Gray matter network disruptions and amyloid beta in cognitively normal adults

  • Betty M. Tijms*
  • , Mara ten Kate
  • , Alle Meije Wink
  • , Pieter Jelle Visser
  • , Mirian Ecay
  • , Montserrat Clerigue
  • , Ainara Estanga
  • , Maite Garcia Sebastian
  • , Andrea Izagirre
  • , Jorge Villanua
  • , Pablo Martinez Lage
  • , Wiesje M. van der Flier
  • , Philip Scheltens
  • , Ernesto Sanz Arigita
  • , Frederik Barkhof
  • *Corresponding author for this work

Research output: Contribution to journalArticleAcademicpeer-review

Abstract

Gray matter networks are disrupted in Alzheimer's disease (AD). It is unclear when these disruptions start during the development of AD. Amyloid beta 1-42 (A beta(42)) is among the earliest changes in AD. We studied, in cognitively healthy adults, the relationship between A beta(42) levels in cerebrospinal fluid (CSF) and single-subject cortical gray matter network measures. Single-subject gray matter networks were extracted from structural magnetic resonance imaging scans in a sample of cognitively healthy adults (N = 185; age range 39-79, mini-mental state examination >25, N = 12 showed abnormal A beta(42) <550 pg/mL). Degree, clustering coefficient, and path length were computed at whole brain level and for 90 anatomical areas. Associations between continuous A beta(42) CSF levels and single-subject cortical gray matter network measures were tested. Smoothing splines were used to determine whether a linear or nonlinear relationship gave a better fit to the data. Lower A beta(42) CSF levels were linearly associated at whole brain level with lower connectivity density, and nonlinearly with lower clustering values and higher path length values, which is indicative of a less-efficient network organization. These relationships were specific to medial temporal areas, precuneus, and the middle frontal gyrus (all p <0.05). These results suggest that mostly within the normal spectrum of amyloid, lower A beta(42) levels can be related to gray matter networks disruptions.
Original languageEnglish
Pages (from-to)154-160
Number of pages7
JournalNeurobiology of Aging
Volume37
DOIs
Publication statusPublished - Jan 2016

Keywords

  • Alzheimer's disease
  • Cognitively normal adults
  • Amyloid beta
  • Single-subject
  • Gray matter
  • Graph theory
  • MRI

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