4.5 Article

Integration and relative value of biomarkers for prediction of MCI to AD progression: Spatial patterns of brain atrophy, cognitive scores, APOE genotype and CSF biomarkers

Journal

NEUROIMAGE-CLINICAL
Volume 4, Issue -, Pages 164-173

Publisher

ELSEVIER SCI LTD
DOI: 10.1016/j.nicl.2013.11.010

Keywords

Early Alzheimer's disease; Biomarkers of AD; Magnetic resonance imaging; Dementia; Mild cognitive impairment; Cerebrospinal fluid; Amyloid

Categories

Funding

  1. NIH [R01-AG-14971, AG10124, AG24904, AG028018, AG040271, NIMH T32MH065218, P30 AG010129, K01 AG030514]
  2. Alfonso Martin Escudero Foundation
  3. Alzheimer's Disease Neuroimaging Initiative (ADNI) (National Institutes of Health Grant) [U01 AG024904]
  4. National Institute on Aging
  5. National Institute of Biomedical Imaging and Bioengineering
  6. Canadian Institutes of Health Research
  7. Northern California Institute for Research and Education

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This study evaluates the individual, as well as relative and joint value of indices obtained from magnetic resonance imaging (MRI) patterns of brain atrophy (quantified by the SPARE-AD index), cerebrospinal fluid (CSF) biomarkers, APOE genotype, and cognitive performance (ADAS-Cog) in progression from mild cognitive impairment (MCI) to Alzheimer's disease (AD) within a variable follow-up period up to 6 years, using data from the Alzheimer's Disease Neuroimaging Initiative-1 (ADNI-1). SPARE-AD was first established as a highly sensitive and specific MRI-marker of AD vs. cognitively normal (CN) subjects (AUC = 0.98). Baseline predictive values of all aforementioned indices were then compared using survival analysis on 381 MCI subjects. SPARE-AD and ADAS-Cog were found to have similar predictive value, and their combination was significantly better than their individual performance. APOE genotype did not significantly improve prediction, although the combination of SPARE-AD, ADAS-Cog and APOE epsilon 4 provided the highest hazard ratio estimates of 17.8 (last vs. first quartile). In a subset of 192 MCI patients who also had CSF biomarkers, the addition of A beta(1-42), t-tau, and p-tau(181p) to the previous model did not improve predictive value significantly over SPARE-AD and ADAS-Cog combined. Importantly, in amyloid-negative patients with MCI, SPARE-AD had high predictive power of clinical progression. Our findings suggest that SPARE-AD and ADAS-Cog in combination offer the highest predictive power of conversion from MCI to AD, which is improved, albeit not significantly, by APOE genotype. The finding that SPARE-AD in amyloid-negative MCI patients was predictive of clinical progression is not expected under the amyloid hypothesis and merits further investigation. (C) 2013 The Authors. Published by Elsevier Inc. All rights reserved.

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