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Xie X, Xiao YF, Yang H, Peng X, Li JJ, Zhou YY, Fan CQ, Meng RP, Huang BB, Liao XP, Chen YY, Zhong TT, Lin H, Koulaouzidis A, Yang SM. A new artificial intelligence system for both stomach and small-bowel capsule endoscopy. Gastrointest Endosc 2024; 100:878.e1-878.e14. [PMID: 38851456 DOI: 10.1016/j.gie.2024.06.004] [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] [Received: 02/11/2024] [Revised: 05/31/2024] [Accepted: 06/02/2024] [Indexed: 06/10/2024]
Abstract
BACKGROUND AND AIMS Despite the benefits of artificial intelligence in small-bowel (SB) capsule endoscopy (CE) image reading, information on its application in the stomach and SB CE is lacking. METHODS In this multicenter, retrospective diagnostic study, gastric imaging data were added to the deep learning-based SmartScan (SS), which has been described previously. A total of 1069 magnetically controlled GI CE examinations (comprising 2,672,542 gastric images) were used in the training phase for recognizing gastric pathologies, producing a new artificial intelligence algorithm named SS Plus. A total of 342 fully automated, magnetically controlled CE examinations were included in the validation phase. The performance of both senior and junior endoscopists with both the SS Plus-assisted reading (SSP-AR) and conventional reading (CR) modes was assessed. RESULTS SS Plus was designed to recognize 5 types of gastric lesions and 17 types of SB lesions. SS Plus reduced the number of CE images required for review to 873.90 (median, 1000; interquartile range [IQR], 814.50-1000) versus 44,322.73 (median, 42,393; IQR, 31,722.75-54,971.25) for CR. Furthermore, with SSP-AR, endoscopists took 9.54 minutes (median, 8.51; IQR, 6.05-13.13) to complete the CE video reading. In the 342 CE videos, SS Plus identified 411 gastric and 422 SB lesions, whereas 400 gastric and 368 intestinal lesions were detected with CR. Moreover, junior endoscopists remarkably improved their CE image reading ability with SSP-AR. CONCLUSIONS Our study shows that the newly upgraded deep learning-based algorithm SS Plus can detect GI lesions and help improve the diagnostic performance of junior endoscopists in interpreting CE videos.
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Affiliation(s)
- Xia Xie
- Department of Gastroenterology, The Second Affiliated Hospital, The Third Military Medical University, Chongqing, China
| | - Yu-Feng Xiao
- Department of Gastroenterology, The Second Affiliated Hospital, The Third Military Medical University, Chongqing, China
| | - Huan Yang
- Department of Gastroenterology, The Second Affiliated Hospital, The Third Military Medical University, Chongqing, China
| | - Xue Peng
- Department of Gastroenterology, The Second Affiliated Hospital, The Third Military Medical University, Chongqing, China
| | - Jian-Jun Li
- Department of Gastroenterology, The Second Affiliated Hospital, The Third Military Medical University, Chongqing, China
| | - Yuan-Yuan Zhou
- Department of Gastroenterology, The Second Affiliated Hospital, The Third Military Medical University, Chongqing, China
| | - Chao-Qiang Fan
- Department of Gastroenterology, The Second Affiliated Hospital, The Third Military Medical University, Chongqing, China
| | - Rui-Ping Meng
- Department of Gastroenterology, The Second Affiliated Hospital, The Third Military Medical University, Chongqing, China
| | - Bao-Bao Huang
- Department of Gastroenterology, The Second Affiliated Hospital, The Third Military Medical University, Chongqing, China
| | - Xi-Ping Liao
- Department of Gastroenterology, The Second Affiliated Hospital, The Third Military Medical University, Chongqing, China
| | - Yu-Yang Chen
- Department of Gastroenterology, The Second Affiliated Hospital, The Third Military Medical University, Chongqing, China
| | - Ting-Ting Zhong
- Department of Gastroenterology, The Second Affiliated Hospital, The Third Military Medical University, Chongqing, China
| | - Hui Lin
- Department of Gastroenterology, The Second Affiliated Hospital, The Third Military Medical University, Chongqing, China; Department of Epidemiology, the Third Military Medical University, Chongqing, China.
| | - Anastasios Koulaouzidis
- Department of Clinical Research University of Southern Denmark, Odense, Denmark; Centre for Clinical Implementation of Capsule Endoscopy, Store Adenomer Tidlige Cancere Centre, Svendborg, Denmark.
| | - Shi-Ming Yang
- Department of Gastroenterology, The Second Affiliated Hospital, The Third Military Medical University, Chongqing, China.
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Yang YL, Qin HW, Chen ZY, Fan HN, Yu Y, Da W, Zhu JS, Zhang J. Detachable string magnetically controlled capsule endoscopy for the noninvasive diagnosis of esophageal diseases: A prospective, blind clinical study. World J Gastroenterol 2024; 30:1121-1131. [PMID: 38577194 PMCID: PMC10989486 DOI: 10.3748/wjg.v30.i9.1121] [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: 11/22/2023] [Revised: 01/14/2024] [Accepted: 02/01/2024] [Indexed: 03/06/2024] Open
Abstract
BACKGROUND Traditional esophagogastroduodenoscopy (EGD), an invasive examination method, can cause discomfort and pain in patients. In contrast, magnetically controlled capsule endoscopy (MCE), a noninvasive method, is being applied for the detection of stomach and small intestinal diseases, but its application in treating esophageal diseases is not widespread. AIM To evaluate the safety and efficacy of detachable string MCE (ds-MCE) for the diagnosis of esophageal diseases. METHODS Fifty patients who had been diagnosed with esophageal diseases were prospectively recruited for this clinical study and underwent ds-MCE and conventional EGD. The primary endpoints included the sensitivity, specificity, positive predictive value, negative predictive value, and diagnostic accuracy of ds-MCE for patients with esophageal diseases. The secondary endpoints consisted of visualizing the esophageal and dentate lines, as well as the subjects' tolerance of the procedure. RESULTS Using EGD as the gold standard, the sensitivity, specificity, positive predictive value, negative predictive value, and diagnostic accuracy of ds-MCE for esophageal disease detection were 85.71%, 86.21%, 81.82%, 89.29%, and 86%, respectively. ds-MCE was more comfortable and convenient than EGD was, with 80% of patients feeling that ds-MCE examination was very comfortable or comfortable and 50% of patients believing that detachable string v examination was very convenient. CONCLUSION This study revealed that ds-MCE has the same diagnostic effects as traditional EGD for esophageal diseases and is more comfortable and convenient than EGD, providing a novel noninvasive method for treating esophageal diseases.
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Affiliation(s)
- Yan-Ling Yang
- Department of Gastroenterology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200233, China
| | - Huang-Wen Qin
- Department of Gastroenterology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200233, China
| | - Zhao-Yu Chen
- Department of Gastroenterology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200233, China
| | - Hui-Ning Fan
- Department of Gastroenterology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200233, China
| | - Yi Yu
- Department of Gastroenterology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200233, China
| | - Wei Da
- Department of Gastroenterology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200233, China
| | - Jin-Shui Zhu
- Department of Gastroenterology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200233, China
| | - Jing Zhang
- Department of Gastroenterology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200233, China
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Jiang B, Pan J, Qian YY, He C, Xia J, He SX, Sha WH, Feng ZJ, Wan J, Wang SS, Zhong L, Xu SC, Li XL, Huang XJ, Zou DW, Song DD, Zhang J, Ding WQ, Chen JY, Chu Y, Zhang HJ, Yu WF, Xu Y, He XQ, Tang JH, He L, Fan YH, Chen FL, Zhou YB, Zhang YY, Yu Y, Wang HH, Ge KK, Jin GH, Xiao YL, Fang J, Yan XM, Ye J, Yang CM, Li Z, Song Y, Wen MY, Zong Y, Han X, Wu LL, Ma JJ, Xie XP, Yu WH, You Y, Lu XH, Song YL, Ma XQ, Li SD, Zeng B, Gao YJ, Ma RJ, Ni XG, He CH, Liu YP, Wu JS, Liu J, Li AM, Chen BL, Cheng CS, Sun XM, Ge ZZ, Feng Y, Tang YJ, Li ZS, Linghu EQ, Liao Z. Clinical guideline on magnetically controlled capsule gastroscopy (2021 edition). J Dig Dis 2023; 24:70-84. [PMID: 37220999 DOI: 10.1111/1751-2980.13173] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Accepted: 04/20/2023] [Indexed: 05/25/2023]
Abstract
With the development and generalization of endoscopic technology and screening, clinical application of magnetically controlled capsule gastroscopy (MCCG) has been increasing. In recent years, various types of MCCG are used globally. Therefore, establishing relevant guidelines on MCCG is of great significance. The current guidelines containing 23 statements were established based on clinical evidence and expert opinions, mainly focus on aspects including definition and diagnostic accuracy, application population, technical optimization, inspection process, and quality control of MCCG. The level of evidence and strength of recommendations were evaluated. The guidelines are expected to guide the standardized application and scientific innovation of MCCG for the reference of clinicians.
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Affiliation(s)
- Bin Jiang
- National Clinical Research Center for Digestive Diseases; Department of Gastroenterology, Changhai Hospital, Naval Medical University, Shanghai, China
- Department of Gastroenterology, The First Naval Hospital of Southern Theater Command, Zhanjiang, Guangdong Province, China
| | - Jun Pan
- National Clinical Research Center for Digestive Diseases; Department of Gastroenterology, Changhai Hospital, Naval Medical University, Shanghai, China
| | - Yang Yang Qian
- National Clinical Research Center for Digestive Diseases; Department of Gastroenterology, Changhai Hospital, Naval Medical University, Shanghai, China
| | - Chen He
- National Clinical Research Center for Digestive Diseases; Department of Gastroenterology, Changhai Hospital, Naval Medical University, Shanghai, China
| | - Ji Xia
- National Clinical Research Center for Digestive Diseases; Department of Gastroenterology, Changhai Hospital, Naval Medical University, Shanghai, China
- Department of Gastroenterology, The 926th Hospital of Joint Logistics Support Force of Chinese People's Liberation Army, Kaiyuan, Yunnan Province, China
| | - Shui Xiang He
- Department of Gastroenterology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China
| | - Wei Hong Sha
- Department of Gastroenterology, Guangdong Provincial Hospital, Guangdong Academy of Medical Sciences, Guangzhou, Guangdong Province, China
| | - Zhi Jie Feng
- Department of Gastroenterology, The Second Hospital of Hebei Medical University, Shijiazhuang, Hebei Province, China
| | - Jun Wan
- Department of Gastroenterology, The Second Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Sha Sha Wang
- Department of Gastroenterology, The First Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Liang Zhong
- Department of Gastroenterology, Huashan Hospital, Fudan University, Shanghai, China
| | - Shu Chang Xu
- Department of Gastroenterology, Tongji Hospital of Tongji University, Shanghai, China
| | - Xiu Ling Li
- Department of Gastroenterology, Henan Provincial People's Hospital, Zhengzhou, Henan Province, China
| | - Xiao Jun Huang
- Department of Gastroenterology, Lanzhou University Second Hospital, Lanzhou, Gansu Province, China
| | - Duo Wu Zou
- Department of Gastroenterology, Ruijin Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Dan Dan Song
- Department of Gastroenterology, The First Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Jie Zhang
- Department of Gastroenterology, The First Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Wei Qun Ding
- Department of Gastroenterology, Huashan Hospital, Fudan University, Shanghai, China
| | - Jia Yu Chen
- Department of Gastroenterology, The 940th Hospital of Joint Logistics Support Force of Chinese People's Liberation Army, Lanzhou, Gansu Province, China
| | - Ye Chu
- Department of Gastroenterology, Ruijin Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Hui Jing Zhang
- Department of Digestive Endoscopy, The First Hospital of China Medical University, Shenyang, Liaoning Province, China
| | - Wei Fang Yu
- Department of Gastroenterology, The First Hospital of Hebei Medical University, Shijiazhuang, Hebei Province, China
| | - Yan Xu
- Department of Gastroenterology, Guangzhou Cadre Health Management Center, Guangzhou, Guangdong Province, China
| | - Xue Qiang He
- Department of Gastroenterology and Respiration, The 924th Hospital of Joint Logistics Support Force of Chinese People's Liberation Army, Guilin, Guangxi Zhuang Autonomous Region, China
| | - Jian Hua Tang
- Department of Gastroenterology, Ganzhou People's Hospital, Ganzhou, Jiangxi Province, China
| | - Ling He
- Department of Gastroenterology II, The Affiliated Hospital of Jiangxi University of Traditional Chinese Medicine, Nanchang, Jiangxi Province, China
| | - Yi Hong Fan
- Department of Gastroenterology, Zhejiang Provincial Hospital of Chinese Medicine, Hangzhou, Zhejiang Province, China
| | - Feng Lin Chen
- Department of Gastroenterology, Fujian Medical University Union Hospital, Fuzhou, Fujian Province, China
| | - Yu Bao Zhou
- Department of Gastroenterology, The Second Hospital of Anhui Medical University, Hefei, Anhui Province, China
| | - Yi Yang Zhang
- Department of Gastroenterology, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, Jiangsu Province, China
| | - Yong Yu
- Department of Gastroenterology, The Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan Province, China
| | - Hai Hong Wang
- Department of Gastroenterology, The Seventh Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Ku Ku Ge
- Department of Gastroenterology, Xi'an Children's Hospital, Xi'an, Shaanxi Province, China
| | - Guo Hua Jin
- Department of Gastroenterology, The First Bethune Hospital of Jilin University, Changchun, Jilin Province, China
| | - Ying Lian Xiao
- Department of Gastroenterology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong Province, China
| | - Jun Fang
- Department of Gastroenterology, Zhongnan Hospital of Wuhan University, Wuhan, Hubei Province, China
| | - Xue Min Yan
- Department of Gastroenterology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Jun Ye
- Department of Gastroenterology, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang Province, China
| | - Chong Mei Yang
- Department of Gastroenterology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong Province, China
| | - Zhen Li
- Department of Gastroenterology, Qilu Hospital of Shandong University, Jinan, Shandong Province, China
| | - Yan Song
- Digestive Endoscopy Center, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, Chengdu, Sichuan Province, China
| | - Mao Yao Wen
- Department of Gastroenterology, West China Hospital, Sichuan University, Chengdu, Sichuan Province, China
| | - Ye Zong
- Department of Gastroenterology, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Xiao Han
- Department of Gastroenterology, General Hospital of the Northern Theater Command, Shenyang, Liaoning Province, China
| | - Lan Lan Wu
- Department of Gastroenterology, Tianjin Medical University General Hospital, Tianjin, China
| | - Jing Jing Ma
- Department of Gastroenterology, Jiangsu Provincial Hospital, Nanjing, Jiangsu Province, China
| | - Xiao Ping Xie
- Department of Gastroenterology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei Province, China
| | - Wei Hua Yu
- Department of Gastroenterology, Xijing Hospital, Air Force Medical University, Xi'an, Shaanxi Province, China
| | - Yu You
- Department of Gastroenterology, The First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi Province, China
| | - Xiao Hong Lu
- Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, Hubei Province, China
| | - Yu Lin Song
- Department of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui Province, China
| | - Xue Qin Ma
- Department of Gastroenterology, Qinghai University Affiliated Hospital, Xining, Qinghai Province, China
| | - Shu Dan Li
- Department of Gastroenterology, Affiliated Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang Province, China
| | - Bin Zeng
- Department of Gastroenterology, The First Affiliated Hospital of University of South China, Hengyang, Hunan Province, China
| | - Yun Jie Gao
- Department of Gastroenterology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Rui Jun Ma
- Department of Gastroenterology, Shanxi Provincial People's Hospital, Taiyuan, Shanxi Province, China
| | - Xiao Guang Ni
- Department of Digestive Endoscopy, Cancer Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Chao Hui He
- Department of Gastroenterology, The Fifth Affiliated Hospital of Zunyi Medical University, Zhuhai, Guangdong Province, China
| | - Yi Pin Liu
- Department of Gastroenterology, Yantai Affiliated Hospital of Binzhou Medical University, Yantai, Shandong Province, China
| | - Jian Sheng Wu
- Department of Gastroenterology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang Province, China
| | - Jing Liu
- Department of Gastroenterology, The Second Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Ai Min Li
- Department of Gastroenterology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong Province, China
| | - Bai Li Chen
- Department of Gastroenterology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong Province, China
| | - Chun Sheng Cheng
- Department of Gastroenterology, Nanshan Hospital, Guangdong Medical University, Shenzhen, Guangdong Province, China
| | - Xiao Mei Sun
- Department of Gastroenterology, Heilongjiang Provincial Hospital, Harbin, Heilongjiang Province, China
| | - Zhi Zheng Ge
- Department of Gastroenterology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Ying Feng
- Editorial Office of Chinese Journal of Digestion, Shanghai, China
| | - Yong Jin Tang
- Editorial Office of Chinese Journal of Digestive Endoscopy, Nanjing, Jiangsu Province, China
| | - Zhao Shen Li
- National Clinical Research Center for Digestive Diseases; Department of Gastroenterology, Changhai Hospital, Naval Medical University, Shanghai, China
| | - En Qiang Linghu
- Department of Gastroenterology, The First Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Zhuan Liao
- National Clinical Research Center for Digestive Diseases; Department of Gastroenterology, Changhai Hospital, Naval Medical University, Shanghai, China
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