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Speech biomarkers of risk factors for vascular dementia in people with mild cognitive impairment
INTRODUCTION: In this study we intend to use speech analysis to analyze the cognitive impairments caused by pathologies of vascular origin such as diabetes, hypertension, hypercholesterolemia and heart disease, predictors of the development of vascular dementia. METHODS: In this study, 40 participan...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9798230/ https://www.ncbi.nlm.nih.gov/pubmed/36590068 http://dx.doi.org/10.3389/fnhum.2022.1057578 |
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author | Martínez-Nicolás, Israel Llorente, Thide E. Martínez-Sánchez, Francisco Meilán, Juan J. G. |
author_facet | Martínez-Nicolás, Israel Llorente, Thide E. Martínez-Sánchez, Francisco Meilán, Juan J. G. |
author_sort | Martínez-Nicolás, Israel |
collection | PubMed |
description | INTRODUCTION: In this study we intend to use speech analysis to analyze the cognitive impairments caused by pathologies of vascular origin such as diabetes, hypertension, hypercholesterolemia and heart disease, predictors of the development of vascular dementia. METHODS: In this study, 40 participants with mild cognitive impairment were asked to read while being recorded and they were inquired about their history of the aforementioned conditions. Their speech was then analyzed. RESULTS: We found that some speech parameters of frequencies and syllabic rhythm vary due to these pathologies. In addition, we conducted a discriminant analysis in which we found that diabetes and hypertension can be predicted with an accuracy over 95% with few speech parameters, and hypercholesterolemia and heart disease with an accuracy over 80%. DISCUSSION: The predictor parameters found are heterogeneous, including voice quality, amplitude, frequency, and rhythm parameters. This result may lead to investigate why such important qualitative changes occur in the voice of older adults with these pathologies. Rather than trying to find a diagnostic procedure already existing in classical medicine, we expect this finding to contribute to explore the causes and concomitant pathologies of these diseases. We discuss the implications of behavioral traits, such as speech, as digital biomarkers. |
format | Online Article Text |
id | pubmed-9798230 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-97982302022-12-30 Speech biomarkers of risk factors for vascular dementia in people with mild cognitive impairment Martínez-Nicolás, Israel Llorente, Thide E. Martínez-Sánchez, Francisco Meilán, Juan J. G. Front Hum Neurosci Neuroscience INTRODUCTION: In this study we intend to use speech analysis to analyze the cognitive impairments caused by pathologies of vascular origin such as diabetes, hypertension, hypercholesterolemia and heart disease, predictors of the development of vascular dementia. METHODS: In this study, 40 participants with mild cognitive impairment were asked to read while being recorded and they were inquired about their history of the aforementioned conditions. Their speech was then analyzed. RESULTS: We found that some speech parameters of frequencies and syllabic rhythm vary due to these pathologies. In addition, we conducted a discriminant analysis in which we found that diabetes and hypertension can be predicted with an accuracy over 95% with few speech parameters, and hypercholesterolemia and heart disease with an accuracy over 80%. DISCUSSION: The predictor parameters found are heterogeneous, including voice quality, amplitude, frequency, and rhythm parameters. This result may lead to investigate why such important qualitative changes occur in the voice of older adults with these pathologies. Rather than trying to find a diagnostic procedure already existing in classical medicine, we expect this finding to contribute to explore the causes and concomitant pathologies of these diseases. We discuss the implications of behavioral traits, such as speech, as digital biomarkers. Frontiers Media S.A. 2022-12-15 /pmc/articles/PMC9798230/ /pubmed/36590068 http://dx.doi.org/10.3389/fnhum.2022.1057578 Text en Copyright © 2022 Martínez-Nicolás, Llorente, Martínez-Sánchez and Meilán. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Martínez-Nicolás, Israel Llorente, Thide E. Martínez-Sánchez, Francisco Meilán, Juan J. G. Speech biomarkers of risk factors for vascular dementia in people with mild cognitive impairment |
title | Speech biomarkers of risk factors for vascular dementia in people with mild cognitive impairment |
title_full | Speech biomarkers of risk factors for vascular dementia in people with mild cognitive impairment |
title_fullStr | Speech biomarkers of risk factors for vascular dementia in people with mild cognitive impairment |
title_full_unstemmed | Speech biomarkers of risk factors for vascular dementia in people with mild cognitive impairment |
title_short | Speech biomarkers of risk factors for vascular dementia in people with mild cognitive impairment |
title_sort | speech biomarkers of risk factors for vascular dementia in people with mild cognitive impairment |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9798230/ https://www.ncbi.nlm.nih.gov/pubmed/36590068 http://dx.doi.org/10.3389/fnhum.2022.1057578 |
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