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Whole-brain modeling of the differential influences of amyloid-beta and tau in Alzheimer’s disease

BACKGROUND: Alzheimer’s disease is a neurodegenerative condition associated with the accumulation of two misfolded proteins, amyloid-beta (A[Formula: see text] ) and tau. We study their effect on neuronal activity, with the aim of assessing their individual and combined impact. METHODS: We use a who...

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Autores principales: Patow, Gustavo, Stefanovski, Leon, Ritter, Petra, Deco, Gustavo, Kobeleva, Xenia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10696890/
http://dx.doi.org/10.1186/s13195-023-01349-9
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author Patow, Gustavo
Stefanovski, Leon
Ritter, Petra
Deco, Gustavo
Kobeleva, Xenia
author_facet Patow, Gustavo
Stefanovski, Leon
Ritter, Petra
Deco, Gustavo
Kobeleva, Xenia
author_sort Patow, Gustavo
collection PubMed
description BACKGROUND: Alzheimer’s disease is a neurodegenerative condition associated with the accumulation of two misfolded proteins, amyloid-beta (A[Formula: see text] ) and tau. We study their effect on neuronal activity, with the aim of assessing their individual and combined impact. METHODS: We use a whole-brain dynamic model to find the optimal parameters that best describe the effects of A[Formula: see text] and tau on the excitation-inhibition balance of the local nodes. RESULTS: We found a clear dominance of A[Formula: see text] over tau in the early disease stages (MCI), while tau dominates over A[Formula: see text] in the latest stages (AD). We identify crucial roles for A[Formula: see text] and tau in complex neuronal dynamics and demonstrate the viability of using regional distributions to define models of large-scale brain function in AD. CONCLUSIONS: Our study provides further insight into the dynamics and complex interplay between these two proteins, opening the path for further investigations on biomarkers and candidate therapeutic targets in-silico. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13195-023-01349-9.
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spelling pubmed-106968902023-12-06 Whole-brain modeling of the differential influences of amyloid-beta and tau in Alzheimer’s disease Patow, Gustavo Stefanovski, Leon Ritter, Petra Deco, Gustavo Kobeleva, Xenia Alzheimers Res Ther Research BACKGROUND: Alzheimer’s disease is a neurodegenerative condition associated with the accumulation of two misfolded proteins, amyloid-beta (A[Formula: see text] ) and tau. We study their effect on neuronal activity, with the aim of assessing their individual and combined impact. METHODS: We use a whole-brain dynamic model to find the optimal parameters that best describe the effects of A[Formula: see text] and tau on the excitation-inhibition balance of the local nodes. RESULTS: We found a clear dominance of A[Formula: see text] over tau in the early disease stages (MCI), while tau dominates over A[Formula: see text] in the latest stages (AD). We identify crucial roles for A[Formula: see text] and tau in complex neuronal dynamics and demonstrate the viability of using regional distributions to define models of large-scale brain function in AD. CONCLUSIONS: Our study provides further insight into the dynamics and complex interplay between these two proteins, opening the path for further investigations on biomarkers and candidate therapeutic targets in-silico. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13195-023-01349-9. BioMed Central 2023-12-05 /pmc/articles/PMC10696890/ http://dx.doi.org/10.1186/s13195-023-01349-9 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This 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/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Patow, Gustavo
Stefanovski, Leon
Ritter, Petra
Deco, Gustavo
Kobeleva, Xenia
Whole-brain modeling of the differential influences of amyloid-beta and tau in Alzheimer’s disease
title Whole-brain modeling of the differential influences of amyloid-beta and tau in Alzheimer’s disease
title_full Whole-brain modeling of the differential influences of amyloid-beta and tau in Alzheimer’s disease
title_fullStr Whole-brain modeling of the differential influences of amyloid-beta and tau in Alzheimer’s disease
title_full_unstemmed Whole-brain modeling of the differential influences of amyloid-beta and tau in Alzheimer’s disease
title_short Whole-brain modeling of the differential influences of amyloid-beta and tau in Alzheimer’s disease
title_sort whole-brain modeling of the differential influences of amyloid-beta and tau in alzheimer’s disease
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10696890/
http://dx.doi.org/10.1186/s13195-023-01349-9
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