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Yuan K, Zhang X, Yang Q, Deng X, Deng Z, Liao X, Si W. Risk prediction and analysis of gallbladder polyps with deep neural network. Comput Assist Surg (Abingdon) 2024; 29:2331774. [PMID: 38520294 DOI: 10.1080/24699322.2024.2331774] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/25/2024] Open
Abstract
The aim of this study is to analyze the risk factors associated with the development of adenomatous and malignant polyps in the gallbladder. Adenomatous polyps of the gallbladder are considered precancerous and have a high likelihood of progressing into malignancy. Preoperatively, distinguishing between benign gallbladder polyps, adenomatous polyps, and malignant polyps is challenging. Therefore, the objective is to develop a neural network model that utilizes these risk factors to accurately predict the nature of polyps. This predictive model can be employed to differentiate the nature of polyps before surgery, enhancing diagnostic accuracy. A retrospective study was done on patients who had cholecystectomy surgeries at the Department of Hepatobiliary Surgery of the Second People's Hospital of Shenzhen between January 2017 and December 2022. The patients' clinical characteristics, lab results, and ultrasonographic indices were examined. Using risk variables for the growth of adenomatous and malignant polyps in the gallbladder, a neural network model for predicting the kind of polyps will be created. A normalized confusion matrix, PR, and ROC curve were used to evaluate the performance of the model. In this comprehensive study, we meticulously analyzed a total of 287 cases of benign gallbladder polyps, 15 cases of adenomatous polyps, and 27 cases of malignant polyps. The data analysis revealed several significant findings. Specifically, hepatitis B core antibody (95% CI -0.237 to 0.061, p < 0.001), number of polyps (95% CI -0.214 to -0.052, p = 0.001), polyp size (95% CI 0.038 to 0.051, p < 0.001), wall thickness (95% CI 0.042 to 0.081, p < 0.001), and gallbladder size (95% CI 0.185 to 0.367, p < 0.001) emerged as independent predictors for gallbladder adenomatous polyps and malignant polyps. Based on these significant findings, we developed a predictive classification model for gallbladder polyps, represented as follows, Predictive classification model for GBPs = -0.149 * core antibody - 0.033 * number of polyps + 0.045 * polyp size + 0.061 * wall thickness + 0.276 * gallbladder size - 4.313. To assess the predictive efficiency of the model, we employed precision-recall (PR) and receiver operating characteristic (ROC) curves. The area under the curve (AUC) for the prediction model was 0.945 and 0.930, respectively, indicating excellent predictive capability. We determined that a polyp size of 10 mm served as the optimal cutoff value for diagnosing gallbladder adenoma, with a sensitivity of 81.5% and specificity of 60.0%. For the diagnosis of gallbladder cancer, the sensitivity and specificity were 81.5% and 92.5%, respectively. These findings highlight the potential of our predictive model and provide valuable insights into accurate diagnosis and risk assessment for gallbladder polyps. We identified several risk factors associated with the development of adenomatous and malignant polyps in the gallbladder, including hepatitis B core antibodies, polyp number, polyp size, wall thickness, and gallbladder size. To address the need for accurate prediction, we introduced a novel neural network learning algorithm. This algorithm utilizes the aforementioned risk factors to predict the nature of gallbladder polyps. By accurately identifying the nature of these polyps, our model can assist patients in making informed decisions regarding their treatment and management strategies. This innovative approach aims to improve patient outcomes and enhance the overall effectiveness of care.
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Affiliation(s)
- Kerong Yuan
- Department of Hepatobiliary Surgery, the First Affiliated Hospital of Shenzhen University, Health Science Center, Shenzhen Second People's Hospital, Shenzhen, P.R. China
| | - Xiaofeng Zhang
- School of Mechanical Engineering, Nantong University, Nantong, P.R. China
| | - Qian Yang
- Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, P.R. China
| | - Xuesong Deng
- Department of Hepatobiliary Surgery, the First Affiliated Hospital of Shenzhen University, Health Science Center, Shenzhen Second People's Hospital, Shenzhen, P.R. China
| | - Zhe Deng
- Department of Emergency Medicine, the First Affiliated Hospital of Shenzhen University, Health Science Center, Shenzhen Second People's Hospital, Shenzhen, P.R. China
| | - Xiangyun Liao
- Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, P.R. China
| | - Weixin Si
- Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, P.R. China
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Vo-Phamhi JM, Tiyarattanachai T, Matuszczak M, Shen L, Kim S, Kamaya A. Follow-up imaging and surgical costs associated with different guidelines for management of incidentally detected gallbladder polyps. Acad Radiol 2024:S1076-6332(24)00337-4. [PMID: 38862347 DOI: 10.1016/j.acra.2024.05.034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2024] [Revised: 05/13/2024] [Accepted: 05/18/2024] [Indexed: 06/13/2024]
Abstract
RATIONALE AND OBJECTIVES To compare follow-up imaging and surgical cost implications of the Society of Radiologists in Ultrasound (SRU) guidelines, 2017 and 2022 European (EUR) guidelines, 2020 Canadian Association of Radiologists (CAR) recommendations, and 2013 American College of Radiology (ACR) White Paper for managing incidentally detected gallbladder polyps. MATERIALS AND METHODS 253 consecutive patients with gallbladder polyps identified on ultrasound were independently reviewed by three radiologists for polyp size and morphology. Electronic medical records were reviewed for patient demographics, cholecystectomy (if performed) pathological findings, or any subsequent diagnosis of gallbladder cancer. For each patient, the following were calculated for each of the 5 guidelines studied: 1) number of recommended follow-up ultrasounds based on initial presentation, 2) number of surgical consultations recommended based on initial presentation, 3) number of surgical consultations recommended based on growth, and 4) associated imaging and surgical costs. Interrater agreement was calculated. RESULTS The SRU 2022 guidelines suggested significantly fewer follow-up ultrasounds and surgical consultations, leading to a cost reduction of 96.5 % and 96.7 % compared to European 2022 and 2017, respectively; 86.5 % compared to CAR; and 86.2 % compared to ACR guidelines. With SRU Recommendations, the majority of gallbladder polyps would be classified as extremely low risk (68.4 %), 30.8 % low risk, and 0.8 % indeterminate risk. In our cohort, a single case of gallbladder cancer was identified (26 mm) which would be recommended for surgical consult by all guidelines. CONCLUSION The SRU 2022 guidelines can lead to significant savings for patients, health systems, and society, while reducing unnecessary medical interventions for managing incidentally detected gallbladder polyps.
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Affiliation(s)
- Jenny M Vo-Phamhi
- Columbia University Vagelos College of Physicians & Surgeons, 630 W 168th St, New York, NY 10032.
| | - Thodsawit Tiyarattanachai
- Department of Radiology and Department of Biomedical Data Science, Stanford University School of Medicine, 1265 Welch Road, Stanford, CA 94305.
| | - Martin Matuszczak
- Stanford Hospital and Clinics, 300 Pasteur Dr H1307, Stanford, CA 94305.
| | - Luyao Shen
- Stanford Hospital and Clinics, 300 Pasteur Dr H1307, Stanford, CA 94305.
| | - Solomon Kim
- Integrated Imaging Consultants, LLC, 4440 West 95th Street, Department of Radiology, Oak Lawn, IL 60453.
| | - Aya Kamaya
- Stanford Hospital and Clinics, 300 Pasteur Dr H1307, Stanford, CA 94305.
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Hong Y, Abudukeremu X, She F, Chen Y. SOAT1 in gallbladder cancer: Clinicopathological significance and avasimibe therapeutics. J Biochem Mol Toxicol 2024; 38:e23733. [PMID: 38770938 DOI: 10.1002/jbt.23733] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2024] [Revised: 04/10/2024] [Accepted: 05/09/2024] [Indexed: 05/22/2024]
Abstract
The aim of this investigation was to evaluate the differential expression of the sterol O-acyltransferase 1 (SOAT1) protein in gallbladder cancer tissues and cells, investigate the impact of Avastin on the proliferation, migration, invasion capabilities of gallbladder cancer cells, and its potential to induce cell apoptosis. Immunohistochemical analysis of samples from 145 gallbladder cancer patients was conducted, along with analysis of SOAT1 protein, mRNA expression levels, and cholesterol content in gallbladder cancer cell lines SGC-996, NOZ, and gallbladder cancer (GBC)-SD using Western blot and q-PCR techniques. Furthermore, the effects of Avastin on the proliferation, migration, and invasion capabilities of these gallbladder cancer cell lines were studied, and its ability to induce cell apoptosis was evaluated using flow cytometry, Western blot, and immunohistochemical methods. Additionally, gene expression and pathway analysis were performed, and the synergistic therapeutic effects of Avastin combined with gemcitabine were tested in a gallbladder cancer xenograft model. The study found that SOAT1 expression was significantly upregulated in GBC tissues and positively correlated with lymph node metastasis and TNM staging. In vitro experiments demonstrated that Avastin significantly inhibited the proliferation, migration, and invasion capabilities of SGC-996 and GBC-SD cell lines and induced apoptosis. RNA sequencing analysis revealed multiple differentially expressed genes in cells treated with Avastin, primarily enriched in biological pathways such as signaling transduction, malignant tumors, and the immune system. In vivo, experiments confirmed that Avastin could effectively suppress tumor growth in a gallbladder cancer xenograft model and enhanced the treatment efficacy when used in combination with gemcitabine. Overall, these findings provide new insights and strategies for targeted therapy in gallbladder cancer.
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Affiliation(s)
- Yuqun Hong
- Department of Hepatobiliary Surgery and Fujian Institute of Hepatobiliary Surgery, Fujian Medical University Union Hospital, Fujian Medical University, Fuzhou, China
- Fujian Medical University Cancer Center, Fuzhou, China
- Key Laboratory of Gastrointestinal Cancer (Fujian Medical University), Ministry of Education, Fuzhou, China
- Fujian Key Laboratory of Tumor Microbiology, Department of Medical Microbiology, Fujian Medical University, Fuzhou, China
| | - Xiahenazi Abudukeremu
- Department of Hepatobiliary Surgery and Fujian Institute of Hepatobiliary Surgery, Fujian Medical University Union Hospital, Fujian Medical University, Fuzhou, China
- Fujian Medical University Cancer Center, Fuzhou, China
- Key Laboratory of Gastrointestinal Cancer (Fujian Medical University), Ministry of Education, Fuzhou, China
- Fujian Key Laboratory of Tumor Microbiology, Department of Medical Microbiology, Fujian Medical University, Fuzhou, China
| | - Feifei She
- Fujian Medical University Cancer Center, Fuzhou, China
- Key Laboratory of Gastrointestinal Cancer (Fujian Medical University), Ministry of Education, Fuzhou, China
- Fujian Key Laboratory of Tumor Microbiology, Department of Medical Microbiology, Fujian Medical University, Fuzhou, China
| | - Yanling Chen
- Department of Hepatobiliary Surgery and Fujian Institute of Hepatobiliary Surgery, Fujian Medical University Union Hospital, Fujian Medical University, Fuzhou, China
- Fujian Medical University Cancer Center, Fuzhou, China
- Key Laboratory of Gastrointestinal Cancer (Fujian Medical University), Ministry of Education, Fuzhou, China
- Fujian Key Laboratory of Tumor Microbiology, Department of Medical Microbiology, Fujian Medical University, Fuzhou, China
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Yin S, Ding N, Ji Y, Qiao Z, Yuan J, Chi J, Jin L. The value of CT radiomics combined with deep transfer learning in predicting the nature of gallbladder polypoid lesions. Acta Radiol 2024; 65:554-564. [PMID: 38623640 DOI: 10.1177/02841851241245970] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/17/2024]
Abstract
BACKGROUND Computed tomography (CT) radiomics combined with deep transfer learning was used to identify cholesterol and adenomatous gallbladder polyps that have not been well evaluated before surgery. PURPOSE To investigate the potential of various machine learning models, incorporating radiomics and deep transfer learning, in predicting the nature of cholesterol and adenomatous gallbladder polyps. MATERIAL AND METHODS A retrospective analysis was conducted on clinical and imaging data from 100 patients with cholesterol or adenomatous polyps confirmed by surgery and pathology at our hospital between September 2015 and February 2023. Preoperative contrast-enhanced CT radiomics combined with deep learning features were utilized, and t-tests and least absolute shrinkage and selection operator (LASSO) cross-validation were employed for feature selection. Subsequently, 11 machine learning algorithms were utilized to construct prediction models, and the area under the ROC curve (AUC), accuracy, and F1 measure were used to assess model performance, which was validated in a validation group. RESULTS The Logistic algorithm demonstrated the most effective prediction in identifying polyp properties based on 10 radiomics combined with deep learning features, achieving the highest AUC (0.85 in the validation group, 95% confidence interval = 0.68-1.0). In addition, the accuracy (0.83 in the validation group) and F1 measure (0.76 in the validation group) also indicated strong performance. CONCLUSION The machine learning radiomics combined with deep learning model based on enhanced CT proves valuable in predicting the characteristics of cholesterol and adenomatous gallbladder polyps. This approach provides a more reliable basis for preoperative diagnosis and treatment of these conditions.
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Affiliation(s)
- Shengnan Yin
- Department of Radiology, Suzhou Ninth People's Hospital, Suzhou Ninth Hospital Affiliated to Soochow University, Suzhou, PR China
| | - Ning Ding
- Department of Radiology, Suzhou Ninth People's Hospital, Suzhou Ninth Hospital Affiliated to Soochow University, Suzhou, PR China
| | - Yiding Ji
- Department of Radiology, Suzhou Ninth People's Hospital, Suzhou Ninth Hospital Affiliated to Soochow University, Suzhou, PR China
| | - Zhenguo Qiao
- Department of Gastroenterology, Suzhou Ninth People's Hospital, Suzhou Ninth Hospital Affiliated to Soochow University, Suzhou, PR China
| | - Jianmao Yuan
- Department of General Surgery, Suzhou Ninth People's Hospital, Suzhou Ninth Hospital Affiliated to Soochow University, Suzhou, PR China
| | - Jing Chi
- Department of Radiology, Suzhou Ninth People's Hospital, Suzhou Ninth Hospital Affiliated to Soochow University, Suzhou, PR China
| | - Long Jin
- Department of Radiology, Suzhou Ninth People's Hospital, Suzhou Ninth Hospital Affiliated to Soochow University, Suzhou, PR China
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Kamaya A. Editorial Comment: Validating Usage of the Society of Radiologists in Ultrasound Consensus Conference Recommendations for Management of Incidental Gallbladder Polyps. AJR Am J Roentgenol 2024; 222:e2431062. [PMID: 38415579 DOI: 10.2214/ajr.24.31062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/29/2024]
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Gupta P, Basu S, Rana P, Dutta U, Soundararajan R, Kalage D, Chhabra M, Singh S, Yadav TD, Gupta V, Kaman L, Das CK, Gupta P, Saikia UN, Srinivasan R, Sandhu MS, Arora C. Deep-learning enabled ultrasound based detection of gallbladder cancer in northern India: a prospective diagnostic study. THE LANCET REGIONAL HEALTH. SOUTHEAST ASIA 2024; 24:100279. [PMID: 38756152 PMCID: PMC11096661 DOI: 10.1016/j.lansea.2023.100279] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/24/2023] [Revised: 06/16/2023] [Accepted: 08/30/2023] [Indexed: 05/18/2024]
Abstract
Background Gallbladder cancer (GBC) is highly aggressive. Diagnosis of GBC is challenging as benign gallbladder lesions can have similar imaging features. We aim to develop and validate a deep learning (DL) model for the automatic detection of GBC at abdominal ultrasound (US) and compare its diagnostic performance with that of radiologists. Methods In this prospective study, a multiscale, second-order pooling-based DL classifier model was trained (training and validation cohorts) using the US data of patients with gallbladder lesions acquired between August 2019 and June 2021 at the Postgraduate Institute of Medical Education and research, a tertiary care hospital in North India. The performance of the DL model to detect GBC was evaluated in a temporally independent test cohort (July 2021-September 2022) and was compared with that of two radiologists. Findings The study included 233 patients in the training set (mean age, 48 ± (2SD) 23 years; 142 women), 59 patients in the validation set (mean age, 51.4 ± 19.2 years; 38 women), and 273 patients in the test set (mean age, 50.4 ± 22.1 years; 177 women). In the test set, the DL model had sensitivity, specificity, and area under the receiver operating characteristic curve (AUC) of 92.3% (95% CI, 88.1-95.6), 74.4% (95% CI, 65.3-79.9), and 0.887 (95% CI, 0.844-0.930), respectively for detecting GBC which was comparable to both the radiologists. The DL-based approach showed high sensitivity (89.8-93%) and AUC (0.810-0.890) for detecting GBC in the presence of stones, contracted gallbladders, lesion size <10 mm, and neck lesions, which was comparable to both the radiologists (p = 0.052-0.738 for sensitivity and p = 0.061-0.745 for AUC). The sensitivity for DL-based detection of mural thickening type of GBC was significantly greater than one of the radiologists (87.8% vs. 72.8%, p = 0.012), despite a reduced specificity. Interpretation The DL-based approach demonstrated diagnostic performance comparable to experienced radiologists in detecting GBC using US. However, multicentre studies are warranted to explore the potential of DL-based diagnosis of GBC fully. Funding None.
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Affiliation(s)
- Pankaj Gupta
- Department of Radiodiagnosis and Imaging, Postgraduate Institute of Medical Education and Research, Chandigarh, 160012, India
| | - Soumen Basu
- Department of Computer Science and Engineering, Indian Institute of Technology, New Delhi, 110016, India
| | - Pratyaksha Rana
- Department of Radiodiagnosis and Imaging, Postgraduate Institute of Medical Education and Research, Chandigarh, 160012, India
| | - Usha Dutta
- Department of Gastroenterology, Postgraduate Institute of Medical Education and Research, Chandigarh, 160012, India
| | - Raghuraman Soundararajan
- Department of Radiodiagnosis and Imaging, Postgraduate Institute of Medical Education and Research, Chandigarh, 160012, India
| | - Daneshwari Kalage
- Department of Radiodiagnosis and Imaging, Postgraduate Institute of Medical Education and Research, Chandigarh, 160012, India
| | - Manika Chhabra
- Department of Radiodiagnosis and Imaging, Postgraduate Institute of Medical Education and Research, Chandigarh, 160012, India
| | - Shravya Singh
- Department of Radiodiagnosis and Imaging, Postgraduate Institute of Medical Education and Research, Chandigarh, 160012, India
| | - Thakur Deen Yadav
- Department of Surgical Gastroenterology, Postgraduate Institute of Medical Education and Research, Chandigarh, 160012, India
| | - Vikas Gupta
- Department of Surgical Gastroenterology, Postgraduate Institute of Medical Education and Research, Chandigarh, 160012, India
| | - Lileswar Kaman
- Department of General Surgery, Postgraduate Institute of Medical Education and Research, Chandigarh, 160012, India
| | - Chandan Krushna Das
- Department of Clinical Hematology and Medical Oncology, Postgraduate Institute of Medical Education and Research, Chandigarh, 160012, India
| | - Parikshaa Gupta
- Department of Cytology and Gynaecological Pathology, Postgraduate Institute of Medical Education and Research, Chandigarh 160012, India
| | - Uma Nahar Saikia
- Department of Histopathology, Postgraduate Institute of Medical Education and Research, Chandigarh, 160012, India
| | - Radhika Srinivasan
- Department of Cytology and Gynaecological Pathology, Postgraduate Institute of Medical Education and Research, Chandigarh 160012, India
| | - Manavjit Singh Sandhu
- Department of Radiodiagnosis and Imaging, Postgraduate Institute of Medical Education and Research, Chandigarh, 160012, India
| | - Chetan Arora
- Department of Computer Science and Engineering, Indian Institute of Technology, New Delhi, 110016, India
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7
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Anderson MA, Mercaldo S, Cao J, Mroueh N, Furtado FS, Cochran RL, Chung R, Goiffon RJ, Sertic M, Pierce TT, Kilcoyne A, Mojtahed A, Shenoy-Bhangle AS, Catalano OA, Kambadakone A. Society of Radiologists in Ultrasound Consensus Conference Recommendations for Incidental Gallbladder Polyp Management: Interreader Agreement Among 10 Radiologists. AJR Am J Roentgenol 2024; 222:e2330720. [PMID: 38353447 DOI: 10.2214/ajr.23.30720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/29/2024]
Abstract
BACKGROUND. The 2022 Society of Radiologists in Ultrasound (SRU) consensus conference recommendations for small gallbladder polyps support management that is less aggressive than earlier approaches and may help standardize evaluation of polyps by radiologists. OBJECTIVE. The purpose of the present study was to assess the interreader agreement of radiologists in applying SRU recommendations for management of incidental gallbladder polyps on ultrasound. METHODS. This retrospective study included 105 patients (75 women and 30 men; median age, 51 years) with a gallbladder polyp on ultrasound (without features highly suspicious for invasive or malignant tumor) who underwent cholecystectomy between January 1, 2003, and January 1, 2021. Ten abdominal radiologists independently reviewed ultrasound examinations and, using the SRU recommendations, assessed one polyp per patient to assign risk category (extremely low risk, low risk, or indeterminate risk) and make a possible recommendation for surgical consultation. Five radiologists were considered less experienced (< 5 years of experience), and five were considered more experienced (≥ 5 years of experience). Interreader agreement was evaluated. Polyps were classified pathologically as nonneoplastic or neoplastic. RESULTS. For risk category assignments, interreader agreement was substantial among all readers (k = 0.710), less-experienced readers (k = 0.705), and more-experienced readers (k = 0.692). For surgical consultation recommendations, inter-reader agreement was substantial among all readers (k = 0.795) and more-experienced readers (k = 0.740) and was almost perfect among less-experienced readers (k = 0.811). Of 10 readers, a median of 5.0 (IQR, 2.0-8.0), 4.0 (IQR, 2.0-7.0), and 0.0 (IQR, 0.0-0.0) readers classified polyps as extremely low risk, low risk, and indeterminate risk, respectively. Across readers, the percentage of polyps classified as extremely low risk ranged from 32% to 72%; as low risk, from 24% to 65%; and as indeterminate risk, from 0% to 8%. Of 10 readers, a median of zero change to 0 (IQR, 0.0-1.0) readers recommended surgical consultation; the percentage of polyps receiving a recommendation for surgical consultation ranged from 4% to 22%. Of a total of 105 polyps, 102 were nonneo-plastic and three were neoplastic (all benign). Based on readers' most common assessments for nonneoplastic polyps, the risk category was extremely low risk for 53 polyps, low risk for 48 polyps, and indeterminate risk for one polyp; surgical consultation was recommended for 16 polyps. CONCLUSION. Ten abdominal radiologists showed substantial agreement for polyp risk categorizations and surgical consultation recommendations, although areas of reader variability were identified. CLINICAL IMPACT. The findings support the overall reproducibility of the SRU recommendations, while indicating opportunity for improvement.
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Affiliation(s)
- Mark A Anderson
- Department of Radiology, Abdominal Imaging Division, Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White Bldg, Rm 270, Boston, MA 02114
| | - Sarah Mercaldo
- Department of Radiology, Institute for Technology Assessment, Massachusetts General Hospital, Boston, MA
| | - Jinjin Cao
- Department of Radiology, Abdominal Imaging Division, Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White Bldg, Rm 270, Boston, MA 02114
| | - Nayla Mroueh
- Department of Radiology, Abdominal Imaging Division, Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White Bldg, Rm 270, Boston, MA 02114
| | - Felipe S Furtado
- Department of Radiology, Abdominal Imaging Division, Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White Bldg, Rm 270, Boston, MA 02114
| | - Rory L Cochran
- Department of Radiology, Abdominal Imaging Division, Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White Bldg, Rm 270, Boston, MA 02114
| | - Ryan Chung
- Department of Radiology, Abdominal Imaging Division, Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White Bldg, Rm 270, Boston, MA 02114
| | - Reece J Goiffon
- Department of Radiology, Abdominal Imaging Division, Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White Bldg, Rm 270, Boston, MA 02114
| | - Madeleine Sertic
- Department of Radiology, Abdominal Imaging Division, Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White Bldg, Rm 270, Boston, MA 02114
| | - Theodore T Pierce
- Department of Radiology, Abdominal Imaging Division, Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White Bldg, Rm 270, Boston, MA 02114
| | - Aoife Kilcoyne
- Department of Radiology, Abdominal Imaging Division, Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White Bldg, Rm 270, Boston, MA 02114
| | - Amirkasra Mojtahed
- Department of Radiology, Abdominal Imaging Division, Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White Bldg, Rm 270, Boston, MA 02114
| | - Anuradha S Shenoy-Bhangle
- Department of Radiology, Abdominal Imaging Division, Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White Bldg, Rm 270, Boston, MA 02114
| | - Onofrio A Catalano
- Department of Radiology, Abdominal Imaging Division, Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White Bldg, Rm 270, Boston, MA 02114
| | - Avinash Kambadakone
- Department of Radiology, Abdominal Imaging Division, Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White Bldg, Rm 270, Boston, MA 02114
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Li Q, Dou M, Liu H, Jia P, Wang X, Geng X, Zhang Y, Yang R, Li J, Yang W, Yao C, Zhang X, Lei D, Yang C, Hao Q, Liu Y, Guo Z, Geng Z, Zhang D. Prediction of neoplastic gallbladder polyps in patients with different age level based on preoperative ultrasound: a multi-center retrospective real-world study. BMC Gastroenterol 2024; 24:146. [PMID: 38689244 PMCID: PMC11059696 DOI: 10.1186/s12876-024-03240-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 04/24/2024] [Indexed: 05/02/2024] Open
Abstract
BACKGROUND The prevalence of neoplastic polyps in gallbladder polyps (GPs) increases sharply with age and is associated with gallbladder carcinoma (GBC). This study aims to predict neoplastic polyps and provide appropriate treatment strategies based on preoperative ultrasound features in patients with different age level. METHODS According to the age classification of WHO, 1523 patients with GPs who underwent cholecystectomy from January 2015 to December 2019 at 11 tertiary hospitals in China were divided into young adults group (n=622), middle-aged group (n=665) and elderly group (n=236). Linear scoring models were established based on independent risk variables screened by the Logistic regression model in different age groups. The area under ROC (AUC) to evaluate the predictive ability of linear scoring models, long- and short- diameter of GPs. RESULTS Independent risk factors for neoplastic polyps included the number of polyps, polyp size (long diameter), and fundus in the young adults and elderly groups, while the number of polyps, polyp size (long diameter), and polyp size (short diameter) in the middle-aged groups. In different age groups, the AUCs of its linear scoring model were higher than the AUCs of the long- and short- diameter of GPs for differentiating neoplastic and non-neoplastic polyps (all P<0.05), and Hosmer-Lemeshow goodness of fit test showed that the prediction accuracy of the linear scoring models was higher than the long- and short- diameter of GPs (all P>0.05). CONCLUSION The linear scoring models of the young adults, middle-aged and elderly groups can effectively distinguish neoplastic polyps from non-neoplastic polyps based on preoperative ultrasound features.
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Affiliation(s)
- Qi Li
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, 710061, China
| | - Minghui Dou
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, 710061, China
| | - Hengchao Liu
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, 710061, China
| | - Pengbo Jia
- Department of Hepatobiliary Surgery, The First People's Hospital of Xianyang City, Xianyang, Shaanxi, 712000, China
| | - Xintuan Wang
- Department of Hepatobiliary Surgery, The First People's Hospital of Xianyang City, Xianyang, Shaanxi, 712000, China
| | - Xilin Geng
- Department of Hepatobiliary Surgery, Shaanxi Provincial People's Hospital, Xi'an, Shaanxi, 710068, China
| | - Yu Zhang
- Department of Hepatobiliary Surgery, Shaanxi Provincial People's Hospital, Xi'an, Shaanxi, 710068, China
| | - Rui Yang
- Department of Hepatobiliary Surgery, Central Hospital of Hanzhong City, Hanzhong, Shaanxi, 723000, China
| | - Junhui Li
- Department of General Surgery, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, 710004, China
| | - Wenbin Yang
- Department of General Surgery, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, 710004, China
| | - Chunhe Yao
- Department of General Surgery, Xianyang Hospital of Yan'an University, Xianyang, Shaanxi, 712000, China
| | - Xiaodi Zhang
- Department of General Surgery, 215 Hospital of Shaanxi Nuclear Industry, Xianyang, Shaanxi, 712000, China
| | - Da Lei
- Department of Hepatobiliary Surgery, Central Hospital of Baoji City, Baoji, Shaanxi, 721000, China
| | - Chenglin Yang
- Department of General Surgery, Central Hospital of Ankang City, Ankang, Shaanxi, 725000, China
| | - Qiwei Hao
- Department of Hepatobiliary Surgery, The Second Hospital of Yulin City, Yulin, Shaanxi, 719000, China
| | - Yimin Liu
- Department of Hepatobiliary Surgery, People's Hospital of Baoji City, Baoji, Shaanxi, 721000, China
| | - Zhihua Guo
- Department of Hepatobiliary Surgery, People's Hospital of Baoji City, Baoji, Shaanxi, 721000, China
| | - Zhimin Geng
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, 710061, China.
| | - Dong Zhang
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, 710061, China.
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Rawson JV, Rubin E, Smetherman D. Short-Term Strategies for Augmenting the National Radiologist Workforce. AJR Am J Roentgenol 2024. [PMID: 38568035 DOI: 10.2214/ajr.24.30920] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/18/2024]
Abstract
The current radiology landscape has an imbalance between the rising demand for radiology services and the national radiologist workforce available. More vacant radiology positions exist than graduating radiology trainees. The origins of this problem are complex and require long-term solutions. Rather than working longer and/or faster, there are ways for radiologist to work smarter. In this article, we present multiple short-term strategies to increase the effective radiologist workforce and/or increase workforce efficiency, in order to alleviate the current workload challenges. These strategies are derived based on an analysis of possible practice-level changes in personnel, process, and physical plant. The impacts of the potential changes are estimated. No single change addresses the mismatch between supply and demand for radiology services. By creating an inventory of potential solutions, practices can choose the potential mechanism(s) to address the workforce shortage that best fit their needs and local environment.
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Affiliation(s)
- James V Rawson
- Vice Chair of Operations & Special Projects, Department of Radiology, Beth Israel Medical Center, Harvard Medical School, One Deconess Road, Boston, MA 02215
| | - Eric Rubin
- Medical Director, CT Division, Crozer Health, 1 Medical Center Blvd, Upland, PA 19013
| | - Dana Smetherman
- Chair, Department of Radiology, Ochsner Medical Center - New Orleans, 1516 Jefferson Hwy., New Orleans, LA 70121
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Knight J, Kamaya A, Fetzer D, Dahiya N, Gabriel H, Rodgers SK, Tublin M, Walsh A, Bingham D, Middleton W, Fung C. Management of incidentally detected gallbladder polyps: a review of clinical scenarios using the 2022 SRU gallbladder polyp consensus guidelines. Abdom Radiol (NY) 2024:10.1007/s00261-024-04197-9. [PMID: 38411693 DOI: 10.1007/s00261-024-04197-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2023] [Revised: 01/10/2024] [Accepted: 01/12/2024] [Indexed: 02/28/2024]
Abstract
Gallbladder (GB) polyps are a common incidental finding on sonography, but only a small fraction of polyps become GB cancer. The Society of Radiologists in Ultrasound (SRU) consensus committee recently performed an extensive literature review and published guidelines for GB polyp follow-up/management to provide clarity among the many heterogeneous recommendations that are available to clinicians. As these guidelines have become adopted into clinical practice, challenging clinical scenarios have arisen including GB polyps in primary sclerosing cholangitis (PSC), high risk geographic/genetic patient populations, shrinking polyps, pedunculated vs sessile polyps, thin vs thick stalked polyps, vascular polyps and multiple polyps. According to the SRU guidelines, clinicians should refer to gastroenterology guidelines when managing GB polyps in patients with known PSC. If patients at high geographic/genetic risk develop GB polyps, 'extremely low risk' polyps may be managed as 'low risk' and 10-14 mm 'extremely low risk' or '7-14 mm' low risk polyps that decrease in size by ≥ 4 mm require no follow-up. Thin-stalked or pedunculated polyps are 'extremely low risk' and thick-stalked pedunculated polyps are 'low risk'. Sessile polyps are 'low risk' but should receive immediate specialist referral if features suggestive of GB cancer are present. Neither polyp multiplicity nor vascularity impact risk of GB cancer and follow up should be based on morphology alone.
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Affiliation(s)
- Jessica Knight
- Department of Radiology and Diagnostic Imaging, Walter C. Mackenzie Health Sciences Centre, University of Alberta, 8440-112 Street, Edmonton, AB, T6G 2B7, Canada.
| | - Aya Kamaya
- Department of Radiology, Stanford University School of Medicine, Stanford Hospital and Clinics, 300 Pasteur Dr, H1307, Stanford, CA, 94305, USA
| | - David Fetzer
- Department of Radiology, University of Texas Southwestern Medical Center, Dallas, TX, 75390, USA
| | - Nirvikar Dahiya
- Department of Radiology, Mayo Clinic Scottsdale, Phoenix, AZ, 85259, USA
| | - Helena Gabriel
- Department of Radiology, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
| | - Shuchi K Rodgers
- Department of Radiology, Sidney Kimmel Medical College, Thomas Jefferson University, Philadelphia, PA, 19107, USA
| | - Mitchell Tublin
- Department of Radiology, University of Pittsburgh School of Medicine, Pittsburgh, PA, 15213, USA
| | - Andrew Walsh
- Department of Radiology and Diagnostic Imaging, Walter C. Mackenzie Health Sciences Centre, University of Alberta, 8440-112 Street, Edmonton, AB, T6G 2B7, Canada
| | - David Bingham
- Department of Pathology, Stanford University School of Medicine, Stanford Hospital and Clinics, 300 Pasteur Dr, H1307, Stanford, CA, 94305, USA
| | - William Middleton
- Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, MO, 63110, USA
| | - Christopher Fung
- Department of Radiology and Diagnostic Imaging, Walter C. Mackenzie Health Sciences Centre, University of Alberta, 8440-112 Street, Edmonton, AB, T6G 2B7, Canada
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11
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Yue W, Dong G, Qing Y, Sun L, Li N. Safety and Efficacy of Ultrasound-Guided Radiofrequency Ablation in the Treatment of Gallbladder Polyps. Acad Radiol 2024:S1076-6332(24)00016-3. [PMID: 38290887 DOI: 10.1016/j.acra.2024.01.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2023] [Revised: 01/07/2024] [Accepted: 01/08/2024] [Indexed: 02/01/2024]
Abstract
RATIONALE AND OBJECTIVES To investigate the safety and efficacy of ultrasound-guided radiofrequency ablation (RFA) in the treatment of gallbladder polyps. MATERIALS AND METHODS A retrospective analysis was conducted on the medical records of 296 patients diagnosed with gallbladder polyps. The study observed the changes in lesions post-procedure within the ablation group, and compared whether there was a difference in the gallbladder contraction rate in patients before and after ablation. It also compared the liver function indicators before and after surgery, some indicators during the periprocedural period, and the incidence of complications in two groups of patients. RESULTS In the ablation group, all lesions (84/84) were completely ablated, and the absorption effect of the ablation lesions was good after the ablation. No significant differences were observed in the gallbladder contraction rate before ablation compared to 1 month and 3 months post-ablation (p > 0.05). After the operation, statistically significant differences were observed in ALT and TP between the two groups (all p < 0.05). Significant differences were observed between the two groups in terms of hospital stay, procedural time, postprocedural mobilization time, postprocedural exhaust time, postprocedural eating time, and VAS score on postprocedural day 3 (all p < 0.05). There was no significant difference in the incidence of complications between the two groups (x2=0.477,p = 0.490). CONCLUSION Our findings demonstrate that ultrasound-guided RFA is a safe, effective, and feasible treatment for gallbladder polyps, as it not only effectively eliminates the polyps but also preserves the physiological functions of the gallbladder.
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Affiliation(s)
- Wenwen Yue
- Department of Ultrasound, the First Affiliated Hospital of Zhengzhou University, Jianshe Dong Road, ErQi District, Zhengzhou, China
| | - Gang Dong
- Department of Ultrasound, the First Affiliated Hospital of Zhengzhou University, Jianshe Dong Road, ErQi District, Zhengzhou, China.
| | - Yingying Qing
- Department of Ultrasound, the First Affiliated Hospital of Zhengzhou University, Jianshe Dong Road, ErQi District, Zhengzhou, China
| | - Lulu Sun
- Department of Ultrasound, the First Affiliated Hospital of Zhengzhou University, Jianshe Dong Road, ErQi District, Zhengzhou, China
| | - Na Li
- Department of Ultrasound, the First Affiliated Hospital of Zhengzhou University, Jianshe Dong Road, ErQi District, Zhengzhou, China
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12
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Liu H, Lu Y, Shen K, Zhou M, Mao X, Li R. Advances in the management of gallbladder polyps: establishment of predictive models and the rise of gallbladder-preserving polypectomy procedures. BMC Gastroenterol 2024; 24:7. [PMID: 38166603 PMCID: PMC10759486 DOI: 10.1186/s12876-023-03094-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Accepted: 12/13/2023] [Indexed: 01/05/2024] Open
Abstract
Gallbladder polyps are a common biliary tract disease whose treatment options have yet to be fully established. The indication of "polyps ≥ 10 mm in diameter" for cholecystectomy increases the possibility of gallbladder excision due to benign polyps. Compared to enumeration of risk factors in clinical guidelines, predictive models based on statistical methods and artificial intelligence provide a more intuitive representation of the malignancy degree of gallbladder polyps. Minimally invasive gallbladder-preserving polypectomy procedures, as a combination of checking and therapeutic approaches that allow for eradication of lesions and preservation of a functional gallbladder at the same time, have been shown to maximize the benefits to patients with benign polyps. Despite the reported good outcomes of predictive models and gallbladder-preserving polypectomy procedures, the studies were associated with various limitations, including small sample sizes, insufficient data types, and unknown long-term efficacy, thereby enhancing the need for multicenter and large-scale clinical studies. In conclusion, the emergence of predictive models and minimally invasive gallbladder-preserving polypectomy procedures has signaled an ever increasing attention to the role of the gallbladder and clinical management of gallbladder polyps.
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Affiliation(s)
- Haoran Liu
- Department of Gastroenterology, The First Affiliated Hospital of Soochow University, Pinghai Road, Gusu District, Suzhou, 215000, Jiangsu, China
| | - Yongda Lu
- Department of Gastroenterology, The First Affiliated Hospital of Soochow University, Pinghai Road, Gusu District, Suzhou, 215000, Jiangsu, China
| | - Kanger Shen
- Department of Gastroenterology, The First Affiliated Hospital of Soochow University, Pinghai Road, Gusu District, Suzhou, 215000, Jiangsu, China
| | - Ming Zhou
- Department of Gastroenterology, The First Affiliated Hospital of Soochow University, Pinghai Road, Gusu District, Suzhou, 215000, Jiangsu, China
| | - Xiaozhe Mao
- Department of Gastroenterology, The First Affiliated Hospital of Soochow University, Pinghai Road, Gusu District, Suzhou, 215000, Jiangsu, China
| | - Rui Li
- Department of Gastroenterology, The First Affiliated Hospital of Soochow University, Pinghai Road, Gusu District, Suzhou, 215000, Jiangsu, China.
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Tang C, Geng Z, Wen J, Wang L, You Q, Jin Y, Wang W, Xu H, Yu Q, Yuan H. Risk stratification model for incidentally detected gallbladder polyps: A multicentre study. Eur J Radiol 2024; 170:111244. [PMID: 38043381 DOI: 10.1016/j.ejrad.2023.111244] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Revised: 11/23/2023] [Accepted: 11/26/2023] [Indexed: 12/05/2023]
Abstract
PURPOSE We aimed to develop a 4-level risk stratification model using a scoring system based on conventional ultrasound to improve the diagnosis of gallbladder polyp. METHOD Patients with histopathologically confirmed gallbladder polyps were consecutively recruited from three medical centres. Conventional ultrasound findings and clinical characteristics were acquired prior to cholecystectomy. Risk factors for neoplastic and malignant polyps were used to build a risk stratification system via interobserver agreement and multivariate logistic regression analysis. The model was retrospectively trained using 264 pre-surgical samples and prospectively validated using 106 pre-surgical samples. Model performance was evaluated using the area under the receiver operating characteristic curve (AUC) and malignant polyp rate. RESULTS In total, 370 patients (mean age, 51.68 ± 14.41 years, 156 men) were enrolled in this study. Size (≥12 mm), shape (oblate or round), single, vascularity, gallbladder stone or sludge were considered risk factors for neoplastic polyps. Size (≥14 mm), shape (oblate), single, disrupted gallbladder wall, and gallbladder stone or sludge were risk factors for malignant polyps (all p < 0.05). In the scoring system, the sensitivity, specificity, and AUC of score ≥ 9 in diagnosing neoplastic polyps were 0.766, 0.788, and 0.876 respectively; and the sensitivity, specificity, and AUC of score ≥ 15 in diagnosing malignant polyps were 0.844, 0.926, and 0.949 respectively. In our model, the malignancy rates at the four levels were 0 % (0/24), 1.28 % (2/156), 9.26 % (5/54), and 70.37 % (38/54), respectively. CONCLUSIONS The 4-level risk stratification model based on conventional ultrasound imaging showed excellent performance in classifying gallbladder polyps.
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Affiliation(s)
- Congyu Tang
- Department of Ultrasound, Zhongshan Hospital(Xiamen), Fudan University, China; Department of Ultrasound, Zhongshan Hospital of Fudan University, China
| | - Zhidan Geng
- Department of Ultrasound, Zhongshan Hospital of Fudan University, China
| | - Jiexian Wen
- Department of Ultrasound, Zhongshan Hospital of Fudan University, China
| | - Lifan Wang
- Department of Ultrasound, Zhongshan Hospital of Fudan University, China; Department of Ultrasound, Shanghai Tenth People's Hospital, China
| | - Qiqin You
- Department of Ultrasound, Zhongshan Hospital of Fudan University (Qingpu Branch), China
| | - Yunjie Jin
- Department of Ultrasound, Zhongshan Hospital of Fudan University, China
| | - Wenping Wang
- Department of Ultrasound, Zhongshan Hospital of Fudan University, China
| | - Huixiong Xu
- Department of Ultrasound, Zhongshan Hospital(Xiamen), Fudan University, China; Department of Ultrasound, Zhongshan Hospital of Fudan University, China; Department of Ultrasound, Zhongshan Hospital(Minhang Meilong), Fudan University (Shanghai Geriatric Medical Center), China
| | - Qing Yu
- Department of Ultrasound, Zhongshan Hospital of Fudan University, China.
| | - Haixia Yuan
- Department of Ultrasound, Zhongshan Hospital of Fudan University, China; Department of Ultrasound, Zhongshan Hospital of Fudan University (Qingpu Branch), China; Department of Ultrasound, Zhongshan Hospital(Minhang Meilong), Fudan University (Shanghai Geriatric Medical Center), China.
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Zhao H, Chen Y, Zhang Z, Shang M, Cai Y, Ge J, Min X, Wu X, Zhao S, Chen B. Ultrasound-guided percutaneous microwave ablation of gallbladder polyps: A case report. Medicine (Baltimore) 2023; 102:e36622. [PMID: 38134113 PMCID: PMC10735141 DOI: 10.1097/md.0000000000036622] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/14/2023] [Accepted: 11/22/2023] [Indexed: 12/24/2023] Open
Abstract
RATIONALE Gallbladder polyps are a general term for localized lesions in which the gallbladder wall protrudes into the gallbladder cavity, and benign lesions are common. Although current guidelines recommend cholecystectomy for gallbladder polyps ≥ 10 mm in size, the probability of finding cancer in postoperative pathological specimens is low. We should avoid unnecessary cholecystectomy and treat polyps with gallbladder preservation. Microwave ablation is safe and effective for the treatment of solid lesions, and can inactivates polyps while preserving gallbladder. Hence, we report a case of ultrasound-guided percutaneous microwave ablation of gallbladder polyps. PATIENT CONCERNS A 72-year-old female patient had previously diagnosed a gallbladder polyp, but it was not taken seriously. Recently, the patient had occasional right upper abdominal discomfort and a desire to preserve gallbladder. DIAGNOSES Ultrasound showed a medium hyperechoic papillary protrusion in the gallbladder without echo behind, and the changed position did not move. Contrast-enhanced ultrasound (CEUS) showed no malignant signs. The diagnosis was a gallbladder polyp. INTERVENTIONS The bile is drained and the drainage tube is fixed under real-time ultrasound guidance, then the gallbladder cavity is flushed and filled. Saline was injected between the serous and mucosal layers of the gallbladder to form an "edema band" to protect the gallbladder wall. Then, ultrasound-guided biopsy of gallbladder polyps was performed and sent for histological examination. Finally, the microwave needle was inserted into the target area under real-time ultrasonic guidance, and ablation was performed for 3 minutes (20 W). Postoperative CEUS: No significant enhancement was observed in the lesion. OUTCOMES Within 6 months of follow-up, the patient's gallbladder systolic function was normal, and there was no discomfort and no recurrence. The lesion reduction rate reached 100% at 1 week after surgery. LESSONS Ultrasound guided percutaneous microwave ablation of gallbladder polyps not only preserves the gallbladder but also inactivates the polyps without affecting the systolic function of the gallbladder, which provides a new idea for the treatment of gallbladder polyps.
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Affiliation(s)
- Huajiao Zhao
- Department of Ultrasound Medicine, Affiliated Hospital of Jiangsu University, Zhenjiang City, China
| | - Yanwei Chen
- Department of Ultrasound Medicine, Affiliated Hospital of Jiangsu University, Zhenjiang City, China
| | - Zheng Zhang
- Department of Ultrasound Medicine, Affiliated Hospital of Jiangsu University, Zhenjiang City, China
| | - Mengyuan Shang
- Department of Ultrasound Medicine, Affiliated Hospital of Jiangsu University, Zhenjiang City, China
| | - Yun Cai
- Department of Ultrasound Medicine, Affiliated Hospital of Jiangsu University, Zhenjiang City, China
| | - Jingwen Ge
- Department of Ultrasound Medicine, Affiliated Hospital of Jiangsu University, Zhenjiang City, China
| | - Xin Min
- Department of Ultrasound Medicine, Affiliated Hospital of Jiangsu University, Zhenjiang City, China
| | - Xincai Wu
- Department of Ultrasound Medicine, Affiliated Hospital of Jiangsu University, Zhenjiang City, China
| | - Shuangshuang Zhao
- Department of Ultrasound Medicine, Affiliated Hospital of Jiangsu University, Zhenjiang City, China
| | - Baoding Chen
- Department of Ultrasound Medicine, Affiliated Hospital of Jiangsu University, Zhenjiang City, China
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15
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Hajibandeh S, Ashar S, Parry C, Ellis-Owen R, Kumar N. The risk and predictors of gallbladder cancer in patients with gallbladder polyps: A retrospective cohort study with an insight into confounding by indication. J Gastroenterol Hepatol 2023; 38:2247-2253. [PMID: 37926936 DOI: 10.1111/jgh.16399] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Revised: 10/09/2023] [Accepted: 10/18/2023] [Indexed: 11/07/2023]
Abstract
BACKGROUND AND AIM We aimed to determine the risk and predictors of gallbladder cancer in all individuals with gallbladder polyps (GP) including those who did not have cholecystectomy. METHODS The STROCSS guideline was followed to conduct a retrospective cohort study. All individuals with GP between 2010 and 2019 were followed up to determine the risk and predictors of gallbladder cancer. The primary outcomes were gallbladder cancer and gallbladder dysplasia, and the secondary outcomes included polyp growth rate and polyp disappearance rate. Binary logistic regression analysis and receiver operating characteristic curve analysis were conducted to evaluate the outcomes. RESULTS Analysis of 438 patients showed risk of gallbladder cancer was 0.7% in all polyps (0% in polyps < 10 mm; 5.9% in polyps ≥ 10 mm). The risk of gallbladder dysplasia or cancer was 1.1% in all polyps (0% in polyps < 10 mm; 10% in polyps ≥ 10 mm). The polyp size (P = 0.0001) was predictor of cancer; however, patient's age (P = 0.1085), number of polyps (P = 0.9983), symptomatic polyps (P = 0.3267), and change in size (P = 0.9012) were not. Size of 21 mm was cut-off for risk of cancer (area under the curve [AUC]: 0.995, P < 0.001) and 11.8 mm for risk of dysplasia or cancer (AUC: 0.986, P < 0.001). The mean polyp growth rate was 0.3 mm/year and polyp disappearance rate was 16%. CONCLUSIONS The GP size remains the only predictor of malignant changes regardless of patient's age, patient's symptoms and number of polyps. The polyp growth rate is unremarkable, and a significant proportion disappears during follow-up. We changed our follow-up protocol with reduced number of scans and early discharge policy.
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Affiliation(s)
- Shahab Hajibandeh
- Cardiff Liver Unit, University Hospital of Wales, Cardiff and Vale NHS Trust, Cardiff, UK
| | - Sana Ashar
- Cardiff Liver Unit, University Hospital of Wales, Cardiff and Vale NHS Trust, Cardiff, UK
| | - Craig Parry
- Department of Radiology, University Hospital of Wales, Cardiff and Vale NHS Trust, Cardiff, UK
| | - Rwth Ellis-Owen
- Department of Radiology, University Hospital of Wales, Cardiff and Vale NHS Trust, Cardiff, UK
| | - Nagappan Kumar
- Cardiff Liver Unit, University Hospital of Wales, Cardiff and Vale NHS Trust, Cardiff, UK
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16
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Costa AG, Guerrero VL, Monforte MNG, González NB, Monzonís AR, Maroto BC, Borobia FG. Is ultrasonography accurate for the diagnosis of gallbladder polyps? A review of cholecystectomy specimens from patients diagnosed with gallbladder polyps over a 14-years period. Cir Esp 2023; 101:701-707. [PMID: 37748643 DOI: 10.1016/j.cireng.2023.02.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Accepted: 02/21/2023] [Indexed: 09/27/2023]
Abstract
INTRODUCTION Incidence of gallbladder polyps is 0,3-12%. It is important to differentiate pseudopolyps (cholesterol polyps, adenomyomatosis, inflammatory polyps), which do not have the capacity to become malignant, from true polyps (adenomas and adenocarcinomas). The main risk factors for malignancy are >6-10 mm, growth, sessile morphology, Indian ethnicity and primary sclerosing cholangitis. Ultrasound is the gold standard for diagnosis. Most polyps diagnosed by ultrasound are pseudopolyps. The main objective of this study is to analyse whether ultrasound is accurate for diagnosing true polyps in patients undergoing surgery for this reason. METHODS Retrospective observational study with prospective data entry of patients undergoing elective cholecystectomy for gallbladder polyps from 2007 to 2021. Surgery was indicated in symptomatic patients and in those with risk factors. The study has been approved by the Clinical Research Ethics Committee of our hospital. RESULTS We included 124 patients in our study. An elective laparoscopic cholecystectomy was performed in all of them. The mean age was 55,4 years and 61% were women. Of all patients, 65% were symptomatic at diagnosis. Only 3 patients had true polyps (2,4%). All of them were tubular adenomas. The rest of patients were false positives (97,6%). The adenoma size was 11, 6 and 5 mm, respectively. The surgical indication was due to polyp size or due to associated biliary symptoms. CONCLUSION Ultrasonography is not accurate for the diagnosis of gallbladder polyps. Validation of other complementary tests for the diagnosis of gallbladder polyps in asymptomatic patients could be relevant to avoid unnecessary surgeries.
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Affiliation(s)
- Anna González Costa
- Unidad de Cirugía Hepato-Bilio-Pancreática, Servicio de Cirugía General y del Aparato Digestivo, Hospital Universitario Parc Taulí, Sabadell, Barcelona, Spain.
| | - Victoria Lucas Guerrero
- Unidad de Cirugía Hepato-Bilio-Pancreática, Servicio de Cirugía General y del Aparato Digestivo, Hospital Universitario Parc Taulí, Sabadell, Barcelona, Spain
| | - María Nieves García Monforte
- Unidad de Cirugía Hepato-Bilio-Pancreática, Servicio de Cirugía General y del Aparato Digestivo, Hospital Universitario Parc Taulí, Sabadell, Barcelona, Spain
| | - Natalia Bejarano González
- Unidad de Cirugía Hepato-Bilio-Pancreática, Servicio de Cirugía General y del Aparato Digestivo, Hospital Universitario Parc Taulí, Sabadell, Barcelona, Spain
| | - Andreu Romaguera Monzonís
- Unidad de Cirugía Hepato-Bilio-Pancreática, Servicio de Cirugía General y del Aparato Digestivo, Hospital Universitario Parc Taulí, Sabadell, Barcelona, Spain
| | | | - Francisco G Borobia
- Unidad de Cirugía Hepato-Bilio-Pancreática, Servicio de Cirugía General y del Aparato Digestivo, Hospital Universitario Parc Taulí, Sabadell, Barcelona, Spain
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17
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Seguin CL, Davidi B, Peters MLB, Eckel A, Harisinghani MG, Goiffon RJ, Knudsen AB, Pandharipande PV. Ultrasound Surveillance of Small, Incidentally Detected Gallbladder Polyps: Projected Benefits by Sex, Age, and Comorbidity Level. J Am Coll Radiol 2023; 20:1031-1041. [PMID: 37406750 PMCID: PMC10777737 DOI: 10.1016/j.jacr.2023.05.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Revised: 04/03/2023] [Accepted: 05/06/2023] [Indexed: 07/07/2023]
Abstract
OBJECTIVE Incidentally detected gallbladder polyps are commonly encountered when performing upper abdominal ultrasound. Our purpose was to estimate the life expectancy (LE) benefit of ultrasound-based gallbladder surveillance in patients with small (6-7 to <10 mm), incidentally detected gallbladder polyps, accounting for patient sex, age, and comorbidity level. METHODS We developed a decision-analytic Markov model to evaluate hypothetical cohorts of women and men with small gallbladder polyps, with varying age (66-80 years) and comorbidity level (none, mild, moderate, severe). Drawing from current evidence, in the base case, we assumed no increased risk of gallbladder cancer in patients with small gallbladder polyps. To estimate maximal possible LE gains from surveillance, we assumed perfect cancer control consequent to 5 years of surveillance. We varied key assumptions including cancer risk and test performance characteristics in sensitivity analysis. RESULTS Projected LE gains from surveillance were <3 days across most cohorts and scenarios evaluated. For 66- and 80-year-olds with no comorbidities, LE gains were 1.46 and 1.45 days, respectively, for women, and 0.67 and 0.75 days for men. With 10 years of surveillance, LE gains increased to 2.94 days for 66-year-old women with no comorbidities (men: 1.35 days). If we assumed a 10% increase in gallbladder cancer risk among individuals with polyps, LE gains increased slightly to 1.60 days for 66-year-old women with no comorbidities (men: 0.74 days). Results were sensitive to test performance and surgical mortality. DISCUSSION Even under unrealistic, optimistic assumptions of cancer control, ultrasound surveillance of incidentally detected small gallbladder polyps provided limited benefit.
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Affiliation(s)
- Claudia L Seguin
- Institute for Technology Assessment, Massachusetts General Hospital, Boston, Massachusetts
| | - Barak Davidi
- Institute for Technology Assessment, Massachusetts General Hospital, Boston, Massachusetts
| | - Mary Linton B Peters
- Institute for Technology Assessment, Massachusetts General Hospital, Boston, Massachusetts; Division of Medical Oncology, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts; Harvard Medical School, Boston, Massachusetts
| | - Andrew Eckel
- Institute for Technology Assessment, Massachusetts General Hospital, Boston, Massachusetts
| | - Mukesh G Harisinghani
- Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts; Director of Abdominal MRI, Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts
| | - Reece J Goiffon
- Harvard Medical School, Boston, Massachusetts; Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts
| | - Amy B Knudsen
- Institute for Technology Assessment, Massachusetts General Hospital, Boston, Massachusetts; Harvard Medical School, Boston, Massachusetts
| | - Pari V Pandharipande
- Chair of Radiology, Ohio State University College of Medicine, Columbus, Ohio; and Chief of Radiology Services for the Ohio State University Wexner Medical Center Health System, Columbus, Ohio.
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Zhu L, Han P, Jiang B, Zhu Y, Li N, Fei X. Value of Micro Flow Imaging in the Prediction of Adenomatous Polyps. ULTRASOUND IN MEDICINE & BIOLOGY 2023; 49:1586-1594. [PMID: 37012096 DOI: 10.1016/j.ultrasmedbio.2023.03.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Revised: 02/20/2023] [Accepted: 03/03/2023] [Indexed: 05/17/2023]
Abstract
OBJECTIVE The aim of this study was to assess the value of micro flow imaging (MFI) in distinguishing adenomatous polyps from cholesterol polyps. METHODS A total of 143 patients who underwent cholecystectomy for gallbladder polyps were retrospectively analyzed. B-mode ultrasound (BUS), color Doppler flow imaging (CDFI), MFI and contrast-enhanced ultrasound (CEUS) were performed before cholecystectomy. The weighted kappa consistency test was used to evaluate the agreement of vascular morphology among CDFI, MFI and CEUS. Ultrasound image characteristics, including BUS, CDFI and MFI images, were compared between adenomatous polyps and cholesterol polyps. The independent risk factors for adenomatous polyps were selected. The diagnostic performance of MFI combined with BUS in determining adenomatous polyps was compared with CDFI combined with BUS. RESULTS Of the 143 patients, 113 cases were cholesterol polyps, and 30 cases were adenomatous polyps. The vascular morphology of gallbladder polyps was more clearly depicted by MFI than CDFI, and it had better agreement with CEUS. Differences in maximum size, height/width ratio, hyperechoic spot and vascular intensity on CDFI and MFI images were significant between adenomatous polyps and cholesterol polyps (p < 0.05). The maximum size, height/width ratio, and vascular intensity on MFI images were independent risk factors for adenomatous polyps. For MFI combined with BUS, sensitivity, specificity and accuracy were 90.00%, 94.69% and 93.70%, respectively. Area under the receiver operating characteristic curve (AUC) of MFI combined with BUS was significantly higher than that of CDFI combined with BUS (AUC = 0.923 vs. 0.784). CONCLUSION Compared with CDFI combined with BUS, MFI combined with BUS had higher diagnostic performance in determining adenomatous polyps.
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Affiliation(s)
- Lianhua Zhu
- Department of Ultrasound, First Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Peng Han
- Department of Ultrasound, First Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Bo Jiang
- Department of Ultrasound, First Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Yaqiong Zhu
- Department of Ultrasound, First Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Nan Li
- Department of Ultrasound, First Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Xiang Fei
- Department of Ultrasound, First Medical Center, Chinese PLA General Hospital, Beijing, China.
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19
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Carney BW, Larson MC, Corwin MT, Lamba R. Imaging of Hepatobiliary Cancer. Curr Probl Cancer 2023:100964. [PMID: 37321910 DOI: 10.1016/j.currproblcancer.2023.100964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2022] [Revised: 05/04/2023] [Accepted: 05/20/2023] [Indexed: 06/17/2023]
Abstract
The liver and biliary tree are common sites of primary and secondary malignancies. MRI followed by CT is the mainstay for the imaging characterization of these malignancies with the dynamically acquired contrast enhanced phases being the most important for diagnosis. The liver imaging reporting and data system classification provides a useful framework for reporting lesions in patents with underlying cirrhosis or who are at high risk for developing hepatocellular carcinoma. Detection of metastases is improved with the use of liver specific MRI contrast agents and diffusion weighted sequences. Aside from hepatocellular carcinoma, which is often diagnosed noninvasively, other primary hepatobiliary tumors may require biopsy for definite diagnosis, especially when presenting with nonclassic imaging findings. In this review, we examine the imaging findings of common and less common hepatobiliary tumors.
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Affiliation(s)
- Benjamin W Carney
- Department of Radiology, University of California, Davis Health System, Sacramento, California.
| | - Michael C Larson
- Department of Radiology, University of California, Davis Health System, Sacramento, California
| | - Michael T Corwin
- Department of Radiology, University of California, Davis Health System, Sacramento, California
| | - Ramit Lamba
- Department of Radiology, University of California, Davis Health System, Sacramento, California
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20
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Konstantinoff KS, Feister KF, Mellnick VM. RadioGraphics Update: New Follow-up and Management Recommendations for Polypoid Lesions of the Gallbladder. Radiographics 2023; 43:e220189. [PMID: 36757883 DOI: 10.1148/rg.220189] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/10/2023]
Abstract
Editor's Note.-RadioGraphics Update articles supplement or update information found in full-length articles previously published in RadioGraphics. These updates, written by at least one author of the previous article, provide a brief synopsis that emphasizes important new informaion such as technological advances, revised imaging protocols, new clinical guidelines involving imaging, or updated classification schemes.
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Affiliation(s)
- Katerina S Konstantinoff
- From the Mallinckrodt Institute of Radiology, Washington University School of Medicine, 510 S Kingshighway Blvd, St Louis, MO 63110
| | - Katharina F Feister
- From the Mallinckrodt Institute of Radiology, Washington University School of Medicine, 510 S Kingshighway Blvd, St Louis, MO 63110
| | - Vincent M Mellnick
- From the Mallinckrodt Institute of Radiology, Washington University School of Medicine, 510 S Kingshighway Blvd, St Louis, MO 63110
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21
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Moy L. Top Publications in Radiology, 2022. Radiology 2023; 306:e222914. [PMID: 36625749 DOI: 10.1148/radiol.222914] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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22
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Morgan MA, Khot R, Sundaram KM, Ludwig DR, Nair RT, Mittal PK, Ganeshan DM, Venkatesh SK. Primary sclerosing cholangitis: review for radiologists. Abdom Radiol (NY) 2023; 48:136-150. [PMID: 36063181 PMCID: PMC9852001 DOI: 10.1007/s00261-022-03655-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Revised: 08/13/2022] [Accepted: 08/15/2022] [Indexed: 01/22/2023]
Abstract
Primary sclerosing cholangitis is a rare chronic inflammatory disease affecting the bile ducts, which can eventually result in bile duct strictures, cholestasis and cirrhosis. Patients are often asymptomatic but may present with clinical features of cholestasis. Imaging plays an important role in the diagnosis and management. This review covers the pathophysiology, clinical features, imaging findings as well as methods of surveillance and post-transplant appearance.
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Affiliation(s)
- Matthew A. Morgan
- Department of Radiology, University of Pennsylvania Health System, 1 Silverstein, 3400 Spruce Street, Philadelphia, PA, USA
| | - Rachita Khot
- Radiology and Medical Imaging, University of Virginia Health, 1215 Lee Street, Charlottesville, VA, USA
| | - Karthik M. Sundaram
- Department of Radiology, University of Pennsylvania Health System, 1 Silverstein, 3400 Spruce Street, Philadelphia, PA, USA
| | - Daniel R. Ludwig
- Mallinckrodt Institute of Radiology, Washington University School of Medicine, 510 S. Kingshighway Blvd, Campus Box 8131, Saint Louis, MO, USA
| | - Rashmi T. Nair
- Department of Radiology, University of Kentucky, 800 Rose Street, Room HX 313B, Lexington, KY 40536-0293, USA
| | - Pardeep K. Mittal
- Medical College of Georgia at Augusta University, 1120 15th street BA −1411, Augusta, GA 30912, USA
| | - Dhakshina M. Ganeshan
- The University of Texas MD Anderson Cancer Center, 1400 Pressler St., Unit 1473, Houston, TX 77030, USA
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23
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Malik DG, Dahiya N, Lubner MG, Pickhardt PJ, Elsayes KM, Robinson KA, Menias CO. Spectrum of imaging findings in hyperplastic cholecystosis and potential mimics. ABDOMINAL RADIOLOGY (NEW YORK) 2023; 48:47-62. [PMID: 36183294 DOI: 10.1007/s00261-022-03680-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Revised: 09/06/2022] [Accepted: 09/07/2022] [Indexed: 01/21/2023]
Abstract
Adenomyomatosis and cholesterolosis of the gallbladder, collectively termed hyperplastic cholecystosis, are commonly encountered incidental findings on imaging studies performed for a variety of indications including biliary colic or nonspecific abdominal pain. These pathologies are rarely the source of symptoms, generally considered benign and do not require further work-up. However, their imaging characteristics can overlap with more sinister conditions that should not be missed. In this review, the imaging findings of adenomyomatosis and cholesterolosis will be reviewed followed by other gallbladder pathologies that might mimic these conditions radiologically. Important differentiating factors will be discussed that can aid the radiologist in making a more confident imaging diagnosis.
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Affiliation(s)
- Dania G Malik
- Department of Radiology, Mayo Clinic Arizona, Arizona, USA.
| | | | - Meghan G Lubner
- Department of Radiology, University of Wisconsin Hospital and Clinics, Madison, USA
| | - P J Pickhardt
- Department of Radiology, University of Wisconsin Hospital and Clinics, Madison, USA
| | - Khaled M Elsayes
- Department of Diagnostic Radiology, MD Anderson Cancer Center, Houston, USA
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24
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Reply to "Risk Factors and Recommendations for Follow-Up of Gallbladder Polyps". AJR Am J Roentgenol 2022; 219:1005. [PMID: 36069724 DOI: 10.2214/ajr.22.28051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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25
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van Dooren M, de Reuver PR. Gallbladder polyps and the challenge of distinguishing benign lesions from cancer. United European Gastroenterol J 2022; 10:625-626. [PMID: 35951350 DOI: 10.1002/ueg2.12287] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
Affiliation(s)
- Mike van Dooren
- Department of Surgery, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Philip R de Reuver
- Department of Surgery, Radboud University Medical Center, Nijmegen, The Netherlands
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