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A remote speech‐based AI system to screen for early Alzheimer's disease via smartphones
INTRODUCTION: Artificial intelligence (AI) systems leveraging speech and language changes could support timely detection of Alzheimer's disease (AD). METHODS: The AMYPRED study (NCT04828122) recruited 133 subjects with an established amyloid beta (Aβ) biomarker (66 Aβ+, 67 Aβ–) and clinical sta...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9632864/ https://www.ncbi.nlm.nih.gov/pubmed/36348974 http://dx.doi.org/10.1002/dad2.12366 |
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author | Fristed, Emil Skirrow, Caroline Meszaros, Marton Lenain, Raphael Meepegama, Udeepa Cappa, Stefano Aarsland, Dag Weston, Jack |
author_facet | Fristed, Emil Skirrow, Caroline Meszaros, Marton Lenain, Raphael Meepegama, Udeepa Cappa, Stefano Aarsland, Dag Weston, Jack |
author_sort | Fristed, Emil |
collection | PubMed |
description | INTRODUCTION: Artificial intelligence (AI) systems leveraging speech and language changes could support timely detection of Alzheimer's disease (AD). METHODS: The AMYPRED study (NCT04828122) recruited 133 subjects with an established amyloid beta (Aβ) biomarker (66 Aβ+, 67 Aβ–) and clinical status (71 cognitively unimpaired [CU], 62 mild cognitive impairment [MCI] or mild AD). Daily story recall tasks were administered via smartphones and analyzed with an AI system to predict MCI/mild AD and Aβ positivity. RESULTS: Eighty‐six percent of participants (115/133) completed remote assessments. The AI system predicted MCI/mild AD (area under the curve [AUC] = 0.85, ±0.07) but not Aβ (AUC = 0.62 ±0.11) in the full sample, and predicted Aβ in clinical subsamples (MCI/mild AD: AUC = 0.78 ±0.14; CU: AUC = 0.74 ±0.13) on short story variants (immediate recall). Long stories and delayed retellings delivered broadly similar results. DISCUSSION: Speech‐based testing offers simple and accessible screening for early‐stage AD. |
format | Online Article Text |
id | pubmed-9632864 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-96328642022-11-07 A remote speech‐based AI system to screen for early Alzheimer's disease via smartphones Fristed, Emil Skirrow, Caroline Meszaros, Marton Lenain, Raphael Meepegama, Udeepa Cappa, Stefano Aarsland, Dag Weston, Jack Alzheimers Dement (Amst) Research Articles INTRODUCTION: Artificial intelligence (AI) systems leveraging speech and language changes could support timely detection of Alzheimer's disease (AD). METHODS: The AMYPRED study (NCT04828122) recruited 133 subjects with an established amyloid beta (Aβ) biomarker (66 Aβ+, 67 Aβ–) and clinical status (71 cognitively unimpaired [CU], 62 mild cognitive impairment [MCI] or mild AD). Daily story recall tasks were administered via smartphones and analyzed with an AI system to predict MCI/mild AD and Aβ positivity. RESULTS: Eighty‐six percent of participants (115/133) completed remote assessments. The AI system predicted MCI/mild AD (area under the curve [AUC] = 0.85, ±0.07) but not Aβ (AUC = 0.62 ±0.11) in the full sample, and predicted Aβ in clinical subsamples (MCI/mild AD: AUC = 0.78 ±0.14; CU: AUC = 0.74 ±0.13) on short story variants (immediate recall). Long stories and delayed retellings delivered broadly similar results. DISCUSSION: Speech‐based testing offers simple and accessible screening for early‐stage AD. John Wiley and Sons Inc. 2022-11-03 /pmc/articles/PMC9632864/ /pubmed/36348974 http://dx.doi.org/10.1002/dad2.12366 Text en © 2022 The Authors. Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring published by Wiley Periodicals, LLC on behalf of Alzheimer's Association. 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 | Research Articles Fristed, Emil Skirrow, Caroline Meszaros, Marton Lenain, Raphael Meepegama, Udeepa Cappa, Stefano Aarsland, Dag Weston, Jack A remote speech‐based AI system to screen for early Alzheimer's disease via smartphones |
title | A remote speech‐based AI system to screen for early Alzheimer's disease via smartphones |
title_full | A remote speech‐based AI system to screen for early Alzheimer's disease via smartphones |
title_fullStr | A remote speech‐based AI system to screen for early Alzheimer's disease via smartphones |
title_full_unstemmed | A remote speech‐based AI system to screen for early Alzheimer's disease via smartphones |
title_short | A remote speech‐based AI system to screen for early Alzheimer's disease via smartphones |
title_sort | remote speech‐based ai system to screen for early alzheimer's disease via smartphones |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9632864/ https://www.ncbi.nlm.nih.gov/pubmed/36348974 http://dx.doi.org/10.1002/dad2.12366 |
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