Probabilistic white matter and fiber tract atlas construction

E. C. Robinson, D. Rueckert, A. Hammers, A. D. Edwards

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

1 Scopus citations

Abstract

In this paper we describe a framework for creating a probabilistic white matter atlas from diffusion MR images. The approach is based on sampling from the posterior distributions of the parameters of the local model of diffusion and transforming them to a common coordinate space using non-rigid registration. These transformed distributions are then combined to form population distributions of the local fibre direction at each voxel from which a large number of samples are drawn to create an atlas. Next a fibre tract atlas is created by performing probabilistic tractography, between 83 anatomical regions of interest, where the resulting tracts represent the most likely trajectory of pathways for the population. The atlas is created for an entire population 171 subjects ranging from 20-90 years. Statistical comparison of FA in the atlas co-ordinate space allows comparison of diffusion properties across the population without bias from differences in the anatomy. We perform permutation testing of FA within tracts propagated from the temporal lobe and demonstrate significant differences between male and female populations.

Original languageEnglish
Title of host publication2010 7th IEEE International Symposium on Biomedical Imaging
Subtitle of host publicationFrom Nano to Macro, ISBI 2010 - Proceedings
Pages1153-1156
Number of pages4
DOIs
StatePublished - 2010
Externally publishedYes
Event7th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2010 - Rotterdam, Netherlands
Duration: 14 Apr 201017 Apr 2010

Publication series

Name2010 7th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2010 - Proceedings

Conference

Conference7th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2010
Country/TerritoryNetherlands
CityRotterdam
Period14/04/1017/04/10

Keywords

  • Atlasing
  • Diffusion tractography

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