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Potential Applications of Artificial Intelligence in Clinical Trials for Alzheimer’s Disease
Clinical trials for Alzheimer’s disease (AD) face multiple challenges, such as the high screen failure rate and the even allocation of heterogeneous participants. Artificial intelligence (AI), which has become a potent tool of modern science with the expansion in the volume, variety, and velocity of...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8879055/ https://www.ncbi.nlm.nih.gov/pubmed/35207561 http://dx.doi.org/10.3390/life12020275 |
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author | Seo, Younghoon Jang, Hyemin Lee, Hyejoo |
author_facet | Seo, Younghoon Jang, Hyemin Lee, Hyejoo |
author_sort | Seo, Younghoon |
collection | PubMed |
description | Clinical trials for Alzheimer’s disease (AD) face multiple challenges, such as the high screen failure rate and the even allocation of heterogeneous participants. Artificial intelligence (AI), which has become a potent tool of modern science with the expansion in the volume, variety, and velocity of biological data, offers promising potential to address these issues in AD clinical trials. In this review, we introduce the current status of AD clinical trials and the topic of machine learning. Then, a comprehensive review is focused on the potential applications of AI in the steps of AD clinical trials, including the prediction of protein and MRI AD biomarkers in the prescreening process during eligibility assessment and the likelihood stratification of AD subjects into rapid and slow progressors in randomization. Finally, this review provides challenges, developments, and the future outlook on the integration of AI into AD clinical trials. |
format | Online Article Text |
id | pubmed-8879055 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-88790552022-02-26 Potential Applications of Artificial Intelligence in Clinical Trials for Alzheimer’s Disease Seo, Younghoon Jang, Hyemin Lee, Hyejoo Life (Basel) Review Clinical trials for Alzheimer’s disease (AD) face multiple challenges, such as the high screen failure rate and the even allocation of heterogeneous participants. Artificial intelligence (AI), which has become a potent tool of modern science with the expansion in the volume, variety, and velocity of biological data, offers promising potential to address these issues in AD clinical trials. In this review, we introduce the current status of AD clinical trials and the topic of machine learning. Then, a comprehensive review is focused on the potential applications of AI in the steps of AD clinical trials, including the prediction of protein and MRI AD biomarkers in the prescreening process during eligibility assessment and the likelihood stratification of AD subjects into rapid and slow progressors in randomization. Finally, this review provides challenges, developments, and the future outlook on the integration of AI into AD clinical trials. MDPI 2022-02-12 /pmc/articles/PMC8879055/ /pubmed/35207561 http://dx.doi.org/10.3390/life12020275 Text en © 2022 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 Seo, Younghoon Jang, Hyemin Lee, Hyejoo Potential Applications of Artificial Intelligence in Clinical Trials for Alzheimer’s Disease |
title | Potential Applications of Artificial Intelligence in Clinical Trials for Alzheimer’s Disease |
title_full | Potential Applications of Artificial Intelligence in Clinical Trials for Alzheimer’s Disease |
title_fullStr | Potential Applications of Artificial Intelligence in Clinical Trials for Alzheimer’s Disease |
title_full_unstemmed | Potential Applications of Artificial Intelligence in Clinical Trials for Alzheimer’s Disease |
title_short | Potential Applications of Artificial Intelligence in Clinical Trials for Alzheimer’s Disease |
title_sort | potential applications of artificial intelligence in clinical trials for alzheimer’s disease |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8879055/ https://www.ncbi.nlm.nih.gov/pubmed/35207561 http://dx.doi.org/10.3390/life12020275 |
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