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Computer-Aided Detection False Positives in Colonoscopy

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 researc...

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Autores principales: Hsieh, Yu-Hsi, Tang, Chia-Pei, Tseng, Chih-Wei, Lin, Tu-Liang, Leung, Felix W.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8235696/
https://www.ncbi.nlm.nih.gov/pubmed/34207226
http://dx.doi.org/10.3390/diagnostics11061113
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author Hsieh, Yu-Hsi
Tang, Chia-Pei
Tseng, Chih-Wei
Lin, Tu-Liang
Leung, Felix W.
author_facet Hsieh, Yu-Hsi
Tang, Chia-Pei
Tseng, Chih-Wei
Lin, Tu-Liang
Leung, Felix W.
author_sort Hsieh, Yu-Hsi
collection PubMed
description 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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spelling pubmed-82356962021-06-27 Computer-Aided Detection False Positives in Colonoscopy Hsieh, Yu-Hsi Tang, Chia-Pei Tseng, Chih-Wei Lin, Tu-Liang Leung, Felix W. Diagnostics (Basel) Review 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. MDPI 2021-06-18 /pmc/articles/PMC8235696/ /pubmed/34207226 http://dx.doi.org/10.3390/diagnostics11061113 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Hsieh, Yu-Hsi
Tang, Chia-Pei
Tseng, Chih-Wei
Lin, Tu-Liang
Leung, Felix W.
Computer-Aided Detection False Positives in Colonoscopy
title Computer-Aided Detection False Positives in Colonoscopy
title_full Computer-Aided Detection False Positives in Colonoscopy
title_fullStr Computer-Aided Detection False Positives in Colonoscopy
title_full_unstemmed Computer-Aided Detection False Positives in Colonoscopy
title_short Computer-Aided Detection False Positives in Colonoscopy
title_sort computer-aided detection false positives in colonoscopy
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8235696/
https://www.ncbi.nlm.nih.gov/pubmed/34207226
http://dx.doi.org/10.3390/diagnostics11061113
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