Alternative diffusion anisotropy measures for the investigation of white matter alterations in 22q11.2 deletion syndrome

J.E. Villalon-Reina*, C.R.K. Ching, D. Kothapalli, D.Q. Sun, T. Nir, A. Lin, J.K. Forsyth, L. Kushan, A. Vajdi, M. Jalbrzikowski, L. Hansen, R.K. Jonas, T. van Amelsvoort, G. Bakker, W.R. Kates, K.M. Antshel, W. Fremont, L.E. Campbell, K.L. McCabe, E. DalyM. Gudbrandsen, C. Murphy, D. Murphy, M. Craig, B. Emanuel, D. McDonald-McGinn, K. Ruparel, D. Roalf, R.E. Gur, J.E. Schmitt, T.J. Simon, N.J. Goodrich-Hunsaker, C.A. Durdle, J. Doherty, A.C. Cunningham, M. van den Bree, D.E.J. Linden, M. Owen, H. Moss, N. Jahanshad, C.E. Bearden, P.M. Thompson

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

Abstract

Diffusion MRI (dMRI) is widely used to study the brain's white matter (WM) microstructure in a range of psychiatric and neurological diseases. As the diffusion tensor model has limitations in brain regions with crossing fibers, novel diffusion MRI reconstruction models may offer more accurate measures of tissue properties, and a better understanding of the brain abnormalities in specific diseases. Here we studied a large sample of 249 participants with 22q11.2 deletion syndrome (22q11DS), a neurogenetic condition associated with high rates of developmental neuropsychiatric disorders, and 224 age-matched healthy controls (HC) (age range: 8-35 years). Participants were scanned with dMRI at eight centers worldwide. Using a meta-analytic approach, we assessed the profile of group differences in four diffusion anisotropy measures to better understand the patterns of WM microstructural abnormalities and evaluate their consistency across alternative measures. When assessed in atlas-defined regions of interest, we found statistically significant differences for all anisotropy measures, all showing a widespread but not always coinciding pattern of effects. The tensor distribution function fractional anisotropy (TDF-FA) showed largest effect sizes all in the same direction (greater anisotropy in 22q11DS than HC). Fractional anisotropy based on the tensor model (FA) showed the second largest effect sizes after TDF-FA; some regions showed higher mean values in 22q11DS, but others lower. Generalized fractional anisotropy (GFA) showed the opposite pattern to TDF-FA with most regions showing lower anisotropy in 22q11DS versus HC. Anisotropic power maps (AP) showed the lowest effect sizes also with a mixed pattern of effects across regions. These results were also consistent across skeleton projection methods, with few differences when projecting anisotropy values from voxels sampled on the FA map or projecting values from voxels sampled from each anisotropy map. This study highlights that different mathematical definitions of anisotropy may lead to different profiles of group differences, even in large, well-powered population studies. Further studies of biophysical models derived from multi-shell dMRI and histological validations may help to understand the sources of these differences. 22q11DS is a promising model to study differences among novel anisotropy/dMRI measures, as group differences are relatively large and there exist animal models suitable for histological validation.
Original languageEnglish
Title of host publication14TH INTERNATIONAL SYMPOSIUM ON MEDICAL INFORMATION PROCESSING AND ANALYSIS
EditorsEduardo Romero, Natasha Lepore, Jorge Brieva
PublisherSPIE-INT SOC OPTICAL ENGINEERING
Number of pages14
Volume10975
ISBN (Print)9781510626065
DOIs
Publication statusPublished - 2018
Event14th International Symposium on Medical Information Processing and Analysis - MEXICO
Duration: 24 Oct 201826 Oct 2018

Publication series

SeriesProceedings of SPIE
Volume10975
ISSN0277-786X

Symposium

Symposium14th International Symposium on Medical Information Processing and Analysis
Period24/10/1826/10/18

Keywords

  • Diffusion MRI
  • dMRI
  • white matter
  • diffusion anisotropy
  • 22q11.2 deletion syndrome
  • TENSOR
  • BRAIN
  • PREVALENCE
  • DISORDERS
  • CHILDHOOD

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