":"10.1007/s00261-025-04800-7","DOIUrl":"https://doi.org/10.1007/s00261-025-04800-7","url":null,"abstract":"<p><strong>Background: </strong>To develop and validate a clinical-radiomics model for preoperative prediction of lymphovascular invasion (LVI) in rectal cancer.</p><p><strong>Methods: </strong>This retrospective study included data from 239 patients with pathologically confirmed rectal adenocarcinoma from two centers, all of whom underwent MRI examinations. Cases from the first center (n = 189) were randomly divided into a training set and an internal validation set at a 7:3 ratio, while cases from the second center (n = 50) constituted the external validation set. The clinical features and MRI imaging characteristics of the patients in the training set were analyzed. Univariate and multivariate logistic regression analyses were used to identify independent risk factors for LVI in rectal cancer, and these risk factors were then used to construct a clinical model. Regions of interest (ROIs) were delineated on T2-weighted imaging (T2WI) and diffusion-weighted imaging (DWI) sequences for feature extraction. After feature reduction and selection, the most strongly correlated features were identified, and their respective regression coefficients were calculated to construct the radiomics model. Finally, a combined clinical-radiomics model was built using a weighted linear combination of features and was visualized as a nomogram. The predictive performance of each model was quantified using receiver operating characteristics (ROC) curves and the area under the curve (AUC) in both training and validation sets, with DeLong analysis being used to compare model performance. Decision curve analysis (DCA) was used to evaluate the clinical utility of each model in the validation sets.</p><p><strong>Results: </strong>In the 239 patients, the combined model outperformed the clinical and radiomics models in predicting LVI in rectal cancer. The combined model showed excellent predictive performance in the training, internal validation, and external validation sets, with AUCs of 0.90 (0.88-0.97), 0.88 (0.78-0.99), and 0.88 (0.78-0.95), respectively. The sensitivity values were 75.9%, 68.8%, and 80.0%, respectively, and the specificity values were 90.3%, 92.7%, and 88.6%. DCA results indicated that the nomogram of the combined model had superior clinical utility compared with the clinical and radiomics models.</p><p><strong>Conclusions: </strong>The clinical-radiomics nomogram serves as a valuable tool for non-invasive preoperative prediction of LVI status in patients with rectal cancer.</p>","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2025-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142969176","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
Reduced-dose CT scan of colorectal cancer.
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2025-01-11 DOI: 10.1007/s00261-024-04660-7
Shenglin Li, Xinmei Yang, Yuntai Cao, Long Yuan, Ting Lu, Yuxuan Wang, Jun Zhao, Wenjuan Zhang, Junlin Zhou, Guojin Zhang
{"title":"Reduced-dose CT scan of colorectal cancer.","authors":"Shenglin Li, Xinmei Yang, Yuntai Cao, Long Yuan, Ting Lu, Yuxuan Wang, Jun Zhao, Wenjuan Zhang, Junlin Zhou, Guojin Zhang","doi":"10.1007/s00261-024-04660-7","DOIUrl":"https://doi.org/10.1007/s00261-024-04660-7","url":null,"abstract":"","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2025-01-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142963542","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
The feasibility of high-resolution organ-axial T2-weighted MRI when combined with federation of gynecology and obstetrics (FIGO) classification of uterine fibroid patients.
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2025-01-11 DOI: 10.1007/s00261-024-04776-w
Xiaoyi Liu, Ke Wang, Xinyi Gou, Jianxiu Lian, Yang Zhang, Nan Hong, Jianliu Wang, Rong Zhou, Jin Cheng
{"title":"The feasibility of high-resolution organ-axial T2-weighted MRI when combined with federation of gynecology and obstetrics (FIGO) classification of uterine fibroid patients.","authors":"Xiaoyi Liu, Ke Wang, Xinyi Gou, Jianxiu Lian, Yang Zhang, Nan Hong, Jianliu Wang, Rong Zhou, Jin Cheng","doi":"10.1007/s00261-024-04776-w","DOIUrl":"https://doi.org/10.1007/s00261-024-04776-w","url":null,"abstract":"<p><strong>Purpose: </strong>Correctly classifying uterine fibroids is essential for treatment planning. The objective of this study was to assess the accuracy and reliability of the FIGO classification system in categorizing uterine fibroids via organ-axial T2WI and to further investigate the factors associated with uterine compression.</p><p><strong>Methods: </strong>A total of 130 patients with ultrasound-confirmed fibroids were prospectively enrolled between March 2023 and May 2024. These patients underwent MR examinations, including body-axial T2W (sagittal and axial) and organ-axial T2W (high resolution with oblique coronal and double oblique axial). For postprocessing, the interobserver agreements between two radiologists and the interagreements between two MR examinations and operational descriptions were evaluated via kappa statistics. The accuracy of axial and organ-axial T2W assessments in the FIGO classification of uterine fibroids was compared when surgical outcomes were used as the gold standard. The Kruskal‒Wallis test was used to compare the differences in cavity deformation across various FIGO classifications. Spearman's rank correlation test was used to analyze the correlation between the FIGO classification and the parameters of uterine cavity deformation.</p><p><strong>Results: </strong>In total, 170 fibroids from 130 patients were included. Compared with body-axial T2WI, organ-axial T2WI showed better interobserver agreement and greater interagreements with operational descriptions, with kappa values of 0.877 (P = 0.04) and 0.932 (P = 0.037), respectively. The accuracy of the organ-axial T2WI assessment in determining the FIGO classification of uterine fibroids was greater than that of the body-axial T2WI assessment, with an accuracy of 92.9% (P < 0.01). Thirty-two (38.1%) fibroids showed cavity deformation according to organ-axial T2WI, including fibroids with FIGO types 0-7 and 2-5. Among these factors, the size of the fibroids (S), base width (B), depth of compression (D), D/B, D/S, and compression angle (A) significantly differed among the different FIGO types of fibroids (P < 0.05). Compression angle exhibited a linear correlation with the FIGO type (P < 0.001).</p><p><strong>Conclusion: </strong>Compared with body-axial T2WI, organ-axial T2WI provides greater accuracy on the basis of the FIGO classification, which is more consistent with surgical outcomes. Given the excellent reliability and accuracy of the preoperative FIGO classification, organ-axial T2WI can contribute to treatment planning.</p>","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2025-01-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142963543","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
Liver stiffness: a novel imaging biomarker by ultrasound elastography for prediction of early allograft failure following liver transplantation.
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2025-01-11 DOI: 10.1007/s00261-025-04796-0
Yuchen Yang, Yu Gong, Wen Shen, Yunling Fan, Haohao Yin, Wenping Wang, Huixiong Xu, Yuli Zhu, Hong Han
{"title":"Liver stiffness: a novel imaging biomarker by ultrasound elastography for prediction of early allograft failure following liver transplantation.","authors":"Yuchen Yang, Yu Gong, Wen Shen, Yunling Fan, Haohao Yin, Wenping Wang, Huixiong Xu, Yuli Zhu, Hong Han","doi":"10.1007/s00261-025-04796-0","DOIUrl":"https://doi.org/10.1007/s00261-025-04796-0","url":null,"abstract":"<p><strong>Objectives: </strong>The objective of this study was to evaluate the role of Liver Stiffness Measurement (LSM) and serum transaminase levels for predicting early allograft failure (EAF) after liver transplantation (LT).</p><p><strong>Methods: </strong>A total of 189 patients who underwent LT were prospectively recruited in the study. Of these patients, 13 cases died or received re-transplantation within 90 days after surgery were classified as EAF group, while rest 176 patients were included in the non-EAF group. LSM values and serum transaminase levels within 1 week after operation were recorded and compared between two groups. The area under the curve (AUC) was utilized to assess the performance of LSM, serum transaminase and their combination in predicting EAF.</p><p><strong>Results: </strong>The earliest significant difference in LSM between EAF and non-EAF group was observed on postoperative day 3 (POD-3) (p = 0.046). Comparing to non-EAF group, patients in the EAF group had higher aspartate-aminotransferase (AST) and alanine aminotransferase (ALT) on postoperative day 2 (POD-2)(p = 0.009, 0.033), and also demonstrated higher AST on POD-3 (p = 0.021). Furthermore, the reduction rate of AST/ALT from day 1 to day 3 (AST/ALT Red) were slower (p = 0.001, 0.014) in EAF group. Using a LSM value > 12.1 kPa and an AST level > 339U/L on POD-3 predicted EAF with a sensitivity of 89%, a specificity of 86%, and an AUC of 0.926, surpassing the traditional early allograft dysfunction (EAD) model.</p><p><strong>Conclusions: </strong>The combination of LSM values and AST levels on the third day after LT can effectively predict EAF and facilitate timely interventions.</p>","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2025-01-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142963541","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
Clinical feasibility of MRI-guided in-bore prostate biopsies at 0.55T.
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2025-01-11 DOI: 10.1007/s00261-024-04783-x
Tejinder Kaur, Yun Jiang, Nicole Seiberlich, Hero Hussain, Shane Wells, John Wei, Elaine Caoili, Vikas Gulani
{"title":"Clinical feasibility of MRI-guided in-bore prostate biopsies at 0.55T.","authors":"Tejinder Kaur, Yun Jiang, Nicole Seiberlich, Hero Hussain, Shane Wells, John Wei, Elaine Caoili, Vikas Gulani","doi":"10.1007/s00261-024-04783-x","DOIUrl":"10.1007/s00261-024-04783-x","url":null,"abstract":"<p><strong>Objective: </strong>In-bore MRI-guided biopsy allows direct visualization of suspicious lesions, biopsy needles, and trajectories, allowing accurate sampling when MRI-ultrasound fusion biopsy is not feasible. However, its use has been limited. Wide-bore, lower-field, and lower-cost scanners could help address these issues, but their feasibility for prostate biopsy is unknown. The purpose of our study was to evaluate the feasibility of in-bore MRI-guided prostate biopsy using a large-bore (80 cm), 0.55T scanner.</p><p><strong>Materials and methods: </strong>Nineteen participants (68 ± 10 years) with suspected prostate cancer (PCa) were recruited for this Institutional Review Board (IRB) approved study (May 2023 -October 2024). Prebiopsy diagnostic scans and intra-procedural T2-weighted images were used for lesion localization. PSA levels, lesion sizes, cancer detection rates, positive core volume percentage, ISUP (International Society of Urological Pathology) grade groups (GG), positive volume cores, skin to target distances, and procedure durations were reported.</p><p><strong>Results: </strong>Seventeen participants underwent biopsies (four transrectal, thirteen percutaneous). Two participants were excluded. Twenty lesions (mean size 1.9 ± 1.2 cm) were biopsied which showed various GG cancers (GG1, GG2, GG3, GG4, and GG5), with positive cores ranging from 10 to 100%. 20% of the lesions were benign. Compared to previous biopsies, 22.2% (2/9) had new cancer detections, 22.2% (2/9) showed a GG upgrade, and 33.3% (3/9) had increased positive core volume, while 11.1% (1/9) showed no upgrade and 11.1% (1/9) had benign findings. Among biopsy-naïve participants, 75% (6/8) had cancer detected, and 25% (2/8) had benign findings. One new cancer was detected near a hip prosthesis due to reduced imaging artifacts. Average total procedure time was 77 ± 21 min for transrectal and 74 ± 22 min for percutaneous biopsies, with times to first core at 45 ± 15 and 53 ± 14 min, respectively.</p><p><strong>Conclusion: </strong>Identifying and accurately targeting suspicious prostate lesions is feasible using a 0.55T MRI scanner.</p>","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2025-01-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142963540","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
Noninvasive identification of HER2 status by integrating multiparametric MRI-based radiomics model with the vesical imaging-reporting and data system (VI-RADS) score in bladder urothelial carcinoma.
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2025-01-09 DOI: 10.1007/s00261-024-04767-x
Cheng Luo, Shurong Li, Yichao Han, Jian Ling, Xuanling Wu, Lingwu Chen, Daohu Wang, Junxing Chen
{"title":"Noninvasive identification of HER2 status by integrating multiparametric MRI-based radiomics model with the vesical imaging-reporting and data system (VI-RADS) score in bladder urothelial carcinoma.","authors":"Cheng Luo, Shurong Li, Yichao Han, Jian Ling, Xuanling Wu, Lingwu Chen, Daohu Wang, Junxing Chen","doi":"10.1007/s00261-024-04767-x","DOIUrl":"https://doi.org/10.1007/s00261-024-04767-x","url":null,"abstract":"<p><strong>Purpose: </strong>HER2 expression is crucial for the application of HER2-targeted antibody-drug conjugates. This study aims to construct a predictive model by integrating multiparametric magnetic resonance imaging (mpMRI) based multimodal radiomics and the Vesical Imaging-Reporting and Data System (VI-RADS) score for noninvasive identification of HER2 status in bladder urothelial carcinoma (BUC).</p><p><strong>Methods: </strong>A total of 197 patients were retrospectively enrolled and randomly divided into a training cohort (n = 145) and a testing cohort (n = 52). The multimodal radiomics features were derived from mpMRI, which were also utilized for VI-RADS score evaluation. LASSO algorithm and six machine learning methods were applied for radiomics feature screening and model construction. The optimal radiomics model was selected to integrate with VI-RADS score to predict HER2 status, which was determined by immunohistochemistry. The performance of predictive model was evaluated by receiver operating characteristic curve with area under the curve (AUC).</p><p><strong>Results: </strong>Among the enrolled patients, 110 (55.8%) patients were demonstrated with HER2-positive and 87 (44.2%) patients were HER2-negative. Eight features were selected to establish radiomics signature. The optimal radiomics signature achieved the AUC values of 0.841 (95% CI 0.779-0.904) in the training cohort and 0.794 (95%CI 0.650-0.938) in the testing cohort, respectively. The KNN model was selected to evaluate the significance of radiomics signature and VI-RADS score, which were integrated as a predictive nomogram. The AUC values for the nomogram in the training and testing cohorts were 0.889 (95%CI 0.840-0.938) and 0.826 (95%CI 0.702-0.950), respectively.</p><p><strong>Conclusion: </strong>Our study indicated the predictive model based on the integration of mpMRI-based radiomics and VI-RADS score could accurately predict HER2 status in BUC. The model might aid clinicians in tailoring individualized therapeutic strategies.</p>","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2025-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142942367","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
Accurate colorectal cancer detection using a random hinge exponential distribution coupled attention network on pathological images.
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2025-01-08 DOI: 10.1007/s00261-024-04770-2
E Bharath, R Vimal Raja, K Kalaivanan, Vivek Deshpande
{"title":"Accurate colorectal cancer detection using a random hinge exponential distribution coupled attention network on pathological images.","authors":"E Bharath, R Vimal Raja, K Kalaivanan, Vivek Deshpande","doi":"10.1007/s00261-024-04770-2","DOIUrl":"https://doi.org/10.1007/s00261-024-04770-2","url":null,"abstract":"<p><p>Colorectal cancer (CRC) is one of the most common and deadly forms of cancer worldwide, necessitating accurate and early detection to improve treatment outcomes. Traditional diagnostic methods often rely on manual examination of pathological images, which can be time-consuming and prone to human error. This study presents an advanced approach for colorectal cancer detection using a Random Hinge Exponential Distribution coupled Attention Network (RHED-CANet) on pathological images. The input dataset is sourced from the TCGA-CRC-DX cohort and the CRC dataset, both widely recognized for their comprehensive coverage of colorectal cancer cases. Pre-processing and feature extraction are performed using a Modified Square Root Sage-Husa Adaptive Kalman Filter combined with a Spike-Driven Transformer, enhancing noise reduction and feature clarity. Segmentation is achieved through an EfficientNetV2L Inception Transformer, ensuring precise delineation of cancerous regions. The final classification utilizes the RHED-CANet, a network tailored to handle the complexities of pathological data with high accuracy. This methodology achieved remarkable results, with an accuracy of 99.9% and a precision of 99.7%. These performance metrics underscore the method's ability to minimize false positives and enhance diagnostic accuracy. The proposed approach offers significant advantages, including a reduction in diagnostic time and a substantial improvement in detection accuracy, making it a promising tool for clinical applications. Despite its excellent accuracy, the suggested RHED-CANet technique has drawbacks, such as overfitting the TCGA-CRC-DX and CRC datasets by reducing generalizability on other datasets comprising other cancer types or image qualities. The actual application of the techniques in real-time clinical applications may be hampered by this computational load, especially in settings with limited resources, and the model's potential computational complexity due to multiple advanced processing steps. Additionally, the efficiency of training may be impacted by biased inputs, particularly for minor CRC subtypes.</p>","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2025-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142942364","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
Efficacy and safety of microwave ablation in solitary kidney patients with T1a small renal masses.
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2025-01-07 DOI: 10.1007/s00261-024-04779-7
Carlos Justo-Jaume, Max Stempel, Jessica Qiu, Luis Gonzalez Miranda, Guofen Yan, Genevieve Lyons, Kenneth Sands, Noah Schenkman, Tracey Krupski, Stephen Culp, Jennifer Lobo
{"title":"Efficacy and safety of microwave ablation in solitary kidney patients with T1a small renal masses.","authors":"Carlos Justo-Jaume, Max Stempel, Jessica Qiu, Luis Gonzalez Miranda, Guofen Yan, Genevieve Lyons, Kenneth Sands, Noah Schenkman, Tracey Krupski, Stephen Culp, Jennifer Lobo","doi":"10.1007/s00261-024-04779-7","DOIUrl":"https://doi.org/10.1007/s00261-024-04779-7","url":null,"abstract":"<p><strong>Objectives: </strong>To assess the safety and efficacy of using microwave ablation (MWA) to treat solitary kidney (SK) patients with T1a renal cell carcinoma (RCC).</p><p><strong>Methods: </strong>Retrospective analysis of a prospectively maintained database identified patients with T1a RCC with either congenital or acquired SK. Estimated glomerular filtration rate (eGFR) was calculated from serum creatinine before MWA and after at 6 and 12 months post-procedure. The local recurrence-free survival (LRFS), metastatic-recurrence free survival (MRFS), cancer-specific survival, and overall survival were analyzed with the Kaplan-Meier method.</p><p><strong>Results: </strong>A total of 26 patients met inclusion criteria, including 3 congenital and 23 acquired SK patients. eGFR was lower at both 6 and 12 months post-procedure compared to pre-procedure, with the congenital SK group having a more pronounced reduction in eGFR at both post-procedure timepoints. Median follow-up time was 28.6 months (IQR 12.4-55.4). Four patients (15.4%) experienced local recurrence. For LRFS, mean survival time was 69.4 months. There were 5 patients (19.2%) that experienced metastatic recurrence, with median and mean survival time at 101.1 and 82.0 months, respectively. The mean time for RCC-specific survival was 94.7 months, while median and mean time for overall survival was 43.1 and 61.7 months, respectively.</p><p><strong>Conclusion: </strong>With a moderate reduction in renal function and a comparable rate of local recurrence compared to prior literature, this work demonstrates that MWA remains a viable alternative to more invasive techniques, particularly for high-risk SK patients with RCC. Our work highlights the need for further research on effectiveness of MWA in cancer control and preservation of renal function in larger cohorts of SK patients over extended follow-up times.</p>","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2025-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142942366","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
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