Computer-aided detection versus advanced imaging for detection of colorectal neoplasia: a systematic review and network meta-analysis

彩色内窥镜 医学 结肠镜检查 荟萃分析 腺瘤 内窥镜检查 随机对照试验 分级(工程) 结直肠癌 内科学 放射科 人工智能 癌症 计算机科学 工程类 土木工程
作者
Marco Spadaccini,Andrea Iannone,Roberta Maselli,Matteo Badalamenti,Madhav Desai,Viveksandeep Thoguluva Chandrasekar,Harsh K. Patel,Alessandro Fugazza,Gaia Pellegatta,P.A. Galtieri,Gianluca Lollo,Silvia Carrara,Andrea Anderloni,Douglas K. Rex,Victor Savevski,Michael B. Wallace,Pradeep Bhandari,Thomas Röesch,Ian M. Gralnek,Prateek Sharma
出处
期刊:The Lancet Gastroenterology & Hepatology [Elsevier]
卷期号:6 (10): 793-802 被引量:87
标识
DOI:10.1016/s2468-1253(21)00215-6
摘要

Background Computer-aided detection (CADe) techniques based on artificial intelligence algorithms can assist endoscopists in detecting colorectal neoplasia. CADe has been associated with an increased adenoma detection rate, a key quality indicator, but the utility of CADe compared with existing advanced imaging techniques and distal attachment devices is unclear. Methods For this systematic review and network meta-analysis, we did a comprehensive search of PubMed/Medline, Embase, and Scopus databases from inception to Nov 30, 2020, for randomised controlled trials investigating the effectiveness of the following endoscopic techniques in detecting colorectal neoplasia: CADe, high definition (HD) white-light endoscopy, chromoendoscopy, or add-on devices (ie, systems that increase mucosal visualisation, such as full spectrum endoscopy [FUSE] or G-EYE balloon endoscopy). We collected data on adenoma detection rates, sessile serrated lesion detection rates, the proportion of large adenomas detected per colonoscopy, and withdrawal times. A frequentist framework, random-effects network meta-analysis was done to compare artificial intelligence with chromoendoscopy, increased mucosal visualisation systems, and HD white-light endoscopy (the control group). We estimated odds ratios (ORs) for the adenoma detection rate, sessile serrated lesion detection rate, and proportion of large adenomas detected per colonoscopy, and calculated mean differences for withdrawal time, with 95% CIs. Risk of bias and certainty of evidence were assessed with the Grading of Recommendations Assessment, Development and Evaluation (GRADE) approach. Findings 50 randomised controlled trials, comprising 34 445 participants, were included in our main analysis (six trials of CADe, 18 of chromoendoscopy, and 26 of increased mucosal visualisation systems). HD white-light endoscopy was the control technique in all 50 studies. Compared with the control technique, the adenoma detection rate was 7·4% higher with CADe (OR 1·78 [95% CI 1·44–2·18]), 4·4% higher with chromoendoscopy (1·22 [1·08–1·39]), and 4·1% higher with increased mucosal visualisation systems (1·16 [1·04–1·28]). CADe ranked as the superior technique for adenoma detection (with moderate confidence in hierarchical ranking); cross-comparisons of CADe with other imaging techniques showed a significant increase in the adenoma detection rate with CADe versus increased mucosal visualisation systems (OR 1·54 [95% CI 1·22–1·94]; low certainty of evidence) and with CADe versus chromoendoscopy (1·45 [1·14–1·85]; moderate certainty of evidence). When focusing on large adenomas (≥10 mm) there was a significant increase in the detection of large adenomas only with CADe (OR 1·69 [95% CI 1·10–2·60], moderate certainty of evidence) when compared to HD white-light endoscopy; CADe ranked as the superior strategy for detection of large adenomas. CADe also seemed to be the superior strategy for detection of sessile serrated lesions (with moderate confidence in hierarchical ranking), although no significant increase in the sessile serrated lesion detection rate was shown (OR 1·37 [95% CI 0·65–2·88]). No significant difference in withdrawal time was reported for CADe compared with the other techniques. Interpretation Based on the published literature, detection rates of colorectal neoplasia are higher with CADe than with other techniques such as chromoendoscopy or tools that increase mucosal visualisation, supporting wider incorporation of CADe strategies into community endoscopy services. Funding None.
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
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

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
乐乐应助xzzt采纳,获得10
1秒前
曼凡发布了新的文献求助10
1秒前
直率的画笔完成签到,获得积分10
2秒前
2秒前
dreamwalk完成签到 ,获得积分10
3秒前
ueue发布了新的文献求助10
4秒前
4秒前
逢春完成签到,获得积分10
5秒前
诚心的艳完成签到,获得积分10
5秒前
欧阳正义发布了新的文献求助10
6秒前
柒柒完成签到,获得积分0
8秒前
机智的香水完成签到,获得积分10
9秒前
xxttt发布了新的文献求助10
10秒前
丫丫发布了新的文献求助10
11秒前
13秒前
marjorie完成签到 ,获得积分10
13秒前
14秒前
存在完成签到,获得积分10
15秒前
彭于晏应助ljkshr采纳,获得10
17秒前
maybe发布了新的文献求助10
18秒前
banana完成签到,获得积分10
20秒前
22秒前
24秒前
yue完成签到,获得积分20
24秒前
月亮快打烊吖完成签到 ,获得积分10
26秒前
28秒前
pu发布了新的文献求助10
28秒前
spyspy发布了新的文献求助20
30秒前
30秒前
呼呼完成签到 ,获得积分10
33秒前
33秒前
杨秀玲发布了新的文献求助10
34秒前
34秒前
leslie花花发布了新的文献求助10
34秒前
35秒前
鹏虫虫完成签到 ,获得积分10
36秒前
37秒前
可爱的函函应助牛牛采纳,获得10
39秒前
能干的茗发布了新的文献求助10
40秒前
欧阳正义发布了新的文献求助10
41秒前
高分求助中
A new approach to the extrapolation of accelerated life test data 1000
Cognitive Neuroscience: The Biology of the Mind 1000
Technical Brochure TB 814: LPIT applications in HV gas insulated switchgear 1000
Immigrant Incorporation in East Asian Democracies 600
Nucleophilic substitution in azasydnone-modified dinitroanisoles 500
不知道标题是什么 500
A Preliminary Study on Correlation Between Independent Components of Facial Thermal Images and Subjective Assessment of Chronic Stress 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 3967386
求助须知:如何正确求助?哪些是违规求助? 3512667
关于积分的说明 11164479
捐赠科研通 3247536
什么是DOI,文献DOI怎么找? 1793911
邀请新用户注册赠送积分活动 874758
科研通“疑难数据库(出版商)”最低求助积分说明 804498