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Lao SH, Huang JL, Wu LF. Barrett’s esophagus: Current challenges in diagnosis and treatment. WORLD CHINESE JOURNAL OF DIGESTOLOGY 2024; 32:267-275. [DOI: 10.11569/wcjd.v32.i4.267] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/28/2024]
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Tsai MC, Yen HH, Tsai HY, Huang YK, Luo YS, Kornelius E, Sung WW, Lin CC, Tseng MH, Wang CC. Artificial intelligence system for the detection of Barrett's esophagus. World J Gastroenterol 2023; 29:6198-6207. [PMID: 38186865 PMCID: PMC10768395 DOI: 10.3748/wjg.v29.i48.6198] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/03/2023] [Revised: 11/13/2023] [Accepted: 12/12/2023] [Indexed: 12/27/2023] Open
Abstract
BACKGROUND Barrett's esophagus (BE), which has increased in prevalence worldwide, is a precursor for esophageal adenocarcinoma. Although there is a gap in the detection rates between endoscopic BE and histological BE in current research, we trained our artificial intelligence (AI) system with images of endoscopic BE and tested the system with images of histological BE. AIM To assess whether an AI system can aid in the detection of BE in our setting. METHODS Endoscopic narrow-band imaging (NBI) was collected from Chung Shan Medical University Hospital and Changhua Christian Hospital, resulting in 724 cases, with 86 patients having pathological results. Three senior endoscopists, who were instructing physicians of the Digestive Endoscopy Society of Taiwan, independently annotated the images in the development set to determine whether each image was classified as an endoscopic BE. The test set consisted of 160 endoscopic images of 86 cases with histological results. RESULTS Six pre-trained models were compared, and EfficientNetV2B2 (accuracy [ACC]: 0.8) was selected as the backbone architecture for further evaluation due to better ACC results. In the final test, the AI system correctly identified 66 of 70 cases of BE and 85 of 90 cases without BE, resulting in an ACC of 94.37%. CONCLUSION Our AI system, which was trained by NBI of endoscopic BE, can adequately predict endoscopic images of histological BE. The ACC, sensitivity, and specificity are 94.37%, 94.29%, and 94.44%, respectively.
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Affiliation(s)
- Ming-Chang Tsai
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Chung Shan Medical University Hospital, Taichung 402, Taiwan
- School of Medicine, Chung Shan Medical University, Taichung 402, Taiwan
| | - Hsu-Heng Yen
- Division of Gastroenterology, Changhua Christian Hospital, Changhua 500, Taiwan
- Artificial Intelligence Development Center, Changhua Christian Hospital, Changhua 500, Taiwan
- Department of Post-Baccalaureate Medicine, College of Medicine, National Chung Hsing University, Taichung 400, Taiwan
| | - Hui-Yu Tsai
- Department of Medical Informatics, Chung Shan Medical University, Taichung 402, Taiwan
| | - Yu-Kai Huang
- Department of Internal Medicine, Chung Shan Medical University Hospital, Taichung 402, Taiwan
| | - Yu-Sin Luo
- Department of Internal Medicine, Chung Shan Medical University Hospital, Taichung 402, Taiwan
| | - Edy Kornelius
- School of Medicine, Chung Shan Medical University, Taichung 402, Taiwan
- Department of Endocrinology and Metabolism, Chung-Shan Medical University Hospital, Taichung 402, Taiwan
| | - Wen-Wei Sung
- School of Medicine, Chung Shan Medical University, Taichung 402, Taiwan
- Department of Urology, Chung Shan Medical University Hospital, Taichung 402, Taiwan
| | - Chun-Che Lin
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Chung Shan Medical University Hospital, Taichung 402, Taiwan
- School of Medicine, Chung Shan Medical University, Taichung 402, Taiwan
| | - Ming-Hseng Tseng
- Department of Medical Informatics, Chung Shan Medical University, Taichung 402, Taiwan
- Information Technology Office, Chung Shan Medical University Hospital, Taichung 402, Taiwan
| | - Chi-Chih Wang
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Chung Shan Medical University Hospital, Taichung 402, Taiwan
- School of Medicine, Chung Shan Medical University, Taichung 402, Taiwan
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Steele D, Baig KKK, Peter S. Evolving screening and surveillance techniques for Barrett's esophagus. World J Gastroenterol 2019; 25:2045-2057. [PMID: 31114132 PMCID: PMC6506582 DOI: 10.3748/wjg.v25.i17.2045] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/19/2019] [Revised: 03/26/2019] [Accepted: 04/11/2019] [Indexed: 02/06/2023] Open
Abstract
Barrett’s esophagus (BE) is a change in the esophageal lining and is known to be the major precursor lesion for most cases of esophageal adenocarcinoma (EAC). Despite an understanding of its association with BE for many years and the falling incidence rates of squamous cell carcinoma of the esophagus, the incidence for EAC continues to rise exponentially. In association with this rising incidence, if the delay in diagnosis of EAC occurs after the onset of symptoms, then the mortality at 5 years is greater than 80%. Appropriate diagnosis and surveillance strategies are therefore vital for BE. Multiple novel optical technologies and other advanced approaches are being utilized to assist in making screening and surveillance more cost effective. We review the current guidelines and evolving techniques that are currently being evaluated.
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Affiliation(s)
- David Steele
- Basil Hirschowitz Endoscopic Centre of Endoscopic Excellence, Division of Gastroenterology and Hepatology, University of Alabama at Birmingham, Birmingham, AL 35294, United Sates
| | - Kondal Kyanam Kabir Baig
- Basil Hirschowitz Endoscopic Centre of Endoscopic Excellence, Division of Gastroenterology and Hepatology, University of Alabama at Birmingham, Birmingham, AL 35294, United Sates
| | - Shajan Peter
- Basil Hirschowitz Endoscopic Centre of Endoscopic Excellence, Division of Gastroenterology and Hepatology, University of Alabama at Birmingham, Birmingham, AL 35294, United Sates
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Abstract
In Western countries, the incidence of esophageal adenocarcinoma has increased rapidly in parallel with its premalignant condition, Barrett esophagus (BE). Unlike colonoscopy, endoscopic screening for BE is not currently recommended for all patients; however, surveillance endoscopy is advocated for patients with established BE. Novel imaging and sampling techniques have been developed and investigated for the purpose of improving the detection of Barrett esophagus, dysplasia, and neoplasia. This article discusses several screening and surveillance techniques, including Seattle protocol, chromoendoscopy, electronic chromoendoscopy, wide area transepithelial sampling with 3-dimensional analysis, nonendoscopic sampling devices, and transnasal endoscopy.
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Affiliation(s)
- Yoshihiro Komatsu
- Esophageal and Lung Institute, Allegheny Health Network, Western Pennsylvania Hospital, Suite 158, Mellon Pavilion, 4815 Liberty Avenue, Pittsburgh, PA 15224, USA
| | - Kirsten M Newhams
- Esophageal and Lung Institute, Allegheny Health Network, Western Pennsylvania Hospital, Suite 158, Mellon Pavilion, 4815 Liberty Avenue, Pittsburgh, PA 15224, USA
| | - Blair A Jobe
- Esophageal and Lung Institute, Allegheny Health Network, Western Pennsylvania Hospital, Suite 158, Mellon Pavilion, 4815 Liberty Avenue, Pittsburgh, PA 15224, USA.
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Britton J, Hamdy S, McLaughlin J, Horne M, Ang Y. Barrett's oesophagus: A qualitative study of patient burden, care delivery experience and follow-up needs. Health Expect 2018; 22:21-33. [PMID: 30430714 PMCID: PMC6351418 DOI: 10.1111/hex.12817] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2018] [Revised: 06/22/2018] [Accepted: 07/03/2018] [Indexed: 12/19/2022] Open
Abstract
Background Barrett's oesophagus (BO), a precursor to oesophageal adenocarcinoma, requires long‐term endoscopic surveillance. The rising incidence of this chronic disease has implications for service provision and patient burden. Few studies have explored BO patients’ personal burden, care delivery experience and participation in health‐care delivery decisions. Objective To identify and explore factors impacting BO patients’ health‐related quality of life, follow‐up needs and views on new models of follow‐up care. Design An exploratory qualitative approach was adopted using semi‐structured, in‐depth, one‐to‐one interviews, audio‐recorded and transcribed verbatim. Patients undergoing BO surveillance, at a single NHS hospital, were recruited using purposive sampling with the aim of achieving maximum variation. Data were analysed using framework analysis approach, supported by NVivo Pro 11. Results Data saturation occurred after 20 participant interviews. Ten subthemes and three main themes emerged from the analysis: (a) burden of disease—symptom control, worry of oesophageal cancer and surveillance endoscopy; (b) follow‐up experiences—follow‐up care, at this NHS hospital, was found to be inconsistent and often inadequate to meet patients’ needs, in particular a lack of disease‐specific information; and (c) follow‐up needs—participants sought enhanced communication, organization and structure of care. They highly valued face‐to‐face interaction with a specialist, and the concept of direct secondary care access in‐between endoscopies was reassuring to participants. Conclusions This qualitative research provides an in‐depth account of the patients’ perspective of BO, the effectiveness of follow‐up care and patient opinion on new follow‐up systems.
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Affiliation(s)
- James Britton
- Division of Diabetes, Endocrinology and Gastroenterology, School of Medical Sciences, Faculty of Biology, Medicine and Health, The University of Manchester and Manchester Academic Health Sciences Centre, Manchester, UK.,Wrightington, Wigan and Leigh NHS Trust, Wigan, UK
| | - Shaheen Hamdy
- Division of Diabetes, Endocrinology and Gastroenterology, School of Medical Sciences, Faculty of Biology, Medicine and Health, The University of Manchester and Manchester Academic Health Sciences Centre, Manchester, UK.,Salford Royal NHS Foundation Trust, Salford, UK
| | - John McLaughlin
- Division of Diabetes, Endocrinology and Gastroenterology, School of Medical Sciences, Faculty of Biology, Medicine and Health, The University of Manchester and Manchester Academic Health Sciences Centre, Manchester, UK.,Salford Royal NHS Foundation Trust, Salford, UK
| | - Maria Horne
- Faculty of Medicine and Health, Leeds University School of Healthcare, University of Leeds, Leeds, UK
| | - Yeng Ang
- Division of Diabetes, Endocrinology and Gastroenterology, School of Medical Sciences, Faculty of Biology, Medicine and Health, The University of Manchester and Manchester Academic Health Sciences Centre, Manchester, UK
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Gross SA, Kingsbery J, Jang J, Lee M, Khan A. Evaluation of Dysplasia in Barrett Esophagus. Gastroenterol Hepatol (N Y) 2018; 14:233-239. [PMID: 29942221 PMCID: PMC6009185] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Barrett esophagus (BE) is the precursor lesion to adenocarcinoma of the esophagus. The current surveillance strategy of 4-quadrant Seattle protocol biopsies has been associated with sampling error and missing higher-risk lesions, and there is often less adherence to endoscopic surveillance with long segments. Advancements in endoscopic imaging and sampling techniques allow for better surveillance of BE, particularly when assessing for dysplasia. This article highlights the key endoscopic imaging and sampling advancements in the evaluation of dysplasia in BE.
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Affiliation(s)
- Seth A Gross
- Dr Gross is an associate professor of medicine, Dr Kingsbery and Dr Jang are resident physicians, and Dr Lee and Dr Khan are assistant professors of medicine in the Division of Gastroenterology and Hepatology at NYU Langone Health in New York, New York
| | - Joseph Kingsbery
- Dr Gross is an associate professor of medicine, Dr Kingsbery and Dr Jang are resident physicians, and Dr Lee and Dr Khan are assistant professors of medicine in the Division of Gastroenterology and Hepatology at NYU Langone Health in New York, New York
| | - Janice Jang
- Dr Gross is an associate professor of medicine, Dr Kingsbery and Dr Jang are resident physicians, and Dr Lee and Dr Khan are assistant professors of medicine in the Division of Gastroenterology and Hepatology at NYU Langone Health in New York, New York
| | - Michelle Lee
- Dr Gross is an associate professor of medicine, Dr Kingsbery and Dr Jang are resident physicians, and Dr Lee and Dr Khan are assistant professors of medicine in the Division of Gastroenterology and Hepatology at NYU Langone Health in New York, New York
| | - Abraham Khan
- Dr Gross is an associate professor of medicine, Dr Kingsbery and Dr Jang are resident physicians, and Dr Lee and Dr Khan are assistant professors of medicine in the Division of Gastroenterology and Hepatology at NYU Langone Health in New York, New York
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Pant C, Olyaee MS, Rastogi A. Advanced imaging and therapeutic endoscopy. TECHNIQUES IN GASTROINTESTINAL ENDOSCOPY 2017. [DOI: 10.1016/j.tgie.2017.08.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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Muñoz-Largacha JA, Fernando HC, Litle VR. Optimizing the diagnosis and therapy of Barrett's esophagus. J Thorac Dis 2017; 9:S146-S153. [PMID: 28446978 DOI: 10.21037/jtd.2017.01.58] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
The incidence of Barrett's esophagus (BE) in the Western world has increased over the last decades. BE is considered a premalignant lesion that can progress to esophageal adenocarcinoma (EAC), a highly aggressive malignancy with poor survival rates. The close association between BE and EAC highlights the need for an early diagnosis in order to improve survival and outcomes in this group of patients. Although the evidence for BE screening with conventional endoscopy is controversial and limited by cost-effectiveness studies, screening can be suggested in patients with chronic gastroesophageal reflux disease (GERD) and two or more risk factors for EAC. Less invasive techniques with lower costs and higher acceptability by the patients may be useful for screening in the general population. Several novel techniques have been described to aid in the early diagnosis and management of BE and dysplasia. However, these techniques have shown variable results with higher costs, the need of specific training, and variable inter-observer imaging interpretation, making its widespread implementation problematic. High-definition/high-resolution white-light endoscopy (WLE) continues to be a well-accepted technique for the evaluation and surveillance of patients with BE. Further studies are required in order to establish the efficacy of less invasive methods that can be performed in an outpatient setting for BE screening in higher risk individuals.
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Affiliation(s)
- Juan A Muñoz-Largacha
- Division of Thoracic Surgery, Department of Surgery, Boston University School of Medicine, Boston, MA, USA
| | - Hiran C Fernando
- Division of Thoracic Surgery, Department of Surgery, Boston University School of Medicine, Boston, MA, USA
| | - Virginia R Litle
- Division of Thoracic Surgery, Department of Surgery, Boston University School of Medicine, Boston, MA, USA
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Maes S, Sharma P, Bisschops R. Review: Surveillance of patients with Barrett oesophagus. Best Pract Res Clin Gastroenterol 2016; 30:901-912. [PMID: 27938785 DOI: 10.1016/j.bpg.2016.09.003] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/03/2016] [Accepted: 09/06/2016] [Indexed: 01/31/2023]
Abstract
There has been a rapid increase in the incidence of oesophageal adenocarcinoma in most Western countries over the past thirty years. Barrett's oesophagus (BE) is a common premalignant lesion of oesophageal adenocarcinoma, although the risk of developing cancer in BE remains low. Therefore, screening is not recommended in the general population. Surveillance of BE is recommended to detect high grade dysplasia or carcinoma in an early stage, although there is no clear evidence that surveillance leads to a reduced mortality. This review discusses the several screening and surveillance techniques, including chromoendoscopy, narrow band imaging, autofluorescence imaging and confocal laser endomicroscopy, pointing out the areas that are well established as well as the new techniques that require more research.
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Affiliation(s)
- Sielte Maes
- Catholic University of Leuven (KUL), University Hospitals Leuven, Department of Gastroenterology and Hepatology, Herestraat 49, 3000 Leuven, Belgium.
| | - Prateek Sharma
- University of Kansas School of Medicine and Veterans Affairs Medical Center, Kansas City, USA.
| | - Raf Bisschops
- Catholic University of Leuven (KUL), TARGID, University Hospitals Leuven, Department of Gastroenterology and Hepatology, Herestraat 49, 3000 Leuven, Belgium.
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