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

Publication ,  Journal Article
Iturria-Medina, Y; Sotero, RC; Toussaint, PJ; Mateos-Pérez, JM; Evans, AC; Alzheimer’s Disease Neuroimaging Initiative,
Published in: Nat Commun
June 21, 2016

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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Published In

Nat Commun

DOI

EISSN

2041-1723

Publication Date

June 21, 2016

Volume

7

Start / End Page

11934

Location

England

Related Subject Headings

  • tau Proteins
  • Positron-Emission Tomography
  • Neuroimaging
  • Multivariate Analysis
  • Models, Statistical
  • Middle Aged
  • Male
  • Magnetic Resonance Imaging
  • Image Interpretation, Computer-Assisted
  • Humans
 

Citation

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Iturria-Medina, Y., Sotero, R. C., Toussaint, P. J., Mateos-Pérez, J. M., Evans, A. C., & Alzheimer’s Disease Neuroimaging Initiative, . (2016). Early role of vascular dysregulation on late-onset Alzheimer's disease based on multifactorial data-driven analysis. Nat Commun, 7, 11934. https://doi.org/10.1038/ncomms11934
Iturria-Medina, Y., R. C. Sotero, P. J. Toussaint, J. M. Mateos-Pérez, A. C. Evans, and A. C. Alzheimer’s Disease Neuroimaging Initiative. “Early role of vascular dysregulation on late-onset Alzheimer's disease based on multifactorial data-driven analysis.Nat Commun 7 (June 21, 2016): 11934. https://doi.org/10.1038/ncomms11934.
Iturria-Medina Y, Sotero RC, Toussaint PJ, Mateos-Pérez JM, Evans AC, Alzheimer’s Disease Neuroimaging Initiative. Early role of vascular dysregulation on late-onset Alzheimer's disease based on multifactorial data-driven analysis. Nat Commun. 2016 Jun 21;7:11934.
Iturria-Medina, Y., et al. “Early role of vascular dysregulation on late-onset Alzheimer's disease based on multifactorial data-driven analysis.Nat Commun, vol. 7, June 2016, p. 11934. Pubmed, doi:10.1038/ncomms11934.
Iturria-Medina Y, Sotero RC, Toussaint PJ, Mateos-Pérez JM, Evans AC, Alzheimer’s Disease Neuroimaging Initiative. Early role of vascular dysregulation on late-onset Alzheimer's disease based on multifactorial data-driven analysis. Nat Commun. 2016 Jun 21;7:11934.

Published In

Nat Commun

DOI

EISSN

2041-1723

Publication Date

June 21, 2016

Volume

7

Start / End Page

11934

Location

England

Related Subject Headings

  • tau Proteins
  • Positron-Emission Tomography
  • Neuroimaging
  • Multivariate Analysis
  • Models, Statistical
  • Middle Aged
  • Male
  • Magnetic Resonance Imaging
  • Image Interpretation, Computer-Assisted
  • Humans