Quantification of the shape of fiber tracts

被引:52
作者
Batchelor, PG
Calamante, F
Tournier, JD
Atkinson, D
Hill, DLG
Connelly, A
机构
[1] UCL, Ctr Med Image Comp, London WC1E 6BT, England
[2] UCL, Inst Child Hlth, Radiol & Phys Unit, London WC1E 6BT, England
基金
英国惠康基金;
关键词
fiber tracking; curvature; torsion; link; Fourier descriptor; principal component analysis;
D O I
10.1002/mrm.20858
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
The fiber tracts generated using diffusion MRI are usually simply displayed and assessed visually for a specific clinical or medical research purpose. This paper proposes computational techniques that can be used to study the shape of the tracts and make interindividual comparisons. These methods make use of fundamental geometric invariants, such as curvatures and torsions, or Fourier descriptors, together with the link of a pair of curves. Intersubject comparisons only require that the starting and ending points of the tracts can be defined and do not require point-by-point correspondences such as obtained using image registration. Principal component analysis-based shape analysis is also investigated. The invariants are tested on simulations and in vivo datasets, and the scale dependence and noise sensitivity of the measures are assessed. The potential for these techniques to be used in neuroscience research and clinical applications is demonstrated.
引用
收藏
页码:894 / 903
页数:10
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