Effect of an artificial intelligence-assisted system on endoscopic diagnosis of superficial oesophageal squamous cell carcinoma and precancerous lesions: a multicentre, tandem, double-blind, randomised controlled trial

被引:4
|
作者
Yuan, Xiang-Lei [1 ]
Liu, Wei [1 ]
Lin, Yi-Xiu [1 ]
Deng, Qian-Yi [1 ]
Gao, Yuan-Ping [2 ]
Wan, Ling [3 ]
Zhang, Bin [4 ]
Zhang, Tao [5 ]
Zhang, Wan-Hong [5 ]
Bi, Xiao-Gang [5 ]
Yang, Guo-Dong [5 ]
Zhu, Bi-Hui [5 ]
Zhang, Fan [6 ]
Qin, Xiao-Bo [7 ]
Pan, Feng [8 ]
Zeng, Xian-Hui [1 ]
Chaudhry, Hunza [9 ]
Pang, Mao-Yin [10 ]
Yang, Juliana [11 ]
Zhang, Jing-Yu [12 ]
Hu, Bing [13 ]
机构
[1] Sichuan Univ, West China Hosp, Dept Gastroenterol & Hepatol, Chengdu, Peoples R China
[2] Meishan Peoples Hosp, Dept Gastroenterol, Meishan, Peoples R China
[3] Shimian Peoples Hosp, Dept Gastroenterol, Yaan, Peoples R China
[4] Nanbu Peoples Hosp, Dept Gastroenterol, Nanchong, Peoples R China
[5] Nanchong Cent Hosp, Dept Gastroenterol, Nanchong, Peoples R China
[6] Third Peoples Hosp Yunnan Prov, Dept Gastroenterol, Kunming, Peoples R China
[7] First Vet Hosp Sichuan Prov, Dept Gastroenterol, Chengdu, Peoples R China
[8] Huaian First Peoples Hosp, Dept Gastroenterol, Huaian, Peoples R China
[9] Univ Calif San Francisco Fresno, Dept Internal Med, Fresno, CA USA
[10] Mayo Clin, Div Gastroenterol & Hepatol, Jacksonville, FL USA
[11] Univ Texas Med Branch Galveston, Dept Gastroenterol & Hepatol, Galveston, TX USA
[12] Chongqing Med Univ, Coll Biomed Engn, State Key Lab Ultrasound Med & Engn, Chongqing, Peoples R China
[13] Sichuan Univ, West China Hosp, Dept Gastroenterol & Hepatol, Chengdu 610041, Peoples R China
来源
基金
中国国家自然科学基金;
关键词
UPPER GASTROINTESTINAL ENDOSCOPY; MISS RATE; CANCER; HEAD;
D O I
10.1016/S2468-1253(23)00276-5
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Background Despite the usefulness of white light endoscopy (WLE) and non-magnified narrow-band imaging (NBI) for screening for superficial oesophageal squamous cell carcinoma and precancerous lesions, these lesions might be missed due to their subtle features and interpretation variations among endoscopists. Our team has developed an artificial intelligence (AI) system to detect superficial oesophageal squamous cell carcinoma and precancerous lesions using WLE and non-magnified NBI. We aimed to evaluate the auxiliary diagnostic performance of the AI system in a real clinical setting. Methods We did a multicentre, tandem, double-blind, randomised controlled trial at 12 hospitals in China. Eligible patients were aged 18 years or older and underwent sedated upper gastrointestinal endoscopy for screening, investigation of gastrointestinal symptoms, or surveillance. Patients were randomly assigned (1:1) to either the AI-first group or the routine-first group using a computerised random number generator. Patients, pathologists, and statistical analysts were masked to group assignment, whereas endoscopists and research assistants were not. The same endoscopist at each centre did tandem upper gastrointestinal endoscopy for each eligible patient on the same day. In the AI-first group, the endoscopist did the first examination with the assistance of the AI system and the second examination without it. In the routine-first group, the order of examinations was reversed. The primary outcome was the miss rate of superficial oesophageal squamous cell carcinoma and precancerous lesions, calculated on a per-lesion and per-patient basis. All analyses were done on a per-protocol basis. This trial is registered with the Chinese Clinical Trial Registry (ChiCTR2100052116) and is completed. Findings Between Oct 19, 2021, and June 8, 2022, 5934 patients were randomly assigned to the AI-first group and 5912 to the routine-first group, of whom 5865 and 5850 were eligible for analysis. Per-lesion miss rates were 1 center dot 7% (2/118; 95% CI 0 center dot 0-4 center dot 0) in the AI-first group versus 6 center dot 7% (6/90; 1 center dot 5-11 center dot 8) in the routine-first group (risk ratio 0 center dot 25, 95% CI 0 center dot 06-1 center dot 08; p=0 center dot 079). Per-patient miss rates were 1 center dot 9% (2/106; 0 center dot 0-4 center dot 5) in AI-first group versus 5 center dot 1% (4/79; 0 center dot 2-9 center dot 9) in the routine-first group (0 center dot 37, 0 center dot 08-1 center dot 71; p=0 center dot 40). Bleeding after biopsy of oesophageal lesions was observed in 13 (0 center dot 2%) patients in the AI-first group and 11 (0 center dot 2%) patients in the routine-first group. No serious adverse events were reported by patients in either group. Interpretation The observed effect of AI-assisted endoscopy on the per-lesion and per-patient miss rates of superficial oesophageal squamous cell carcinoma and precancerous lesions under WLE and non-magnified NBI was consistent with substantial benefit through to a neutral or small negative effect. The effectiveness and cost-benefit of this AI system in real-world clinical settings remain to be further assessed. Funding National Natural Science Foundation of China, 1 center dot 3 center dot 5 project for disciplines of excellence, West China Hospital, Sichuan University, and Chengdu Science and Technology Project. Copyright (c) 2023 Elsevier Ltd. All rights reserved
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页码:34 / 44
页数:11
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