Literature DB >> 34558619

Application of Artificial Intelligence to Clinical Practice in Inflammatory Bowel Disease - What the Clinician Needs to Know.

David Chen1,2, Clifton Fulmer3, Ilyssa O Gordon3, Sana Syed4,5, Ryan W Stidham6,7, Niels Vande Casteele8, Yi Qin2, Katherine Falloon2, Benjamin L Cohen2, Robert Wyllie1,9, Florian Rieder2,10.   

Abstract

Artificial intelligence [AI] techniques are quickly spreading across medicine as an analytical method to tackle challenging clinical questions. What were previously thought of as highly complex data sources, such as images or free text, are now becoming manageable. Novel analytical methods merge the latest developments in information technology infrastructure with advances in computer science. Once primarily associated with Silicon Valley, AI techniques are now making their way into medicine, including in the field of inflammatory bowel diseases [IBD]. Understanding potential applications and limitations of these techniques can be difficult, in particular for busy clinicians. In this article, we explain the basic terminologies and provide a particular focus on the foundations behind state-of-the-art AI methodologies in both imaging and text. We explore the growing applications of AI in medicine, with a specific focus on IBD to inform the practising gastroenterologist and IBD specialist. Finally, we outline possible future uses of these technologies in daily clinical practice.
© The Author(s) 2021. Published by Oxford University Press on behalf of European Crohn’s and Colitis Organisation. All rights reserved. For permissions, please email: journals.permissions@oup.com.

Entities:  

Keywords:  Inflammatory bowel disease; artificial intelligence; machine learning; neural networks

Mesh:

Year:  2022        PMID: 34558619      PMCID: PMC8919817          DOI: 10.1093/ecco-jcc/jjab169

Source DB:  PubMed          Journal:  J Crohns Colitis        ISSN: 1873-9946            Impact factor:   10.020


  113 in total

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Authors:  Philip de Chazal; Maria O'Dwyer; Richard B Reilly
Journal:  IEEE Trans Biomed Eng       Date:  2004-07       Impact factor: 4.538

2.  Development and validation of a histological index for UC.

Authors:  Mahmoud H Mosli; Brian G Feagan; Guangyong Zou; William J Sandborn; Geert D'Haens; Reena Khanna; Lisa M Shackelton; Christopher W Walker; Sigrid Nelson; Margaret K Vandervoort; Valerie Frisbie; Mark A Samaan; Vipul Jairath; David K Driman; Karel Geboes; Mark A Valasek; Rish K Pai; Gregory Y Lauwers; Robert Riddell; Larry W Stitt; Barrett G Levesque
Journal:  Gut       Date:  2015-10-16       Impact factor: 23.059

3.  Natural disease course of Crohn's disease during the first 5 years after diagnosis in a European population-based inception cohort: an Epi-IBD study.

Authors:  Johan Burisch; Gediminas Kiudelis; Limas Kupcinskas; Hendrika Adriana Linda Kievit; Karina Winther Andersen; Vibeke Andersen; Riina Salupere; Natalia Pedersen; Jens Kjeldsen; Renata D'Incà; Daniela Valpiani; Doron Schwartz; Selwyn Odes; Jóngerð Olsen; Kári Rubek Nielsen; Zsuzsanna Vegh; Peter Laszlo Lakatos; Alina Toca; Svetlana Turcan; Konstantinos H Katsanos; Dimitrios K Christodoulou; Mathurin Fumery; Corinne Gower-Rousseau; Stefania Chetcuti Zammit; Pierre Ellul; Carl Eriksson; Jonas Halfvarson; Fernando Jose Magro; Dana Duricova; Martin Bortlik; Alberto Fernandez; Vicent Hernández; Sally Myers; Shaji Sebastian; Pia Oksanen; Pekka Collin; Adrian Goldis; Ravi Misra; Naila Arebi; Ioannis P Kaimakliotis; Inna Nikuina; Elena Belousova; Marko Brinar; Silvija Cukovic-Cavka; Ebbe Langholz; Pia Munkholm
Journal:  Gut       Date:  2018-01-23       Impact factor: 23.059

4.  Information chaos in primary care: implications for physician performance and patient safety.

Authors:  John W Beasley; Tosha B Wetterneck; Jon Temte; Jamie A Lapin; Paul Smith; A Joy Rivera-Rodriguez; Ben-Tzion Karsh
Journal:  J Am Board Fam Med       Date:  2011 Nov-Dec       Impact factor: 2.657

5.  HMDD v3.0: a database for experimentally supported human microRNA-disease associations.

Authors:  Zhou Huang; Jiangcheng Shi; Yuanxu Gao; Chunmei Cui; Shan Zhang; Jianwei Li; Yuan Zhou; Qinghua Cui
Journal:  Nucleic Acids Res       Date:  2019-01-08       Impact factor: 16.971

6.  Diagnostic delay in Crohn's disease is associated with a complicated disease course and increased operation rate.

Authors:  Alain M Schoepfer; Mohamed-Ali Dehlavi; Nicolas Fournier; Ekaterina Safroneeva; Alex Straumann; Valérie Pittet; Laurent Peyrin-Biroulet; Pierre Michetti; Gerhard Rogler; Stephan R Vavricka
Journal:  Am J Gastroenterol       Date:  2013-08-27       Impact factor: 10.864

7.  Application of Convolutional Neural Networks for Automated Ulcer Detection in Wireless Capsule Endoscopy Images.

Authors:  Haya Alaskar; Abir Hussain; Nourah Al-Aseem; Panos Liatsis; Dhiya Al-Jumeily
Journal:  Sensors (Basel)       Date:  2019-03-13       Impact factor: 3.576

8.  Diffusing an Innovation: Clinician Perceptions of Continuous Predictive Analytics Monitoring in Intensive Care.

Authors:  Rebecca R Kitzmiller; Ashley Vaughan; Angela Skeeles-Worley; Jessica Keim-Malpass; Tracey L Yap; Curt Lindberg; Susan Kennerly; Claire Mitchell; Robert Tai; Brynne A Sullivan; Ruth Anderson; Joseph R Moorman
Journal:  Appl Clin Inform       Date:  2019-05-01       Impact factor: 2.342

9.  Deep Learning Models for Histopathological Classification of Gastric and Colonic Epithelial Tumours.

Authors:  Osamu Iizuka; Fahdi Kanavati; Kei Kato; Michael Rambeau; Koji Arihiro; Masayuki Tsuneki
Journal:  Sci Rep       Date:  2020-01-30       Impact factor: 4.379

10.  Detecting ulcerative colitis from colon samples using efficient feature selection and machine learning.

Authors:  Hanieh Marvi Khorasani; Hamid Usefi; Lourdes Peña-Castillo
Journal:  Sci Rep       Date:  2020-08-13       Impact factor: 4.379

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  1 in total

1.  Impact of direct-access IBD physician delivered endoscopy on clinical outcomes: a pre-implementation and post-implementation study.

Authors:  Matthew Stammers; Sohail Rahmany; Louise Downey; Florina Borca; Clare Harris; Richard Harris; Martin McDonnell; Stephanie Sartain; Nicolas Coleman; Bernard Stacey; Trevor R Smith; Fraser Cummings; Richard Felwick; Markus Gwiggner
Journal:  Frontline Gastroenterol       Date:  2022-03-08
  1 in total

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