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Multiscale entropy analysis of retinal signals reveals reduced complexity in a mouse model of Alzheimer’s disease

Alzheimer’s disease (AD) is one of the most significant health challenges of our time, affecting a growing number of the elderly population. In recent years, the retina has received increased attention as a candidate for AD biomarkers since it appears to manifest the pathological signatures of the d...

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Autores principales: Araya-Arriagada, Joaquín, Garay, Sebastián, Rojas, Cristóbal, Duran-Aniotz, Claudia, Palacios, Adrián G., Chacón, Max, Medina, Leonel E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9132967/
https://www.ncbi.nlm.nih.gov/pubmed/35614075
http://dx.doi.org/10.1038/s41598-022-12208-2
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author Araya-Arriagada, Joaquín
Garay, Sebastián
Rojas, Cristóbal
Duran-Aniotz, Claudia
Palacios, Adrián G.
Chacón, Max
Medina, Leonel E.
author_facet Araya-Arriagada, Joaquín
Garay, Sebastián
Rojas, Cristóbal
Duran-Aniotz, Claudia
Palacios, Adrián G.
Chacón, Max
Medina, Leonel E.
author_sort Araya-Arriagada, Joaquín
collection PubMed
description Alzheimer’s disease (AD) is one of the most significant health challenges of our time, affecting a growing number of the elderly population. In recent years, the retina has received increased attention as a candidate for AD biomarkers since it appears to manifest the pathological signatures of the disease. Therefore, its electrical activity may hint at AD-related physiological changes. However, it is unclear how AD affects retinal electrophysiology and what tools are more appropriate to detect these possible changes. In this study, we used entropy tools to estimate the complexity of the dynamics of healthy and diseased retinas at different ages. We recorded microelectroretinogram responses to visual stimuli of different nature from retinas of young and adult, wild-type and 5xFAD—an animal model of AD—mice. To estimate the complexity of signals, we used the multiscale entropy approach, which calculates the entropy at several time scales using a coarse graining procedure. We found that young retinas had more complex responses to different visual stimuli. Further, the responses of young, wild-type retinas to natural-like stimuli exhibited significantly higher complexity than young, 5xFAD retinas. Our findings support a theory of complexity-loss with aging and disease and can have significant implications for early AD diagnosis.
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spelling pubmed-91329672022-05-27 Multiscale entropy analysis of retinal signals reveals reduced complexity in a mouse model of Alzheimer’s disease Araya-Arriagada, Joaquín Garay, Sebastián Rojas, Cristóbal Duran-Aniotz, Claudia Palacios, Adrián G. Chacón, Max Medina, Leonel E. Sci Rep Article Alzheimer’s disease (AD) is one of the most significant health challenges of our time, affecting a growing number of the elderly population. In recent years, the retina has received increased attention as a candidate for AD biomarkers since it appears to manifest the pathological signatures of the disease. Therefore, its electrical activity may hint at AD-related physiological changes. However, it is unclear how AD affects retinal electrophysiology and what tools are more appropriate to detect these possible changes. In this study, we used entropy tools to estimate the complexity of the dynamics of healthy and diseased retinas at different ages. We recorded microelectroretinogram responses to visual stimuli of different nature from retinas of young and adult, wild-type and 5xFAD—an animal model of AD—mice. To estimate the complexity of signals, we used the multiscale entropy approach, which calculates the entropy at several time scales using a coarse graining procedure. We found that young retinas had more complex responses to different visual stimuli. Further, the responses of young, wild-type retinas to natural-like stimuli exhibited significantly higher complexity than young, 5xFAD retinas. Our findings support a theory of complexity-loss with aging and disease and can have significant implications for early AD diagnosis. Nature Publishing Group UK 2022-05-25 /pmc/articles/PMC9132967/ /pubmed/35614075 http://dx.doi.org/10.1038/s41598-022-12208-2 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Araya-Arriagada, Joaquín
Garay, Sebastián
Rojas, Cristóbal
Duran-Aniotz, Claudia
Palacios, Adrián G.
Chacón, Max
Medina, Leonel E.
Multiscale entropy analysis of retinal signals reveals reduced complexity in a mouse model of Alzheimer’s disease
title Multiscale entropy analysis of retinal signals reveals reduced complexity in a mouse model of Alzheimer’s disease
title_full Multiscale entropy analysis of retinal signals reveals reduced complexity in a mouse model of Alzheimer’s disease
title_fullStr Multiscale entropy analysis of retinal signals reveals reduced complexity in a mouse model of Alzheimer’s disease
title_full_unstemmed Multiscale entropy analysis of retinal signals reveals reduced complexity in a mouse model of Alzheimer’s disease
title_short Multiscale entropy analysis of retinal signals reveals reduced complexity in a mouse model of Alzheimer’s disease
title_sort multiscale entropy analysis of retinal signals reveals reduced complexity in a mouse model of alzheimer’s disease
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9132967/
https://www.ncbi.nlm.nih.gov/pubmed/35614075
http://dx.doi.org/10.1038/s41598-022-12208-2
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