Shape analysis of brain ventricles using SPHARM

被引:166
作者
Gerig, G [1 ]
Styner, M [1 ]
Jones, D [1 ]
Weinberger, D [1 ]
Lieberman, J [1 ]
机构
[1] Univ N Carolina, Dept Comp Sci, Chapel Hill, NC 27599 USA
来源
IEEE WORKSHOP ON MATHEMATICAL METHODS IN BIOMEDICAL IMAGE ANALYSIS, PROCEEDINGS | 2001年
关键词
D O I
10.1109/MMBIA.2001.991731
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Enlarged ventricular size and/or asymmetry have been found markers for psychiatric illness, including schizophrenia. However this morphometric feature is non-specific and occurs in many other brain diseases, and its variability in healthy controls is not sufficiently understood. We studied ventricular size and shape in 3D MRI (N=20) of monozygotic (N=5) and dizygotic (N=5) twin pairs. Left and right lateral, third and fourth ventricles were segmented from high-resolution Tlw SPGR MRI using supervised classification and 3D connectivity Surfaces of binary segmentations of left and right lateral ventricles were parametrized and described by a series expansion using spherical harmonics. Objects were aligned using the intrinsic coordinate system of the ellipsoid described by the first order expansion. The metric for pairwise shape similarity was the mean squared distance (MSD) between object surfaces. Without normalization for size, MZ twin pairs only showed a trend to have more similar lateral ventricles than DZ twins. After scaling by individual volumes, however, the pairwise shape difference between right lateral ventricles of MZ twins became very small with small group variance, differing significantly from DZ twin pairs. This finding suggests that there is new information in shape not represented by size, a property that might improve understanding of neurodevelopmental and neurodegenerative changes of brain objects and of heritability of size and shape of brain structures. The findings further suggest that alignment and normalization of objects are key issues in statistical shape analysis which need further exploration.
引用
收藏
页码:171 / 178
页数:8
相关论文
共 20 条
[1]   Genetic variability of human brain size and cortical gyral patterns [J].
Bartley, AJ ;
Jones, DW ;
Weinberger, DR .
BRAIN, 1997, 120 :257-269
[2]  
BLUM TO, 1967, MODELS PERCEPTION SP
[3]   PARAMETRIZATION OF CLOSED SURFACES FOR 3-D SHAPE-DESCRIPTION [J].
BRECHBUHLER, C ;
GERIG, G ;
KUBLER, O .
COMPUTER VISION AND IMAGE UNDERSTANDING, 1995, 61 (02) :154-170
[4]  
Brechbuhler CM, 1995, THESIS ETH ZURICH
[5]   Linking object boundaries at scale: A common mechanism for size and shape judgments [J].
Burbeck, CA ;
Pizer, SM ;
Morse, BS ;
Ariely, D ;
Zauberman, GS ;
Rolland, JP .
VISION RESEARCH, 1996, 36 (03) :361-372
[6]   3D BRAIN MAPPING USING A DEFORMABLE NEUROANATOMY [J].
CHRISTENSEN, GE ;
RABBITT, RD ;
MILLER, MI .
PHYSICS IN MEDICINE AND BIOLOGY, 1994, 39 (03) :609-618
[7]   Hippocampal morphometry in schizophrenia by high dimensional brain mapping [J].
Csernansky, JG ;
Joshi, S ;
Wang, L ;
Haller, JW ;
Gado, M ;
Miller, JP ;
Grenander, U ;
Miller, MI .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1998, 95 (19) :11406-11411
[8]   A computerized approach for morphological analysis of the corpus callosum [J].
Davatzikos, C ;
Vaillant, M ;
Resnick, SM ;
Prince, JL ;
Letovsky, S ;
Bryan, RN .
JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1996, 20 (01) :88-97
[9]  
GERIG G, 2001, IN PRESS MED IMAGE C
[10]  
Golland P, 1999, LECT NOTES COMPUT SC, V1613, P382