Constructing fiber atlases for functional ROIs via fMRI-guided DTI image registration

Tuo Zhang, Lei Guo, Hanbo Chen, Xintao Hu, Kaiming Li, Tianming Liu

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

Abstract

Quantitative mapping of the relationship between brain structure and function has emerged as an active research field in order to answer the question of whether brain structure can predict its function. In the literature, it is widely believed that a brain region's structural connectivity pattern largely determines the function it performs. Based on this premise, we used multimodal diffusion tensor imaging (DTI) and task-based fMRI data to perform fMRI-guided DTI image registration and built structural fiber atlases for functional brain Regions of Interests (ROIs). First, we used workingmemorytask-based fMRI-derived ROIs as the functional constraint to register DTI images into a template via an energy minimization procedure. Then, the regularity and variability of the warped white matter fibers for each ROI was quantitatively assessed, and it turns out that structural connection patterns for corresponding functional ROIs across different subjects are quite consistent. Therefore, we constructed the white matter fiber atlases for these functional ROIs, which can be used as intrinsic attributes of those ROIs for quantitative representation of cortical architecture. Our results provided evidence that there is deep-rooted regularity of the common human brain architecture and that structural connectivity is strongly correlated with brain function.

Original languageEnglish
Title of host publicationMultimodal Brain Image Analysis - Second International Workshop, MBIA 2012, Held in Conjunction with MICCAI 2012, Proceedings
Pages167-174
Number of pages8
DOIs
StatePublished - 2012
Event2nd International Workshop on Multimodal Brain Image Analysis, MBIA 2012, Held in Conjunction with the 15th International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI 2012 - Nice, France
Duration: 1 Oct 20125 Oct 2012

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume7509 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference2nd International Workshop on Multimodal Brain Image Analysis, MBIA 2012, Held in Conjunction with the 15th International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI 2012
Country/TerritoryFrance
CityNice
Period1/10/125/10/12

Keywords

  • DTI registration
  • fiber atlas
  • functional constraint

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