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Role of Digital Health and Artificial Intelligence in Inflammatory Bowel Disease: A Scoping Review
Inflammatory bowel diseases (IBD), subdivided into Crohn’s disease (CD) and ulcerative colitis (UC), are chronic diseases that are characterized by relapsing and remitting periods of inflammation in the gastrointestinal tract. In recent years, the amount of research surrounding digital health (DH) a...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8535572/ https://www.ncbi.nlm.nih.gov/pubmed/34680860 http://dx.doi.org/10.3390/genes12101465 |
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author | Majidova, Kamila Handfield, Julia Kafi, Kamran Martin, Ryan D. Kubinski, Ryszard |
author_facet | Majidova, Kamila Handfield, Julia Kafi, Kamran Martin, Ryan D. Kubinski, Ryszard |
author_sort | Majidova, Kamila |
collection | PubMed |
description | Inflammatory bowel diseases (IBD), subdivided into Crohn’s disease (CD) and ulcerative colitis (UC), are chronic diseases that are characterized by relapsing and remitting periods of inflammation in the gastrointestinal tract. In recent years, the amount of research surrounding digital health (DH) and artificial intelligence (AI) has increased. The purpose of this scoping review is to explore this growing field of research to summarize the role of DH and AI in the diagnosis, treatment, monitoring and prognosis of IBD. A review of 21 articles revealed the impact of both AI algorithms and DH technologies; AI algorithms can improve diagnostic accuracy, assess disease activity, and predict treatment response based on data modalities such as endoscopic imaging and genetic data. In terms of DH, patients utilizing DH platforms experienced improvements in quality of life, disease literacy, treatment adherence, and medication management. In addition, DH methods can reduce the need for in-person appointments, decreasing the use of healthcare resources without compromising the standard of care. These articles demonstrate preliminary evidence of the potential of DH and AI for improving the management of IBD. However, the majority of these studies were performed in a regulated clinical environment. Therefore, further validation of these results in a real-world environment is required to assess the efficacy of these methods in the general IBD population. |
format | Online Article Text |
id | pubmed-8535572 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-85355722021-10-23 Role of Digital Health and Artificial Intelligence in Inflammatory Bowel Disease: A Scoping Review Majidova, Kamila Handfield, Julia Kafi, Kamran Martin, Ryan D. Kubinski, Ryszard Genes (Basel) Review Inflammatory bowel diseases (IBD), subdivided into Crohn’s disease (CD) and ulcerative colitis (UC), are chronic diseases that are characterized by relapsing and remitting periods of inflammation in the gastrointestinal tract. In recent years, the amount of research surrounding digital health (DH) and artificial intelligence (AI) has increased. The purpose of this scoping review is to explore this growing field of research to summarize the role of DH and AI in the diagnosis, treatment, monitoring and prognosis of IBD. A review of 21 articles revealed the impact of both AI algorithms and DH technologies; AI algorithms can improve diagnostic accuracy, assess disease activity, and predict treatment response based on data modalities such as endoscopic imaging and genetic data. In terms of DH, patients utilizing DH platforms experienced improvements in quality of life, disease literacy, treatment adherence, and medication management. In addition, DH methods can reduce the need for in-person appointments, decreasing the use of healthcare resources without compromising the standard of care. These articles demonstrate preliminary evidence of the potential of DH and AI for improving the management of IBD. However, the majority of these studies were performed in a regulated clinical environment. Therefore, further validation of these results in a real-world environment is required to assess the efficacy of these methods in the general IBD population. MDPI 2021-09-22 /pmc/articles/PMC8535572/ /pubmed/34680860 http://dx.doi.org/10.3390/genes12101465 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 Majidova, Kamila Handfield, Julia Kafi, Kamran Martin, Ryan D. Kubinski, Ryszard Role of Digital Health and Artificial Intelligence in Inflammatory Bowel Disease: A Scoping Review |
title | Role of Digital Health and Artificial Intelligence in Inflammatory Bowel Disease: A Scoping Review |
title_full | Role of Digital Health and Artificial Intelligence in Inflammatory Bowel Disease: A Scoping Review |
title_fullStr | Role of Digital Health and Artificial Intelligence in Inflammatory Bowel Disease: A Scoping Review |
title_full_unstemmed | Role of Digital Health and Artificial Intelligence in Inflammatory Bowel Disease: A Scoping Review |
title_short | Role of Digital Health and Artificial Intelligence in Inflammatory Bowel Disease: A Scoping Review |
title_sort | role of digital health and artificial intelligence in inflammatory bowel disease: a scoping review |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8535572/ https://www.ncbi.nlm.nih.gov/pubmed/34680860 http://dx.doi.org/10.3390/genes12101465 |
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