Classification of mild cognitive impairment and Alzheimer disease using model-based MR and magnetization transfer imaging

AJNR Am J Neuroradiol. 2013 Apr;34(4):740-6. doi: 10.3174/ajnr.A3307. Epub 2012 Oct 11.

Abstract

Background and purpose: Early stratification of degenerative processes is a prerequisite to warrant therapeutic options in prodromal Alzheimer disease. Our aim was to investigate differences in cerebral macromolecular tissue composition between patients with AD, mild cognitive impairment, and age- and sex-matched healthy controls by using model-based magnetization transfer with a binary spin-bath magnetization transfer model and magnetization transfer ratio at 1.5 T.

Materials and methods: We investigated patients with de novo AD (n=18), MCI (n=18), and CTRLs (n=18). A region-of-interest analysis of the entorhinal cortex, hippocampal head and body, insula, and temporal neocortex was performed with fuzzy clustering to associate every subregion to a cluster representative for each group.

Results: Cluster analysis achieved a concordance of 0.92 (50 of 54 subjects) between a combination of the calculated mMT parameters (kf,kr,T2r,F,T2f) in the entorhinal cortex and the neuropsychological diagnosis. The sensitivity and specificity for the discrimination of AD from MCI reached 1 and 0.94, with a positive predictive value of 0.95 and a negative predictive value of 1. Compared with mMT, the concordance for MTR was 0.83 (45 of 54 subjects) with a lower specificity of 0.5 and positive predictive value of 0.67 to discriminate patients with AD and MCI.

Conclusions: mMT imaging detects macromolecule-related alterations and allows an improved classification of patients with early AD and MCI compared with MTR.

Publication types

  • Comparative Study
  • Controlled Clinical Trial
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Aged
  • Aged, 80 and over
  • Alzheimer Disease / classification*
  • Alzheimer Disease / pathology*
  • Cluster Analysis
  • Cognitive Dysfunction / classification*
  • Cognitive Dysfunction / pathology*
  • Entorhinal Cortex / pathology
  • Feasibility Studies
  • Female
  • Hippocampus / pathology
  • Humans
  • Magnetic Resonance Imaging / methods*
  • Male
  • Memory Disorders / classification
  • Memory Disorders / pathology
  • Middle Aged
  • Neuropsychological Tests
  • Severity of Illness Index
  • Temporal Lobe / pathology