DocumentCode :
2292474
Title :
Studying brain morphometry using conformal equivalence class
Author :
Wang, Yalin ; Dai, Wei ; Chou, Yi-Yu ; Gu, Xianfeng ; Chan, Tony F. ; Toga, Arthur W. ; Thompson, Paul M.
Author_Institution :
Dept of Neurology/Math, UCLA, Los Angeles, CA, USA
fYear :
2009
fDate :
Sept. 29 2009-Oct. 2 2009
Firstpage :
2365
Lastpage :
2372
Abstract :
Two surfaces are conformally equivalent if there exists a bijective angle-preserving map between them. The Teichmüller space for surfaces with the same topology is a finite-dimensional manifold, where each point represents a conformal equivalence class, and the conformal map is homotopic to the identity map. In this paper, we propose a novel method to apply conformal equivalence based shape index to study brain morphometry. The shape index is defined based on Teichmüller space coordinates. It is intrinsic, and invariant under conformal transformations, rigid motions and scaling. It is also simple to compute; no registration of surfaces is needed. Using the Yamabe flow method, we can conformally map a genus-zero open boundary surface to the Poincaré disk. The shape indices that we compute are the lengths of a special set of geodesics under hyperbolic metric. By computing and studying this shape index and its statistical behavior, we can analyze differences in anatomical morphometry due to disease or development. Study on twin lateral ventricular surface data shows it may help detect generic influence on lateral ventricular shapes. In leave-one-out validation tests, we achieved 100% accurate classification (versus only 68% accuracy for volume measures) in distinguishing 11 HIV/AIDS individuals from 8 healthy control subjects, based on Teichmüller coordinates for lateral ventricular surfaces extracted from their 3D MRI scans.Our conformal invariants, the Teichmüller coordinates, successfully classified all lateral ventricular surfaces, showing their promise for analyzing anatomical surface morphometry.
Keywords :
biomedical MRI; brain models; diseases; medical computing; statistical analysis; 3D MRI scans; HIV-AIDS individuals; Poincare disk; Teichmilller coordinates; Teichmilller space coordinates; Yamabe flow method; anatomical morphometry; anatomical surface morphometry; brain morphometry; conformal equivalence based 3D shape index; conformal equivalence class; conformal transformations; disease; genus-zero open boundary surface; healthy control subjects; hyperbolic metric; lateral ventricular shapes; lateral ventricular surface data; leave-one-out validation tests; rigid motions; statistical analysis; Acquired immune deficiency syndrome; Coordinate measuring machines; Data mining; Diseases; Geophysics computing; Human immunodeficiency virus; Shape; Testing; Topology; Volume measurement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Vision, 2009 IEEE 12th International Conference on
Conference_Location :
Kyoto
ISSN :
1550-5499
Print_ISBN :
978-1-4244-4420-5
Electronic_ISBN :
1550-5499
Type :
conf
DOI :
10.1109/ICCV.2009.5459416
Filename :
5459416
Link To Document :
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