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Artificial intelligence for polyp detection during colonoscopy: a systematic review and meta-analysis
- Source :
- Endoscopy. 53:277-284
- Publication Year :
- 2020
- Publisher :
- Georg Thieme Verlag KG, 2020.
-
Abstract
- Background Artificial intelligence (AI)-based polyp detection systems are used during colonoscopy with the aim of increasing lesion detection and improving colonoscopy quality. Patients and methods: We performed a systematic review and meta-analysis of prospective trials to determine the value of AI-based polyp detection systems for detection of polyps and colorectal cancer. We performed systematic searches in MEDLINE, EMBASE, and Cochrane CENTRAL. Independent reviewers screened studies and assessed eligibility, certainty of evidence, and risk of bias. We compared colonoscopy with and without AI by calculating relative and absolute risks and mean differences for detection of polyps, adenomas, and colorectal cancer. Results Five randomized trials were eligible for analysis. Colonoscopy with AI increased adenoma detection rates (ADRs) and polyp detection rates (PDRs) compared to colonoscopy without AI (values given with 95 %CI). ADR with AI was 29.6 % (22.2 % – 37.0 %) versus 19.3 % (12.7 % – 25.9 %) without AI; relative risk (RR] 1.52 (1.31 – 1.77), with high certainty. PDR was 45.4 % (41.1 % – 49.8 %) with AI versus 30.6 % (26.5 % – 34.6 %) without AI; RR 1.48 (1.37 – 1.60), with high certainty. There was no difference in detection of advanced adenomas (mean advanced adenomas per colonoscopy 0.03 for each group, high certainty). Mean adenomas detected per colonoscopy was higher for small adenomas (≤ 5 mm) for AI versus non-AI (mean difference 0.15 [0.12 – 0.18]), but not for larger adenomas (> 5 – ≤ 10 mm, mean difference 0.03 [0.01 – 0.05]; > 10 mm, mean difference 0.01 [0.00 – 0.02]; high certainty). Data on cancer are unavailable. Conclusions AI-based polyp detection systems during colonoscopy increase detection of small nonadvanced adenomas and polyps, but not of advanced adenomas.
- Subjects :
- Adenoma
medicine.medical_specialty
Colorectal cancer
Colonic Polyps
Colonoscopy
Gastroenterology
law.invention
03 medical and health sciences
0302 clinical medicine
Randomized controlled trial
Artificial Intelligence
law
Internal medicine
medicine
Humans
Prospective Studies
Lesion detection
medicine.diagnostic_test
business.industry
Cancer
medicine.disease
030220 oncology & carcinogenesis
Meta-analysis
Relative risk
030211 gastroenterology & hepatology
business
Subjects
Details
- ISSN :
- 14388812 and 0013726X
- Volume :
- 53
- Database :
- OpenAIRE
- Journal :
- Endoscopy
- Accession number :
- edsair.doi.dedup.....f124bfb2c6a5b68661dbf03b0bd16744