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Artificial intelligence in rare disease diagnosis and treatment

Artificial intelligence (AI) utilization in health care has grown over the past few years. It also has demonstrated potential in improving the efficiency of diagnosis and treatment. Some types of AI, such as machine learning, allow for the efficient analysis of vast datasets, identifying patterns, a...

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Autores principales: Wojtara, Magda, Rana, Emaan, Rahman, Taibia, Khanna, Palak, Singh, Heshwin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10651639/
https://www.ncbi.nlm.nih.gov/pubmed/37646577
http://dx.doi.org/10.1111/cts.13619
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author Wojtara, Magda
Rana, Emaan
Rahman, Taibia
Khanna, Palak
Singh, Heshwin
author_facet Wojtara, Magda
Rana, Emaan
Rahman, Taibia
Khanna, Palak
Singh, Heshwin
author_sort Wojtara, Magda
collection PubMed
description Artificial intelligence (AI) utilization in health care has grown over the past few years. It also has demonstrated potential in improving the efficiency of diagnosis and treatment. Some types of AI, such as machine learning, allow for the efficient analysis of vast datasets, identifying patterns, and generating key insights. Predictions can then be made for medical diagnosis and personalized treatment recommendations. The use of AI can bypass some conventional limitations associated with rare diseases. Namely, it can optimize traditional randomized control trials, and may eventually reduce costs for drug research and development. Recent advancements have enabled researchers to train models based on large datasets and then fine‐tune these models on smaller datasets typically associated with rare diseases. In this mini‐review, we discuss recent advancements in AI and how AI can be applied to streamline rare disease diagnosis and optimize treatment.
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spelling pubmed-106516392023-08-30 Artificial intelligence in rare disease diagnosis and treatment Wojtara, Magda Rana, Emaan Rahman, Taibia Khanna, Palak Singh, Heshwin Clin Transl Sci Reviews Artificial intelligence (AI) utilization in health care has grown over the past few years. It also has demonstrated potential in improving the efficiency of diagnosis and treatment. Some types of AI, such as machine learning, allow for the efficient analysis of vast datasets, identifying patterns, and generating key insights. Predictions can then be made for medical diagnosis and personalized treatment recommendations. The use of AI can bypass some conventional limitations associated with rare diseases. Namely, it can optimize traditional randomized control trials, and may eventually reduce costs for drug research and development. Recent advancements have enabled researchers to train models based on large datasets and then fine‐tune these models on smaller datasets typically associated with rare diseases. In this mini‐review, we discuss recent advancements in AI and how AI can be applied to streamline rare disease diagnosis and optimize treatment. John Wiley and Sons Inc. 2023-08-30 /pmc/articles/PMC10651639/ /pubmed/37646577 http://dx.doi.org/10.1111/cts.13619 Text en © 2023 The Authors. Clinical and Translational Science published by Wiley Periodicals LLC on behalf of American Society for Clinical Pharmacology and Therapeutics. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Reviews
Wojtara, Magda
Rana, Emaan
Rahman, Taibia
Khanna, Palak
Singh, Heshwin
Artificial intelligence in rare disease diagnosis and treatment
title Artificial intelligence in rare disease diagnosis and treatment
title_full Artificial intelligence in rare disease diagnosis and treatment
title_fullStr Artificial intelligence in rare disease diagnosis and treatment
title_full_unstemmed Artificial intelligence in rare disease diagnosis and treatment
title_short Artificial intelligence in rare disease diagnosis and treatment
title_sort artificial intelligence in rare disease diagnosis and treatment
topic Reviews
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10651639/
https://www.ncbi.nlm.nih.gov/pubmed/37646577
http://dx.doi.org/10.1111/cts.13619
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