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Artificial Intelligence–Assisted Optical Diagnosis: A Comprehensive Review of Its Role in Leave-In-Situ and Resect-and-Discard Strategies in Colonoscopy

Colorectal cancer screening plays a vital role in early detection and removal of precancerous adenomas, contributing to decreased mortality rates. Most polyps found during colonoscopies are small and unlikely to harbor advanced neoplasia or invasive cancer, leading to the development of “leave-in-si...

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Autores principales: El Zoghbi, Maysaa, Shaukat, Aasma, Hassan, Cesare, Anderson, Joseph C., Repici, Alessandro, Gross, Seth A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Wolters Kluwer 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10584286/
https://www.ncbi.nlm.nih.gov/pubmed/37747097
http://dx.doi.org/10.14309/ctg.0000000000000640
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author El Zoghbi, Maysaa
Shaukat, Aasma
Hassan, Cesare
Anderson, Joseph C.
Repici, Alessandro
Gross, Seth A.
author_facet El Zoghbi, Maysaa
Shaukat, Aasma
Hassan, Cesare
Anderson, Joseph C.
Repici, Alessandro
Gross, Seth A.
author_sort El Zoghbi, Maysaa
collection PubMed
description Colorectal cancer screening plays a vital role in early detection and removal of precancerous adenomas, contributing to decreased mortality rates. Most polyps found during colonoscopies are small and unlikely to harbor advanced neoplasia or invasive cancer, leading to the development of “leave-in-situ” and “resect-and-discard” approaches. These strategies could lead to significant cost savings and efficiencies, but their implementation has been hampered by concerns around financial incentives, medical-legal risks, and local rules for tissue handling. This article reviews the potential of artificial intelligence to enhance the accuracy of polyp diagnosis through computer-aided diagnosis (CADx). While the adoption of CADx in optical biopsy has shown mixed results, it has the potential to significantly improve the management of colorectal polyps. Several studies reviewed in this article highlight the varied results of CADx in optical biopsy for colorectal polyps. Although artificial intelligence does not consistently outperform expert endoscopists, it has the potential to serve as a beneficial secondary reader, aiding in accurate optical diagnosis and increasing the confidence of the endoscopist. These studies indicate that although CADx holds great potential, it is yet to fully meet the performance thresholds necessary for clinical implementation.
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spelling pubmed-105842862023-10-19 Artificial Intelligence–Assisted Optical Diagnosis: A Comprehensive Review of Its Role in Leave-In-Situ and Resect-and-Discard Strategies in Colonoscopy El Zoghbi, Maysaa Shaukat, Aasma Hassan, Cesare Anderson, Joseph C. Repici, Alessandro Gross, Seth A. Clin Transl Gastroenterol Review Article Colorectal cancer screening plays a vital role in early detection and removal of precancerous adenomas, contributing to decreased mortality rates. Most polyps found during colonoscopies are small and unlikely to harbor advanced neoplasia or invasive cancer, leading to the development of “leave-in-situ” and “resect-and-discard” approaches. These strategies could lead to significant cost savings and efficiencies, but their implementation has been hampered by concerns around financial incentives, medical-legal risks, and local rules for tissue handling. This article reviews the potential of artificial intelligence to enhance the accuracy of polyp diagnosis through computer-aided diagnosis (CADx). While the adoption of CADx in optical biopsy has shown mixed results, it has the potential to significantly improve the management of colorectal polyps. Several studies reviewed in this article highlight the varied results of CADx in optical biopsy for colorectal polyps. Although artificial intelligence does not consistently outperform expert endoscopists, it has the potential to serve as a beneficial secondary reader, aiding in accurate optical diagnosis and increasing the confidence of the endoscopist. These studies indicate that although CADx holds great potential, it is yet to fully meet the performance thresholds necessary for clinical implementation. Wolters Kluwer 2023-09-25 /pmc/articles/PMC10584286/ /pubmed/37747097 http://dx.doi.org/10.14309/ctg.0000000000000640 Text en © 2023 The Author(s). Published by Wolters Kluwer Health, Inc. on behalf of The American College of Gastroenterology https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution-Non Commercial-No Derivatives License 4.0 (CCBY-NC-ND) (https://creativecommons.org/licenses/by-nc-nd/4.0/) , where it is permissible to download and share the work provided it is properly cited. The work cannot be changed in any way or used commercially without permission from the journal.
spellingShingle Review Article
El Zoghbi, Maysaa
Shaukat, Aasma
Hassan, Cesare
Anderson, Joseph C.
Repici, Alessandro
Gross, Seth A.
Artificial Intelligence–Assisted Optical Diagnosis: A Comprehensive Review of Its Role in Leave-In-Situ and Resect-and-Discard Strategies in Colonoscopy
title Artificial Intelligence–Assisted Optical Diagnosis: A Comprehensive Review of Its Role in Leave-In-Situ and Resect-and-Discard Strategies in Colonoscopy
title_full Artificial Intelligence–Assisted Optical Diagnosis: A Comprehensive Review of Its Role in Leave-In-Situ and Resect-and-Discard Strategies in Colonoscopy
title_fullStr Artificial Intelligence–Assisted Optical Diagnosis: A Comprehensive Review of Its Role in Leave-In-Situ and Resect-and-Discard Strategies in Colonoscopy
title_full_unstemmed Artificial Intelligence–Assisted Optical Diagnosis: A Comprehensive Review of Its Role in Leave-In-Situ and Resect-and-Discard Strategies in Colonoscopy
title_short Artificial Intelligence–Assisted Optical Diagnosis: A Comprehensive Review of Its Role in Leave-In-Situ and Resect-and-Discard Strategies in Colonoscopy
title_sort artificial intelligence–assisted optical diagnosis: a comprehensive review of its role in leave-in-situ and resect-and-discard strategies in colonoscopy
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10584286/
https://www.ncbi.nlm.nih.gov/pubmed/37747097
http://dx.doi.org/10.14309/ctg.0000000000000640
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