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Yang SQ, Feng H, Tian Y, Zou RQ, Dai YS, Hu HJ, Li FY. Unraveling early recurrence of risk factors in Gallbladder cancer: A systematic review and meta-analysis. EUROPEAN JOURNAL OF SURGICAL ONCOLOGY 2024; 50:108372. [PMID: 38718620 DOI: 10.1016/j.ejso.2024.108372] [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: 03/06/2024] [Accepted: 04/25/2024] [Indexed: 07/03/2024]
Abstract
BACKGROUND Gallbladder cancer (GBC) is the most prevalent biliary tract tumor characterized by a high incidence of recurrence, even after curative-intent surgery. The object of this systematic review and meta-analysis was to investigate the risk factors related to early recurrence (ER). METHODS A systematic literature review was conducted in PubMed, Embase, Cochrane Library, and Web of Science to identify published articles up to February 2024. Data on risk factors associated with ER reported by two or more studies were collected. Selection of different effect models based on data heterogeneity. RESULTS Out of 6497 initially identified articles based on our search strategies, only 5 were eligible and included in this meta-analysis and 12 ER-related factors were collected. The overall recurrence rate was reported between 32.3% and 61.0 %, and the ER rate ranged from 19.6% to 26.5 %. Concentrations of CA19-9 (OR 3.03 95 % CI 2.20-4.17) and CEA (OR 1.85 95 % CI 1.24-2.77), tumor differentiation (OR 2.79, 95 % CI 1.86-4.20), AJCC T stage (OR 7.64, 95%CI 3.40-17.18), lymphovascular invasion (OR 2.71, 95 % CI 1.83-4.03), perineural invasion (OR 2.71, 95 % CI 1.79-4.12), liver involvement (OR 5.69, 95%CI 3.78-8.56) and adjuvant therapy (OR 2.19, 95 % CI 1.06-4.55) were identified as the risk factors of ER. CONCLUSION This study may provide valuable insights for early identification of increased ER risk and making informed decisions regarding the comprehensive diagnosis and treatment of patients with GBC. To draw more definitive conclusions, there is a need for high-quality prospective studies involving multiple centers and diverse racial populations.
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Affiliation(s)
- Si-Qi Yang
- Department of Biliary Surgery, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China
| | - Huan Feng
- Department of Biliary Surgery, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China
| | - Yuan Tian
- Department of Biliary Surgery, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China
| | - Rui-Qi Zou
- Department of Biliary Surgery, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China
| | - Yu-Shi Dai
- Department of Biliary Surgery, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China
| | - Hai-Jie Hu
- Department of Biliary Surgery, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China.
| | - Fu-Yu Li
- Department of Biliary Surgery, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China.
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Zhou S, Han S, Chen W, Bai X, Pan W, Han X, He X. Radiomics-based machine learning and deep learning to predict serosal involvement in gallbladder cancer. Abdom Radiol (NY) 2024; 49:3-10. [PMID: 37787963 DOI: 10.1007/s00261-023-04029-2] [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: 06/04/2023] [Revised: 08/10/2023] [Accepted: 08/14/2023] [Indexed: 10/04/2023]
Abstract
OBJECTIVE Our study aimed to determine whether radiomics models based on contrast-enhanced computed tomography (CECT) have considerable ability to predict serosal involvement in gallbladder cancer (GBC) patients. MATERIALS AND METHODS A total of 152 patients diagnosed with GBC were retrospectively enrolled and divided into the serosal involvement group and no serosal involvement group according to paraffin pathology results. The regions of interest (ROIs) in the lesion on all CT images were drawn by two radiologists using ITK-SNAP software (version 3.8.0). A total of 412 features were extracted from the CT images of each patient. The Mann‒Whitney U test was applied to identify features with significant differences between groups. Seven machine learning algorithms and a deep learning model based on fully connected neural networks (f-CNNs) were used for radiomics model construction. The prediction efficacy of the models was evaluated using receiver operating characteristic (ROC) curve analysis. RESULTS Through the Mann‒Whitney U test, 75 of the 412 features extracted from the CT images of patients were significantly different between groups (P < 0.05). Among all the algorithms, logistic regression achieved the highest performance with an area under the curve (AUC) of 0.944 (sensitivity 0.889, specificity 0.8); the f-CNN deep learning model had an AUC of 0.916, and the model showed high predictive power for serosal involvement, with a sensitivity of 0.733 and a specificity of 0.801. CONCLUSION Radiomics models based on features derived from CECT showed convincing performances in predicting serosal involvement in GBC.
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Affiliation(s)
- Shengnan Zhou
- Department of Gastrointestinal Surgery, China-Japan Friendship Hospital, Beijing, China
| | - Shaoqi Han
- General Surgery Department, The First Affiliated Hospital of Shandong First Medical University & Shandong Provincial Qianfoshan Hospital, Jinan, China
| | - Weijie Chen
- General Surgery Department, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, China Academy of Medical Science & Peking Union Medical College, No. 1, Shuaifuyuan, Dongcheng District, Beijing, 100730, China
| | - Xuesong Bai
- General Surgery Department, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, China Academy of Medical Science & Peking Union Medical College, No. 1, Shuaifuyuan, Dongcheng District, Beijing, 100730, China
| | - Weidong Pan
- Radiology Department, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, China Academy of Medical Science & Peking Union Medical College, Beijing, China
| | - Xianlin Han
- General Surgery Department, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, China Academy of Medical Science & Peking Union Medical College, No. 1, Shuaifuyuan, Dongcheng District, Beijing, 100730, China.
| | - Xiaodong He
- General Surgery Department, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, China Academy of Medical Science & Peking Union Medical College, No. 1, Shuaifuyuan, Dongcheng District, Beijing, 100730, China.
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Grotz T. Can We Predict Surgical Futility/Cure in Gallbladder Cancer? Ann Surg Oncol 2022; 29:5355-5356. [PMID: 35672629 DOI: 10.1245/s10434-022-11985-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Accepted: 05/25/2022] [Indexed: 11/18/2022]
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Shimizu Y, Ashida R, Sugiura T, Okamura Y, Ohgi K, Yamada M, Otsuka S, Aramaki T, Notsu A, Uesaka K. Early Recurrence in Resected Gallbladder Carcinoma: Clinical Impact and Its Preoperative Predictive Score. Ann Surg Oncol 2022; 29:5447-5457. [PMID: 35666409 DOI: 10.1245/s10434-022-11937-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Accepted: 04/04/2022] [Indexed: 12/14/2022]
Abstract
BACKGROUND Surgical resection is the only potentially curative therapy for gallbladder carcinoma (GBC). However, the postoperative recurrence rate is high (approximately 50%), and recurrence occasionally develops early after surgery. PATIENTS AND METHODS A total of 139 patients who underwent macroscopically curative resection for GBC between 2002 and 2018 were retrospectively reviewed. Early recurrence (ER) was defined as recurrence within 6 months after surgery. Univariate and multivariate logistic regression analysis was performed using preoperative factors that may influence early recurrence, namely patient background factors, tumor markers, imaging findings, and body composition parameters obtained preoperatively, to create a predictive score for ER. RESULTS The median follow-up period was 21.9 months (range, 6.2-195.7 months). Postoperative recurrence was observed in 55 (39.6%) patients, of whom 14 (25.5%) developed ER. The median overall survival after surgery was 104.7 months for the non-ER group and 15.7 months for the ER group. On multivariate analysis, high carbohydrate antigen 19-9, low muscle attenuation, high visceral fat attenuation, liver invasion, and other organ invasion on preoperative computed tomography were identified as independent risk factors for ER. A preoperatively predictive scoring system for ER was constructed by weighting the above five factors. The nomogram showed an area under the curve of 0.881, indicating good predictive potential for ER. CONCLUSIONS ER in resected GBC indicates a very poor prognosis. The present preoperative scoring system can sufficiently predict ER and may be helpful in determining the optimal treatment strategies.
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Affiliation(s)
- Yuji Shimizu
- Division of Hepato-Biliary-Pancreatic Surgery, Shizuoka Cancer Center, Sunto-Nagaizumi, Shizuoka, Japan
| | - Ryo Ashida
- Division of Hepato-Biliary-Pancreatic Surgery, Shizuoka Cancer Center, Sunto-Nagaizumi, Shizuoka, Japan.
| | - Teiichi Sugiura
- Division of Hepato-Biliary-Pancreatic Surgery, Shizuoka Cancer Center, Sunto-Nagaizumi, Shizuoka, Japan
| | - Yukiyasu Okamura
- Division of Hepato-Biliary-Pancreatic Surgery, Shizuoka Cancer Center, Sunto-Nagaizumi, Shizuoka, Japan
| | - Katsuhisa Ohgi
- Division of Hepato-Biliary-Pancreatic Surgery, Shizuoka Cancer Center, Sunto-Nagaizumi, Shizuoka, Japan
| | - Mihoko Yamada
- Division of Hepato-Biliary-Pancreatic Surgery, Shizuoka Cancer Center, Sunto-Nagaizumi, Shizuoka, Japan
| | - Shimpei Otsuka
- Division of Hepato-Biliary-Pancreatic Surgery, Shizuoka Cancer Center, Sunto-Nagaizumi, Shizuoka, Japan
| | - Takeshi Aramaki
- Division of Interventional Radiology, Shizuoka Cancer Center, Sunto-Nagaizumi, Shizuoka, Japan
| | - Akifumi Notsu
- Clinical Research Center, Shizuoka Cancer Center, Sunto-Nagaizumi, Shizuoka, Japan
| | - Katsuhiko Uesaka
- Division of Hepato-Biliary-Pancreatic Surgery, Shizuoka Cancer Center, Sunto-Nagaizumi, Shizuoka, Japan
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Matsuyama R, Yabusita Y, Homma Y, Kumamoto T, Endo I. Essential updates 2019/2020: Surgical treatment of gallbladder cancer. Ann Gastroenterol Surg 2021; 5:152-161. [PMID: 33860135 PMCID: PMC8034687 DOI: 10.1002/ags3.12434] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/15/2020] [Accepted: 12/31/2020] [Indexed: 12/20/2022] Open
Abstract
Gallbladder cancer is a biliary tract cancer that originates in the gallbladder and cystic ducts and is recognized worldwide as a refractory cancer with early involvement of the surrounding area because of its anatomical characteristics. Although the number of cases is increasing steadily worldwide, the frequency of this disease remains low, making it difficult to plan large-scale clinical studies, and there is still much discussion about the indications for surgical resection and the introduction of multidisciplinary treatment. Articles published between 2019 and 2020 were reviewed, focusing mainly on the indications for surgical resection for each tumor stage, the treatment of incidental gallbladder cancer, and current trends in minimally invasive surgery for gallbladder cancer.
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Affiliation(s)
- Ryusei Matsuyama
- Department of Gastroenterological SurgeryYokohama City University Graduate School of MedicineYokohamaJapan
| | - Yasuhiro Yabusita
- Department of Gastroenterological SurgeryYokohama City University Graduate School of MedicineYokohamaJapan
| | - Yuki Homma
- Department of Gastroenterological SurgeryYokohama City University Graduate School of MedicineYokohamaJapan
| | - Takafumi Kumamoto
- Department of Gastroenterological SurgeryYokohama City University Graduate School of MedicineYokohamaJapan
| | - Itaru Endo
- Department of Gastroenterological SurgeryYokohama City University Graduate School of MedicineYokohamaJapan
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