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Early role of vascular dysregulation on late-onset Alzheimer's disease based on multifactorial data-driven analysis

Multifactorial mechanisms underlying late-onset Alzheimer's disease (LOAD) are poorly characterized from an integrative perspective. Here spatiotemporal alterations in brain amyloid-β deposition, metabolism, vascular, functional activity at rest, structural properties, cognitive integrity and p...

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Autores principales: Iturria-Medina, Y., Sotero, R. C., Toussaint, P. J., Mateos-Pérez, J. M., Evans, A. C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4919512/
https://www.ncbi.nlm.nih.gov/pubmed/27327500
http://dx.doi.org/10.1038/ncomms11934
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author Iturria-Medina, Y.
Sotero, R. C.
Toussaint, P. J.
Mateos-Pérez, J. M.
Evans, A. C.
author_facet Iturria-Medina, Y.
Sotero, R. C.
Toussaint, P. J.
Mateos-Pérez, J. M.
Evans, A. C.
author_sort Iturria-Medina, Y.
collection PubMed
description Multifactorial mechanisms underlying late-onset Alzheimer's disease (LOAD) are poorly characterized from an integrative perspective. Here spatiotemporal alterations in brain amyloid-β deposition, metabolism, vascular, functional activity at rest, structural properties, cognitive integrity and peripheral proteins levels are characterized in relation to LOAD progression. We analyse over 7,700 brain images and tens of plasma and cerebrospinal fluid biomarkers from the Alzheimer's Disease Neuroimaging Initiative (ADNI). Through a multifactorial data-driven analysis, we obtain dynamic LOAD–abnormality indices for all biomarkers, and a tentative temporal ordering of disease progression. Imaging results suggest that intra-brain vascular dysregulation is an early pathological event during disease development. Cognitive decline is noticeable from initial LOAD stages, suggesting early memory deficit associated with the primary disease factors. High abnormality levels are also observed for specific proteins associated with the vascular system's integrity. Although still subjected to the sensitivity of the algorithms and biomarkers employed, our results might contribute to the development of preventive therapeutic interventions.
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spelling pubmed-49195122016-07-11 Early role of vascular dysregulation on late-onset Alzheimer's disease based on multifactorial data-driven analysis Iturria-Medina, Y. Sotero, R. C. Toussaint, P. J. Mateos-Pérez, J. M. Evans, A. C. Nat Commun Article Multifactorial mechanisms underlying late-onset Alzheimer's disease (LOAD) are poorly characterized from an integrative perspective. Here spatiotemporal alterations in brain amyloid-β deposition, metabolism, vascular, functional activity at rest, structural properties, cognitive integrity and peripheral proteins levels are characterized in relation to LOAD progression. We analyse over 7,700 brain images and tens of plasma and cerebrospinal fluid biomarkers from the Alzheimer's Disease Neuroimaging Initiative (ADNI). Through a multifactorial data-driven analysis, we obtain dynamic LOAD–abnormality indices for all biomarkers, and a tentative temporal ordering of disease progression. Imaging results suggest that intra-brain vascular dysregulation is an early pathological event during disease development. Cognitive decline is noticeable from initial LOAD stages, suggesting early memory deficit associated with the primary disease factors. High abnormality levels are also observed for specific proteins associated with the vascular system's integrity. Although still subjected to the sensitivity of the algorithms and biomarkers employed, our results might contribute to the development of preventive therapeutic interventions. Nature Publishing Group 2016-06-21 /pmc/articles/PMC4919512/ /pubmed/27327500 http://dx.doi.org/10.1038/ncomms11934 Text en Copyright © 2016, Nature Publishing Group, a division of Macmillan Publishers Limited. All Rights Reserved. http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article's Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Iturria-Medina, Y.
Sotero, R. C.
Toussaint, P. J.
Mateos-Pérez, J. M.
Evans, A. C.
Early role of vascular dysregulation on late-onset Alzheimer's disease based on multifactorial data-driven analysis
title Early role of vascular dysregulation on late-onset Alzheimer's disease based on multifactorial data-driven analysis
title_full Early role of vascular dysregulation on late-onset Alzheimer's disease based on multifactorial data-driven analysis
title_fullStr Early role of vascular dysregulation on late-onset Alzheimer's disease based on multifactorial data-driven analysis
title_full_unstemmed Early role of vascular dysregulation on late-onset Alzheimer's disease based on multifactorial data-driven analysis
title_short Early role of vascular dysregulation on late-onset Alzheimer's disease based on multifactorial data-driven analysis
title_sort early role of vascular dysregulation on late-onset alzheimer's disease based on multifactorial data-driven analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4919512/
https://www.ncbi.nlm.nih.gov/pubmed/27327500
http://dx.doi.org/10.1038/ncomms11934
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