Artificial intelligence and colonoscopy experience: lessons from two randomised trials

医学 结肠镜检查 腺瘤 随机对照试验 相对风险 内科学 外科 结直肠癌 癌症 置信区间
作者
Alessandro Repici,Marco Spadaccini,Giulio Antonelli,Loredana Correale,Roberta Maselli,P.A. Galtieri,Gaia Pellegatta,Antonio Capogreco,Sebastian Manuel Milluzzo,Gianluca Lollo,Dhanai Di Paolo,Matteo Badalamenti,E.C. Ferrara,Alessandro Fugazza,Silvia Carrara,Andrea Anderloni,Emanuele Rondonotti,Arnaldo Amato,Andrea De Gottardi,Cristiano Spada
出处
期刊:Gut [BMJ]
卷期号:71 (4): 757-765 被引量:157
标识
DOI:10.1136/gutjnl-2021-324471
摘要

Background and aims Artificial intelligence has been shown to increase adenoma detection rate (ADR) as the main surrogate outcome parameter of colonoscopy quality. To which extent this effect may be related to physician experience is not known. We performed a randomised trial with colonoscopists in their qualification period (AID-2) and compared these data with a previously published randomised trial in expert endoscopists (AID-1). Methods In this prospective, randomised controlled non-inferiority trial (AID-2), 10 non-expert endoscopists (<2000 colonoscopies) performed screening/surveillance/diagnostic colonoscopies in consecutive 40–80 year-old subjects using high-definition colonoscopy with or without a real-time deep-learning computer-aided detection (CADe) (GI Genius, Medtronic). The primary outcome was ADR in both groups with histology of resected lesions as reference. In a post-hoc analysis, data from this randomised controlled trial (RCT) were compared with data from the previous AID-1 RCT involving six experienced endoscopists in an otherwise similar setting. Results In 660 patients (62.3±10 years; men/women: 330/330) with equal distribution of study parameters, overall ADR was higher in the CADe than in the control group (53.3% vs 44.5%; relative risk (RR): 1.22; 95% CI: 1.04 to 1.40; p<0.01 for non-inferiority and p=0.02 for superiority). Similar increases were seen in adenoma numbers per colonoscopy and in small and distal lesions. No differences were observed with regards to detection of non-neoplastic lesions. When pooling these data with those from the AID-1 study, use of CADe (RR 1.29; 95% CI: 1.16 to 1.42) and colonoscopy indication, but not the level of examiner experience (RR 1.02; 95% CI: 0.89 to 1.16) were associated with ADR differences in a multivariate analysis. Conclusions In less experienced examiners, CADe assistance during colonoscopy increased ADR and a number of related polyp parameters as compared with the control group. Experience appears to play a minor role as determining factor for ADR. Trial registration number NCT:04260321.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
大模型应助匹诺曹采纳,获得10
刚刚
ding应助过时的又槐采纳,获得10
1秒前
4秒前
鄙视注册完成签到,获得积分10
5秒前
5秒前
6秒前
6秒前
落寞溪灵完成签到 ,获得积分10
8秒前
玖玖柒idol完成签到,获得积分10
8秒前
曌虞完成签到,获得积分10
8秒前
9秒前
啥,这都是啥完成签到,获得积分10
9秒前
皮皮桂发布了新的文献求助10
10秒前
11秒前
大大发布了新的文献求助10
11秒前
12秒前
orixero应助wang1090采纳,获得30
14秒前
14秒前
l11x29发布了新的文献求助10
16秒前
lin完成签到,获得积分10
16秒前
大侠发布了新的文献求助10
17秒前
17秒前
是锦锦呀完成签到,获得积分10
17秒前
17秒前
李秋静发布了新的文献求助10
18秒前
zhen发布了新的文献求助50
20秒前
是锦锦呀发布了新的文献求助60
20秒前
Khr1stINK发布了新的文献求助10
22秒前
23秒前
NexusExplorer应助Dddd采纳,获得10
25秒前
25秒前
Akim应助zhaowenxian采纳,获得10
26秒前
谦让的鹏煊完成签到,获得积分10
27秒前
zccc完成签到 ,获得积分10
28秒前
29秒前
hhzz发布了新的文献求助10
30秒前
坚定的雁完成签到 ,获得积分10
31秒前
32秒前
两先生完成签到 ,获得积分10
32秒前
豆dou发布了新的文献求助10
32秒前
高分求助中
Continuum Thermodynamics and Material Modelling 3000
Production Logging: Theoretical and Interpretive Elements 2700
Social media impact on athlete mental health: #RealityCheck 1020
Ensartinib (Ensacove) for Non-Small Cell Lung Cancer 1000
Unseen Mendieta: The Unpublished Works of Ana Mendieta 1000
Bacterial collagenases and their clinical applications 800
El viaje de una vida: Memorias de María Lecea 800
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 有机化学 生物化学 物理 纳米技术 计算机科学 内科学 化学工程 复合材料 基因 遗传学 物理化学 催化作用 量子力学 光电子学 冶金
热门帖子
关注 科研通微信公众号,转发送积分 3527961
求助须知:如何正确求助?哪些是违规求助? 3108159
关于积分的说明 9287825
捐赠科研通 2805882
什么是DOI,文献DOI怎么找? 1540070
邀请新用户注册赠送积分活动 716926
科研通“疑难数据库(出版商)”最低求助积分说明 709808