4.6 Review

Computer-Aided Detection False Positives in Colonoscopy

期刊

DIAGNOSTICS
卷 11, 期 6, 页码 -

出版社

MDPI
DOI: 10.3390/diagnostics11061113

关键词

artificial intelligence; computer-aided detection; colonoscopy; false positive; water exchange

资金

  1. Dalin Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation
  2. VA Clinical Merit
  3. ASGE Clinical Research Funds

向作者/读者索取更多资源

Randomized control trials and meta-analyses have shown that computer-aided detection (CADe) can significantly increase adenoma detection rates (ADRs) during colonoscopies. However, the issue of false positives (FPs) with CADe is a major limitation, leading to potential user fatigue and increased procedure time. Water exchange (WE) is emerging as a potential method to reduce FPs and improve ADRs through CADe.
Randomized control trials and meta-analyses comparing colonoscopies with and without computer-aided detection (CADe) assistance showed significant increases in adenoma detection rates (ADRs) with CADe. A major limitation of CADe is its false positives (FPs), ranked 3rd in importance among 59 research questions in a modified Delphi consensus review. The definition of FPs varies. One commonly used definition defines an FP as an activation of the CADe system, irrespective of the number of frames or duration of time, not due to any polypoid or nonpolypoid lesions. Although only 0.07 to 0.2 FPs were observed per colonoscopy, video analysis studies using FPs as the primary outcome showed much higher numbers of 26 to 27 per colonoscopy. Most FPs were of short duration (91% < 0.5 s). A higher number of FPs was also associated with suboptimal bowel preparation. The appearance of FPs can lead to user fatigue. The polypectomy of FPs results in increased procedure time and added use of resources. Re-training the CADe algorithms is one way to reduce FPs but is not practical in the clinical setting during colonoscopy. Water exchange (WE) is an emerging method that the colonoscopist can use to provide salvage cleaning during insertion. We discuss the potential of WE for reducing FPs as well as the augmentation of ADRs through CADe.

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