Literature DB >> 33448511

Artificial intelligence in small bowel capsule endoscopy - current status, challenges and future promise.

Xavier Dray1,2, Dimitris Iakovidis3, Charles Houdeville1, Rodrigo Jover4, Dimitris Diamantis3, Aymeric Histace2, Anastasios Koulaouzidis5.   

Abstract

Neural network-based solutions are under development to alleviate physicians from the tedious task of small-bowel capsule endoscopy reviewing. Computer-assisted detection is a critical step, aiming to reduce reading times while maintaining accuracy. Weakly supervised solutions have shown promising results; however, video-level evaluations are scarce, and no prospective studies have been conducted yet. Automated characterization (in terms of diagnosis and pertinence) by supervised machine learning solutions is the next step. It relies on large, thoroughly labeled databases, for which preliminary "ground truth" definitions by experts are of tremendous importance. Other developments are under ways, to assist physicians in localizing anatomical landmarks and findings in the small bowel, in measuring lesions, and in rating bowel cleanliness. It is still questioned whether artificial intelligence will enter the market with proprietary, built-in or plug-in software, or with a universal cloud-based service, and how it will be accepted by physicians and patients.
© 2020 Journal of Gastroenterology and Hepatology Foundation and John Wiley & Sons Australia, Ltd.

Entities:  

Keywords:  algorithms; artificial intelligence; capsule endoscopy; deep learning; neural networks; small bowel

Mesh:

Year:  2021        PMID: 33448511     DOI: 10.1111/jgh.15341

Source DB:  PubMed          Journal:  J Gastroenterol Hepatol        ISSN: 0815-9319            Impact factor:   4.029


  10 in total

1.  Innovations in Gastrointestinal Endoscopy: Challenges in Advancing the Frontier.

Authors:  Drew B Schembre
Journal:  Gastroenterol Hepatol (N Y)       Date:  2021-10

Review 2.  Indications, Detection, Completion and Retention Rates of Capsule Endoscopy in Two Decades of Use: A Systematic Review and Meta-Analysis.

Authors:  Pablo Cortegoso Valdivia; Karolina Skonieczna-Żydecka; Alfonso Elosua; Martina Sciberras; Stefania Piccirelli; Maria Rullan; Trevor Tabone; Katarzyna Gawel; Adam Stachowski; Artur Lemiński; Wojciech Marlicz; Ignacio Fernández-Urién; Pierre Ellul; Cristiano Spada; Marco Pennazio; Ervin Toth; Anastasios Koulaouzidis
Journal:  Diagnostics (Basel)       Date:  2022-04-28

3.  Evaluation by a Machine Learning System of Two Preparations for Small Bowel Capsule Endoscopy: The BUBS (Burst Unpleasant Bubbles with Simethicone) Study.

Authors:  Charles Houdeville; Romain Leenhardt; Marc Souchaud; Guillaume Velut; Nicolas Carbonell; Isabelle Nion-Larmurier; Alexandre Nuzzo; Aymeric Histace; Philippe Marteau; Xavier Dray
Journal:  J Clin Med       Date:  2022-05-17       Impact factor: 4.964

Review 4.  How should we do colon capsule endoscopy reading: a practical guide.

Authors:  Anastasios Koulaouzidis; Konstantinos Dabos; Michael Philipper; Ervin Toth; Martin Keuchel
Journal:  Ther Adv Gastrointest Endosc       Date:  2021-03-23

5.  Colon capsule for panendoscopy: a narrow window of opportunity.

Authors:  Emanuele Rondonotti; Marco Pennazio
Journal:  Endosc Int Open       Date:  2021-12-14

Review 6.  Clinical impact of wireless capsule endoscopy for small bowel investigation (Review).

Authors:  Alin Gabriel Ionescu; Adina Dorina Glodeanu; Mihaela Ionescu; Sorin Ioan Zaharie; Ana Maria Ciurea; Andreea Loredana Golli; Nikolaos Mavritsakis; Didi Liliana Popa; Cristin Constantin Vere
Journal:  Exp Ther Med       Date:  2022-02-04       Impact factor: 2.447

7.  PEACE: Perception and Expectations toward Artificial Intelligence in Capsule Endoscopy.

Authors:  Romain Leenhardt; Ignacio Fernandez-Urien Sainz; Emanuele Rondonotti; Ervin Toth; Cedric Van de Bruaene; Peter Baltes; Bruno Joel Rosa; Konstantinos Triantafyllou; Aymeric Histace; Anastasios Koulaouzidis; Xavier Dray
Journal:  J Clin Med       Date:  2021-12-06       Impact factor: 4.241

Review 8.  Recent developments in small bowel endoscopy: the "black box" is now open!

Authors:  Luigina Vanessa Alemanni; Stefano Fabbri; Emanuele Rondonotti; Alessandro Mussetto
Journal:  Clin Endosc       Date:  2022-07-14

9.  Development and Validation of an Artificial Intelligence Model for Small Bowel Capsule Endoscopy Video Review.

Authors:  Xia Xie; Yu-Feng Xiao; Xiao-Yan Zhao; Jian-Jun Li; Qiang-Qiang Yang; Xue Peng; Xu-Biao Nie; Jian-Yun Zhou; Yong-Bing Zhao; Huan Yang; Xi Liu; En Liu; Yu-Yang Chen; Yuan-Yuan Zhou; Chao-Qiang Fan; Jian-Ying Bai; Hui Lin; Anastasios Koulaouzidis; Shi-Ming Yang
Journal:  JAMA Netw Open       Date:  2022-07-01

Review 10.  Artificial intelligence for the detection of polyps or cancer with colon capsule endoscopy.

Authors:  Alexander R Robertson; Santi Segui; Hagen Wenzek; Anastasios Koulaouzidis
Journal:  Ther Adv Gastrointest Endosc       Date:  2021-06-13
  10 in total

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