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Choe YH, Jung DH, Park JC, Kim HY, Shin SK, Lee SK, Lee YC. Prediction model for bleeding after endoscopic submucosal dissection of gastric neoplasms from a high-volume center. J Gastroenterol Hepatol 2021; 36:2217-2223. [PMID: 33646614 DOI: 10.1111/jgh.15478] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Revised: 12/27/2020] [Accepted: 02/23/2021] [Indexed: 12/15/2022]
Abstract
BACKGROUND AND AIM Bleeding after endoscopic submucosal dissection (ESD) is a main adverse event. To date, although there have been several studies about risk factors for post-ESD bleeding, there has been few predictive model for post-ESD bleeding with large volume cases. We aimed to design a prediction model for post-ESD bleeding using a classification tree model. METHODS We analyzed a prospectively established cohort of patients with gastric neoplasms treated with ESD from 2007 to 2016. Baseline characteristics were collected for a total of 5080 patients, and the bleeding risk was estimated using variable statistical methods such as logistic regression, AdaBoost, and random forest. To investigate how bleeding was affected by independent predictors, the classification and regression tree (CART) method was used. The prediction tree developed for the cohort was internally validated. RESULTS Post-ESD bleeding occurred in 262 of 5080 patients (5.1%). In multivariate logistic regression, ongoing antithrombotic use during the procedure, cancer pathology, and piecemeal resection were significant risk factors for post-ESD bleeding. In the CART model, the decisive variables were ongoing antithrombotic agent use, resected specimen size ≥49 mm, and patient age <62 years. The CART model accuracy was 94.9%, and the cross-validation accuracy was 94.8%. CONCLUSIONS We developed a simple and easy-to-apply predictive tree model based on three risk factors that could help endoscopists identify patients at a high risk of bleeding. This model will enable clinicians to establish precise management strategies for patients at a high risk of bleeding and to prevent post-ESD bleeding.
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Affiliation(s)
- Yeon Hwa Choe
- Division of Gastroenterology, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Da Hyun Jung
- Division of Gastroenterology, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Jun Chul Park
- Division of Gastroenterology, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Ha Yan Kim
- Department of Biomedical Systems Informatics, Biostatistics Collaboration Unit, Yonsei University College of Medicine, Seoul, South Korea
| | - Sung Kwan Shin
- Division of Gastroenterology, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Sang Kil Lee
- Division of Gastroenterology, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Yong Chan Lee
- Division of Gastroenterology, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
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Lin SL, Gao PT, Ni WK, Li QL, Chen WF, Zhang YQ, Hu JW, Qin WZ, Cai MY, Ren Z, Zhong YS, Yao LQ, Chen SY, Xu MD, Ma LL, Zhou PH. Controlled hypertension under hemostasis prevents post-gastric endoscopic submucosal dissection bleeding: a prospective randomized controlled trial. Surg Endosc 2021; 35:5675-5685. [DOI: 10.1007/s00464-020-08256-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2020] [Accepted: 12/17/2020] [Indexed: 12/13/2022]
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Toya Y, Endo M, Oizumi T, Akasaka R, Yanai S, Kawasaki K, Nakamura S, Eizuka M, Fujita Y, Uesugi N, Sugai T, Matsumoto T. Risk Factors for Post-gastric Endoscopic Submucosal Dissection Bleeding with a Special Emphasis on Anticoagulant Therapy. Dig Dis Sci 2020; 65:557-564. [PMID: 31392471 DOI: 10.1007/s10620-019-05776-3] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2019] [Accepted: 08/02/2019] [Indexed: 02/06/2023]
Abstract
BACKGROUND Little is known about the risk factors for post endoscopic submucosal dissection (post-ESD) bleeding with anticoagulant therapy. AIMS We aimed to investigate the risk factors for post-ESD bleeding for early gastric cancer (EGC) with an emphasis on anticoagulant therapy. METHODS We retrospectively analyzed 2355 EGCs, including 137 lesions in patients treated under anticoagulants. Clinicopathological findings were evaluated between lesions in patients with and without anticoagulant therapy with propensity score matching analysis. The factors associated with post-ESD bleeding were analyzed with multivariate analysis with a logistic regression method. RESULTS After propensity score matching, post-ESD bleeding was significantly more frequent in lesions of patients with than without anticoagulant therapy (11.7% vs 1.5%, respectively; P = 0.001). A univariate analysis revealed that anticoagulant therapy, heparin bridge therapy, undifferentiated type, deep submucosal invasion, and resected specimen size were associated with post-ESD bleeding. A multivariate analysis revealed anticoagulant therapy (OR 23.1, 95% CI 3.61-147.52) and resected specimen size (OR 1.03, 95% CI 1.00-1.06) to be independent factors associated with post-ESD bleeding. CONCLUSIONS Anticoagulant therapy and resected specimen size were risk factors associated with post-ESD bleeding for EGC.
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Affiliation(s)
- Yosuke Toya
- Division of Gastroenterology, Department of Internal Medicine, School of Medicine, Iwate Medical University, Uchimaru 19-1, Morioka, 020-8505, Japan.
| | - Masaki Endo
- Division of Gastroenterology, Department of Internal Medicine, School of Medicine, Iwate Medical University, Uchimaru 19-1, Morioka, 020-8505, Japan
- Kaiunbashi Endoscopy Clinic, Morioka, Japan
| | - Tomofumi Oizumi
- Division of Gastroenterology, Department of Internal Medicine, School of Medicine, Iwate Medical University, Uchimaru 19-1, Morioka, 020-8505, Japan
| | - Risaburo Akasaka
- Division of Gastroenterology, Department of Internal Medicine, School of Medicine, Iwate Medical University, Uchimaru 19-1, Morioka, 020-8505, Japan
| | - Shunichi Yanai
- Division of Gastroenterology, Department of Internal Medicine, School of Medicine, Iwate Medical University, Uchimaru 19-1, Morioka, 020-8505, Japan
| | - Keisuke Kawasaki
- Division of Gastroenterology, Department of Internal Medicine, School of Medicine, Iwate Medical University, Uchimaru 19-1, Morioka, 020-8505, Japan
| | - Shotaro Nakamura
- Division of Gastroenterology, Department of Internal Medicine, School of Medicine, Iwate Medical University, Uchimaru 19-1, Morioka, 020-8505, Japan
| | - Makoto Eizuka
- Division of Molecular Diagnostic Pathology, Department of Pathology, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Yasuko Fujita
- Division of Molecular Diagnostic Pathology, Department of Pathology, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Noriyuki Uesugi
- Division of Molecular Diagnostic Pathology, Department of Pathology, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Tamotsu Sugai
- Division of Molecular Diagnostic Pathology, Department of Pathology, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Takayuki Matsumoto
- Division of Gastroenterology, Department of Internal Medicine, School of Medicine, Iwate Medical University, Uchimaru 19-1, Morioka, 020-8505, Japan
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