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Director field analysis to explore local white matter geometric structure in diffusion MRI

  • Jian Cheng*
  • , Peter J. Basser
  • *此作品的通讯作者
  • National Institutes of Health

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

In diffusion MRI, a tensor field or a spherical function field, e.g., an Orientation Distribution Function (ODF) field, are estimated from measured diffusion weighted images. In this paper, inspired by microscopic theoretical treatment of phases in liquid crystals, we introduce a novel mathematical framework, called Director Field Analysis (DFA), to study local geometric structural information of white matter from the estimated tensor field or spherical function field. (1)We propose Orientational Order (OO) and Orientational Dispersion (OD) indices to describe the degree of alignment and dispersion of a spherical function in each voxel; (2) We estimate a local orthogonal coordinate frame in each voxel with anisotropic diffusion; (3) Finally, we define three indices to describe three types of orientational distortion (splay, bend, and twist) in a local spatial neighborhood, and a total distortion index to describe distortions of all three types. To our knowledge, this is the first work to quantitatively describe orientational distortion (splay, bend, and twist) in diffusion MRI. The proposed scalar indices are useful to detect local geometric changes of white matter for voxel-based or tract-based analysis in both DTI and HARDI acquisitions.

源语言英语
主期刊名Information Processing in Medical Imaging - 25th International Conference, IPMI 2017, Proceedings
编辑Hongtu Zhu, Marc Niethammer, Martin Styner, Hongtu Zhu, Dinggang Shen, Pew-Thian Yap, Stephen Aylward, Ipek Oguz
出版商Springer Verlag
427-439
页数13
ISBN(印刷版)9783319590493
DOI
出版状态已出版 - 2017
已对外发布
活动25th International Conference on Information Processing in Medical Imaging, IPMI 2017 - Boone, 美国
期限: 25 6月 201730 6月 2017

出版系列

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
10265 LNCS
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议25th International Conference on Information Processing in Medical Imaging, IPMI 2017
国家/地区美国
Boone
时期25/06/1730/06/17

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