Cargando…
Recent Advances of Artificial Intelligence Applications in Interstitial Lung Diseases
Interstitial lung diseases (ILDs) comprise a rather heterogeneous group of diseases varying in pathophysiology, presentation, epidemiology, diagnosis, treatment and prognosis. Even though they have been recognized for several years, there are still areas of research debate. In the majority of ILDs,...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10340709/ https://www.ncbi.nlm.nih.gov/pubmed/37443696 http://dx.doi.org/10.3390/diagnostics13132303 |
_version_ | 1785072144473915392 |
---|---|
author | Exarchos, Konstantinos P. Gkrepi, Georgia Kostikas, Konstantinos Gogali, Athena |
author_facet | Exarchos, Konstantinos P. Gkrepi, Georgia Kostikas, Konstantinos Gogali, Athena |
author_sort | Exarchos, Konstantinos P. |
collection | PubMed |
description | Interstitial lung diseases (ILDs) comprise a rather heterogeneous group of diseases varying in pathophysiology, presentation, epidemiology, diagnosis, treatment and prognosis. Even though they have been recognized for several years, there are still areas of research debate. In the majority of ILDs, imaging modalities and especially high-resolution Computed Tomography (CT) scans have been the cornerstone in patient diagnostic approach and follow-up. The intricate nature of ILDs and the accompanying data have led to an increasing adoption of artificial intelligence (AI) techniques, primarily on imaging data but also in genetic data, spirometry and lung diffusion, among others. In this literature review, we describe the most prominent applications of AI in ILDs presented approximately within the last five years. We roughly stratify these studies in three categories, namely: (i) screening, (ii) diagnosis and classification, (iii) prognosis. |
format | Online Article Text |
id | pubmed-10340709 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-103407092023-07-14 Recent Advances of Artificial Intelligence Applications in Interstitial Lung Diseases Exarchos, Konstantinos P. Gkrepi, Georgia Kostikas, Konstantinos Gogali, Athena Diagnostics (Basel) Review Interstitial lung diseases (ILDs) comprise a rather heterogeneous group of diseases varying in pathophysiology, presentation, epidemiology, diagnosis, treatment and prognosis. Even though they have been recognized for several years, there are still areas of research debate. In the majority of ILDs, imaging modalities and especially high-resolution Computed Tomography (CT) scans have been the cornerstone in patient diagnostic approach and follow-up. The intricate nature of ILDs and the accompanying data have led to an increasing adoption of artificial intelligence (AI) techniques, primarily on imaging data but also in genetic data, spirometry and lung diffusion, among others. In this literature review, we describe the most prominent applications of AI in ILDs presented approximately within the last five years. We roughly stratify these studies in three categories, namely: (i) screening, (ii) diagnosis and classification, (iii) prognosis. MDPI 2023-07-06 /pmc/articles/PMC10340709/ /pubmed/37443696 http://dx.doi.org/10.3390/diagnostics13132303 Text en © 2023 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 Exarchos, Konstantinos P. Gkrepi, Georgia Kostikas, Konstantinos Gogali, Athena Recent Advances of Artificial Intelligence Applications in Interstitial Lung Diseases |
title | Recent Advances of Artificial Intelligence Applications in Interstitial Lung Diseases |
title_full | Recent Advances of Artificial Intelligence Applications in Interstitial Lung Diseases |
title_fullStr | Recent Advances of Artificial Intelligence Applications in Interstitial Lung Diseases |
title_full_unstemmed | Recent Advances of Artificial Intelligence Applications in Interstitial Lung Diseases |
title_short | Recent Advances of Artificial Intelligence Applications in Interstitial Lung Diseases |
title_sort | recent advances of artificial intelligence applications in interstitial lung diseases |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10340709/ https://www.ncbi.nlm.nih.gov/pubmed/37443696 http://dx.doi.org/10.3390/diagnostics13132303 |
work_keys_str_mv | AT exarchoskonstantinosp recentadvancesofartificialintelligenceapplicationsininterstitiallungdiseases AT gkrepigeorgia recentadvancesofartificialintelligenceapplicationsininterstitiallungdiseases AT kostikaskonstantinos recentadvancesofartificialintelligenceapplicationsininterstitiallungdiseases AT gogaliathena recentadvancesofartificialintelligenceapplicationsininterstitiallungdiseases |