Extension and refinement of the predictive value of different classes of markers in ADNI: four-year follow-up data

Alzheimers Dement. 2014 Nov;10(6):704-12. doi: 10.1016/j.jalz.2013.11.009. Epub 2014 Mar 6.

Abstract

Background: This study examined the predictive value of different classes of markers in the progression from mild cognitive impairment (MCI) to Alzheimer's disease (AD) over an extended 4-year follow-up in the Alzheimer's Disease Neuroimaging Initiative (ADNI) database.

Methods: MCI patients were assessed for clinical, cognitive, magnetic resonance imaging (MRI), positron emission tomography-fluorodeoxyglucose (PET-FDG), and cerebrospinal fluid (CSF) markers at baseline and were followed on a yearly basis for 4 years to ascertain progression to AD. Logistic regression models were fitted in clusters, including demographics, APOE genotype, cognitive markers, and biomarkers (morphometric, PET-FDG, CSF, amyloid-β, and tau).

Results: The predictive model at 4 years revealed that two cognitive measures, an episodic memory measure and a Clock Drawing screening test, were the best predictors of conversion (area under the curve = 0.78).

Conclusions: This model of prediction is consistent with the previous model at 2 years, thus highlighting the importance of cognitive measures in progression from MCI to AD. Cognitive markers were more robust predictors than biomarkers.

Keywords: Alzheimer's disease; CSF; Cognition; MRI; Mild cognitive impairment; PET-FDG.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Aged
  • Aged, 80 and over
  • Alzheimer Disease / cerebrospinal fluid*
  • Alzheimer Disease / complications*
  • Alzheimer Disease / diagnostic imaging
  • Amyloid beta-Peptides / cerebrospinal fluid
  • Apolipoproteins E / genetics
  • Cognitive Dysfunction / cerebrospinal fluid*
  • Cognitive Dysfunction / diagnostic imaging
  • Cognitive Dysfunction / etiology*
  • Disease Progression
  • Female
  • Fluorodeoxyglucose F18
  • Humans
  • Logistic Models
  • Longitudinal Studies
  • Magnetic Resonance Imaging
  • Male
  • Memory, Episodic
  • Middle Aged
  • Neuropsychological Tests
  • Positron-Emission Tomography
  • Psychiatric Status Rating Scales
  • tau Proteins / cerebrospinal fluid

Substances

  • Amyloid beta-Peptides
  • Apolipoproteins E
  • tau Proteins
  • Fluorodeoxyglucose F18