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

被引:847
作者
Iturria-Medina, Y. [1 ,2 ]
Sotero, R. C. [3 ,4 ]
Toussaint, P. J. [1 ,2 ]
Mateos-Perez, J. M. [1 ,2 ]
Evans, A. C. [1 ,2 ]
机构
[1] Montreal Neurol Inst, McConnell Brain Imaging Ctr, Dept Neurol & Neurosurg, Montreal, PQ H3A 2B4, Canada
[2] Ludmer Ctr NeuroInformat & Mental Hlth, Montreal, PQ H3A 2B4, Canada
[3] Univ Calgary, Dept Radiol, Calgary, AB T2N 4N1, Canada
[4] Univ Calgary, Hotchkiss Brain Inst, Calgary, AB T2N 4N1, Canada
来源
NATURE COMMUNICATIONS | 2016年 / 7卷
基金
美国国家卫生研究院; 加拿大健康研究院;
关键词
ACID-BINDING PROTEIN; BLOOD-BRAIN-BARRIER; CEREBROSPINAL-FLUID; MATRIX METALLOPROTEINASES; HYPOTHETICAL MODEL; HYPOMETABOLISM; PROGRESSION; BIOMARKERS; PATHOLOGIES; METABOLISM;
D O I
10.1038/ncomms11934
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Multifactorial mechanisms underlying late-onset Alzheimer's disease (LOAD) are poorly characterized from an integrative perspective. Here spatiotemporal alterations in brain amyloid-beta 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.
引用
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页数:14
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