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Chetcuti Zammit S, Sidhu R. Artificial intelligence within the small bowel: are we lagging behind? Curr Opin Gastroenterol 2022; 38:307-317. [PMID: 35645023 DOI: 10.1097/mog.0000000000000827] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/10/2022]
Abstract
PURPOSE OF REVIEW The use of artificial intelligence in small bowel capsule endoscopy is expanding. This review focusses on the use of artificial intelligence for small bowel pathology compared with human data and developments to date. RECENT FINDINGS The diagnosis and management of small bowel disease has been revolutionized with the advent of capsule endoscopy. Reading of capsule endoscopy videos however is time consuming with an average reading time of 40 min. Furthermore, the fatigued human eye may miss subtle lesions including indiscreet mucosal bulges. In recent years, artificial intelligence has made significant progress in the field of medicine including gastroenterology. Machine learning has enabled feature extraction and in combination with deep neural networks, image classification has now materialized for routine endoscopy for the clinician. SUMMARY Artificial intelligence is in built within the Navicam-Ankon capsule endoscopy reading system. This development will no doubt expand to other capsule endoscopy platforms and capsule endoscopies that are used to visualize other parts of the gastrointestinal tract as a standard. This wireless and patient friendly technique combined with rapid reading platforms with the help of artificial intelligence will become an attractive and viable choice to alter how patients are investigated in the future.
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Affiliation(s)
| | - Reena Sidhu
- Academic Department of Gastroenterology, Royal Hallamshire Hospital
- Academic Unit of Gastroenterology, Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, United Kingdom
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Gan HY, Peng TL, Su KH, Zhao LL, Jian LQ, Yang RJ, Zhang HX, Pan RY. Association between hypokalemia and small bowel capsule endoscopy completion rates in patients in South China: A prospective single-center study. Saudi J Gastroenterol 2019; 25:40-45. [PMID: 30479322 PMCID: PMC6373215 DOI: 10.4103/sjg.sjg_77_18] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND/AIMS Approximately 20-30% of small bowel capsule endoscopies (SBCEs) do not reach the cecum at the completion of the examination. We aimed to determine whether hypokalemia influences the completion rate and small bowel transit time (SBTT) of SBCE. PATIENTS AND METHODS From January to December 2017, 112 patients (18-75 years old) who underwent SBCE were assessed consecutively for enrolment in our study. On the day of the procedure, a blood test was performed prior to capsule ingestion. The completion rate, gastric transit time (GTT), SBTT, and diagnostic yield were recorded for each SBCE. RESULTS The SBCE completion rate was lower in the hypokalemia group than that in the normal potassium group (55.6% (15/27) vs. 76.5% (65/85), P = 0.036). The median GTT was 55.5 ± 47.1 min in the hypokalemia group and 46.7 ± 44.5 min in the normal potassium group (P > 0.05). The median SBTT was 412.8 ± 123.3 min in the hypokalemia group and 367.3 ± 172.5 min in the normal potassium group (P > 0.05). The diagnostic yields of the hypokalemia and normal potassium groups were 74.1% and 78.8%, respectively (P = 1.00). CONCLUSION Hypokalemia may decrease the SBCE completion rate. Physicians should consider the possibility of hypokalemia after bowel preparation because this condition is not rare. Potassium deficiencies should be rectified prior to performing SBCE procedures to increase the SBCE completion rate.
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Affiliation(s)
- Huo-Ye Gan
- Department of Gastroenterology, Qingyuan People's Hospital, The Sixth Affiliated Hospital of Guangzhou Medical University, Guangdong, China,Address for correspondence: Dr. Huo-Ye Gan, Department of Gastroenterology, Qingyuan People's Hospital, The Sixth Affiliated Hospital of Guangzhou Medical University, Area B24, Yinquan Road, Qingcheng District, Qingyuan City, Guangdong Province, China. E-mail:
| | - Tie-Li Peng
- Department of Gastroenterology, Qingyuan People's Hospital, The Sixth Affiliated Hospital of Guangzhou Medical University, Guangdong, China
| | - Kai-Hua Su
- Department of Gastroenterology, Qingyuan People's Hospital, The Sixth Affiliated Hospital of Guangzhou Medical University, Guangdong, China
| | - Lin-Li Zhao
- Department of Gastroenterology, Qingyuan People's Hospital, The Sixth Affiliated Hospital of Guangzhou Medical University, Guangdong, China
| | - Li-Qin Jian
- Department of Gastroenterology, Qingyuan People's Hospital, The Sixth Affiliated Hospital of Guangzhou Medical University, Guangdong, China
| | - Rong-Jiao Yang
- Department of Gastroenterology, Qingyuan People's Hospital, The Sixth Affiliated Hospital of Guangzhou Medical University, Guangdong, China
| | - Han-Xian Zhang
- Department of Gastroenterology, Qingyuan People's Hospital, The Sixth Affiliated Hospital of Guangzhou Medical University, Guangdong, China
| | - Ru-Yin Pan
- Department of Gastroenterology, Qingyuan People's Hospital, The Sixth Affiliated Hospital of Guangzhou Medical University, Guangdong, China
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Han S, Fahed J, Cave DR. Suspected Blood Indicator to Identify Active Gastrointestinal Bleeding: A Prospective Validation. Gastroenterology Res 2018; 11:106-111. [PMID: 29707077 PMCID: PMC5916634 DOI: 10.14740/gr949w] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/15/2017] [Accepted: 12/20/2017] [Indexed: 12/22/2022] Open
Abstract
Background The suspected blood indicator (SBI) function in the RAPID Reader v8.3 program was designed to quickly identify the presence of blood in video capsule endoscopy. While previous retrospective studies have shown that the SBI function was accurate in detecting the presence of active bleeding in the small bowel, its specificity and sensitivity were poor. Methods An initial retrospective review (phase 1) compared 115 patients with active gastrointestinal bleeding seen on video capsule endoscopy (VCE) to 115 patients with no active bleeding seen on VCE to produce a highly accurate algorithm. A prospective study (phase 2) was then performed by applying the algorithm to 100 consecutive patients who received VCE for the following indications: obscure bleeding, iron deficiency anemia, melena, and hematochezia. Results The initial retrospective review found that eight contiguous SBI markers had a specificity of 100% in identifying active gastrointestinal bleeding regardless of the total number of SBI markers, while two or more contiguous SBI markers had a sensitivity of 96.5%. Using a cutoff of eight contiguous SBI markers, the prospective arm found that there was a 100% sensitivity and specificity in detecting active gastrointestinal bleeding (P < 0.001). Conclusions The SBI function can greatly facilitate the identification of active gastrointestinal bleeding on VCE by using eight contiguous SBI markers as a cutoff for active bleeding.
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Affiliation(s)
- Samuel Han
- Division of Gastroenterology, University of Massachusetts Medical Center, Worcester, MA, USA
| | - Julien Fahed
- Division of Gastroenterology, University of Massachusetts Medical Center, Worcester, MA, USA
| | - David R Cave
- Division of Gastroenterology, University of Massachusetts Medical Center, Worcester, MA, USA
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Yung DE, Sykes C, Koulaouzidis A. The validity of suspected blood indicator software in capsule endoscopy: a systematic review and meta-analysis. Expert Rev Gastroenterol Hepatol 2017; 11:43-51. [PMID: 27842442 DOI: 10.1080/17474124.2017.1257384] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Software tools have been developed as capsule endoscopy (CE) reading aids. The suspected blood indicator (SBI) tags possible areas of haemorrhage in the gastrointestinal (GI) tract. This meta-analysis aims to investigate the diagnostic accuracy of SBI in CE. Areas covered: A systematic literature search was conducted for studies on the use of SBI in CE. Sensitivity, specificity and diagnostic odds ratio (DOR) of SBI in diagnosing GI bleeding was evaluated. 2040 patients from 16 studies underwent 2049 CE examinations. The overall sensitivity of SBI for bleeding or potentially bleeding lesions was 0.553, specificity 0.578, DOR 12.354. The sensitivity of SBI for active bleeding was 0.988, specificity 0.646, DOR 229.89. Expert commentary: Currently, SBI has limited validity in CE reading. However, in active GI bleeding, it has good sensitivity, supporting its use in the acute setting.
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Affiliation(s)
- Diana E Yung
- a Centre for Liver & Digestive Disorders , The Royal Infirmary of Edinburgh , Edinburgh , UK
| | - Catherine Sykes
- a Centre for Liver & Digestive Disorders , The Royal Infirmary of Edinburgh , Edinburgh , UK
| | - Anastasios Koulaouzidis
- a Centre for Liver & Digestive Disorders , The Royal Infirmary of Edinburgh , Edinburgh , UK
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Hosoe N, Watanabe K, Miyazaki T, Shimatani M, Wakamatsu T, Okazaki K, Esaki M, Matsumoto T, Abe T, Kanai T, Ohtsuka K, Watanabe M, Ikeda K, Tajiri H, Ohmiya N, Nakamura M, Goto H, Tsujikawa T, Ogata H. Evaluation of performance of the Omni mode for detecting video capsule endoscopy images: A multicenter randomized controlled trial. Endosc Int Open 2016; 4:E878-82. [PMID: 27540577 PMCID: PMC4988834 DOI: 10.1055/s-0042-111389] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/28/2015] [Accepted: 06/13/2016] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND AND STUDY AIMS Olympus recently developed a new algorithm called Omni mode that discards redundant video capsule endoscopy (VCE) images. The current study aimed to demonstrate the non-inferiority of the Omni mode in terms of true positives (TPs) and the superiority of the Omni mode with regard to reading time against a control (ordinary ES-10 system). PATIENTS AND METHODS This multicenter prospective study included 40 patients with various small bowel diseases. VCE images were evaluated by 7 readers and 3 judging committee members. Two randomly allocated readers assessed the VCE images obtained using the 2 modalities for each patient. The order of the modalities was switched between the 2 readers and the interval between readings by the same reader was 2 weeks. The judging committee predefined clinically relevant lesions as major lesions and irrelevant lesions as minor lesions. The number of TPs for major and minor lesions and the reading times were compared between the modalities. The predefined non-inferiority margin for the TP ratio of the Omni mode compared with the control was 0.9. RESULTS The estimated TP ratios and 95 % confidence intervals for total, major, and minor lesions were 0.87 (0.80 - 0.95), 0.93 (0.83 - 1.04), and 0.83 (0.74 - 0.94), respectively. Although non-inferiority was not demonstrated, the rate of detection of major lesions was not significantly different between the modalities. The reading time was significantly lower when using the Omni mode than when using the control. CONCLUSIONS The Omni mode may be only appropriate for the assessment of major lesions.
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Affiliation(s)
- Naoki Hosoe
- Center for Diagnostic and Therapeutic Endoscopy, School of Medicine, Keio University, Tokyo, Japan
| | - Kenji Watanabe
- Department of Gastroenterology, Osaka City University Graduate School of Medicine, Osaka, Japan
| | - Takako Miyazaki
- Department of Gastroenterology, Osaka City University Graduate School of Medicine, Osaka, Japan
| | - Masaaki Shimatani
- Third Department of Internal Medicine, Kansai Medical University, Osaka, Japan
| | - Takahiro Wakamatsu
- Third Department of Internal Medicine, Kansai Medical University, Osaka, Japan
| | - Kazuichi Okazaki
- Third Department of Internal Medicine, Kansai Medical University, Osaka, Japan
| | - Motohiro Esaki
- Department of Medicine and Clinical Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Takayuki Matsumoto
- Division of Gastroenterology, Department of Internal Medicine, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Takayuki Abe
- Department of Preventive Medicine and Public Health, Biostatistics at Center for Clinical Research, Keio University School of Medicine, Tokyo, Japan
| | - Takanori Kanai
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Keio University School of Medicine, Tokyo, Japan
| | - Kazuo Ohtsuka
- Department of Gastroenterology, School of Medicine, Tokyo Medical and Dental University, Tokyo, Japan
| | - Mamoru Watanabe
- Department of Gastroenterology, School of Medicine, Tokyo Medical and Dental University, Tokyo, Japan
| | - Keiichi Ikeda
- Department of Endoscopy, The Jikei University School of Medicine, Tokyo, Japan
| | - Hisao Tajiri
- Department of Endoscopy, The Jikei University School of Medicine, Tokyo, Japan
| | - Naoki Ohmiya
- Department of Gastroenterology, School of Medicine, Fujita Health University, Aichi, Japan
| | - Masanao Nakamura
- Department of Gastroenterology, Nagoya Graduate School of Medicine, Nagoya, Japan
| | - Hidemi Goto
- Department of Gastroenterology, Nagoya Graduate School of Medicine, Nagoya, Japan
| | - Tomoyuki Tsujikawa
- Comprehensive Internal Medicine, Shiga University of Medical Science, Shiga, Japan
| | - Haruhiko Ogata
- Center for Diagnostic and Therapeutic Endoscopy, School of Medicine, Keio University, Tokyo, Japan,Corresponding author Haruhiko Ogata, MD, PhD Center for Diagnostic and Therapeutic Endoscopy, School of Medicine, Keio University 35 ShinanomachiShinjukuTokyo 160-8582Japan+81-3-3353-1211+81-3-3357-2778
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Waggershauser CH, Storr M. [Lower gastrointestinal bleeding]. MMW Fortschr Med 2016; 158:50-1. [PMID: 27155708 DOI: 10.1007/s15006-016-8208-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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Abstract
OPINION STATEMENT The small bowel is a challenging area for endoscopic evaluation and therapy due to its length and angulated configuration. A small lumen diameter and segmental peristalsis made it a perfect fit for examination by a novel ingestible wireless camera in a capsule. The development of capsule endoscopy changed the diagnosis and management of bleeding lesions, ulcers, and tumors deep in the small bowel, allowing earlier diagnosis with excellent patient acceptance. Device-assisted enteroscopy revolutionized small bowel therapy, particularly management of bleeding, Peutz-Jeghers polyposis, and tumor marking for minimally invasive surgery. Small bowel stricture dilation in select patients is safe and effective. Tools for a spectrum of small bowel therapies are available but remain suboptimal to tackle lesions on angulated folds deep in the small bowel. Universal terminology to describe the endoscopic appearance of vascular lesions will facilitate studies of endoscopic and medical therapy. The future holds improvements in imaging, easier advancement through the small bowel, and therapeutic capacity. This review focuses on methods of small bowel endoscopy, therapy, and outcomes.
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Affiliation(s)
- Dejan Micic
- Division of Gastroenterology, Hepatology and Nutrition, University of Chicago, 5841 South Maryland Avenue, S401 MC 4080, Chicago, IL, 60637, USA
| | - Carol E Semrad
- Division of Gastroenterology, Hepatology and Nutrition, University of Chicago, 5841 South Maryland Avenue, S401 MC 4080, Chicago, IL, 60637, USA.
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