SPHARM-based shape analysis of hippocampus for lateralization in mesial temporal lobe epilepsy

Proceedings - 2010 18th Iranian Conference on Electrical Engineering, ICEE 2010

Volumn , Issue , 2010, Pages 39-44

  Esmaeil Zadeh, Mohammad ^a   Soltanian Zadeh, Hamid ^a,b   Jafari Khouzani, Kourosh ^b  

^a UNIVERSITY OF TEHRAN   (Iran)

^b HENRY FORD HOSPITAL   (United States)

Author keywords

3D representation and registration; Hippocampus shape analysis; Magnetic resonance imaging (MRI); Mesial temporal lobe epilepsy (mTLE); Spherical harmonics

Indexed keywords

3D REPRESENTATION AND REGISTRATION; BRAIN STRUCTURE; FEATURE SELECTION METHODS; FEATURE SPACE; LATERALIZATION; MEDICAL IMAGE ANALYSIS; MULTISCALES; PRACTICAL METHOD; PRINCIPAL COMPONENTS; SHAPE ANALYSIS; SHAPE COMPARISON; SPHERICAL HARMONICS; TEMPORAL LOBE EPILEPSY; VOLUMETRIC METHODS;

DEFORMATION; DIAGNOSIS; ELECTRICAL ENGINEERING; EVOLUTIONARY ALGORITHMS; FEATURE EXTRACTION; HARMONIC ANALYSIS; IMAGE ANALYSIS; MAGNETIC RESONANCE; MAGNETIC RESONANCE IMAGING; MEDICAL IMAGING; SPHERES; VOLUMETRIC ANALYSIS;

THREE DIMENSIONAL;

EID: 77954997661     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IRANIANCEE.2010.5507109     Document Type: Conference Paper

References (31)

1. J. Csernansky, S. Joshi, L. Wang, J. Haller, and et al., "Hippocampal morphometry in schizophrenia via high dimensional brain mapping," in Proc. Natl. Acad. Sci. USA 95, Sep. 1998, pp 11406-11411.
2. C. Oppenheim, D. Dormont, A. Biondi, S. Lehericy, and et al., "Loss of digitations of the hippocampal head on high-resolution fast spin-echo MR: a sign of mesial temporal sclerosis,"AJNR AmJNeuroradiol, vol. 19, pp. 457-463, 1998.
3. A. Convit, M.J. De Leon, C. Tarshish, S. De Santi, and et al., "Specific hippocampal volume reductions in individuals at risk for Alzheimer's disease," Neurobiol. Aging, vol 18, pp. 131-138, 1997.
4. H.M. Duvernoy, The Human Hippocampus, 3rd ed., Berlin Heidelberg, Germany: Springer-Verlag, 2005.
5. K.J. Anstey and J.J. Maller, "The role of volumetric MRI in understanding mild cognitive impairment and similar classifications," Aging & Mental Health, vol. 7(4), pp. 238-250, 2003.
6. S. Joshi, M Miller, and U. Grenander, "On the geometry and shape of brain sub-manifolds," Pat. Rec. Art. Intel., vol. 11, pp. 1317-1343, 1997.
7. J.G. Csernansky, L. Wang, D.J. Jones, D. Rastogi-Cru, and et al., "Hippocampal deformities in schizophrenia characterized by high dimensional brain mapping," Am. J. Psychiatry, vol. 159, pp. 1-7, December 2002.
8. F.L. Bookstein, "Shape and the Information in Medical Images: A Decade of the Morphometric Synthesis," Comp. Vision and Image Under., vol. 66, no. 2, pp. 97-118, May 1997.
9. I.L. Dryden and K.V. Mardia, "Multivariate shape analysis," Sankhya, vol. 55, pp. 460-480, 1993.
10. T. Cootes, C.J. Taylor, D.H. Cooper, and J. Graham, "Active shape models - their training and application," Comp. Vis. Image Under., vol. 61, pp. 38-59, 1995.
11. M. Styner, G. Gerig, J. Lieberman, D. Jones, and D. Weinberger, "Statistical shape analysis of neuroanatomical structures based on medial models," Medical Image Analysis, vol. 7, no. 3, pp. 207-220, 2003.
12. P. Golland,W.E.L. Grimson, and R. Kikinis, "Statistical shape analysis using fixed topology skeletons: Corpus callosum study," in IPMI, 1999, pp. 382-388.
13. C. Brechbühler, G. Gerig, and O. Kübler, "Parametrization of closed surfaces for 3-D shape description," Comp. Vis. Graph. Image Process., vol. 61(2), pp. 154-170, 1995.
14. P. Schröder and W. Sweldens, "Spherical wavelets: Efficiently representing functions on the sphere," in Proc. Computer Graphics Proc. (SIGGRAPH 95), 1995, pp. 161-172.
15. Y. Shi, R. Lai, K. Kern, N. Sicotte, and et al., "Harmonic Surface Mapping with Laplace-Beltrami Eigenmaps," in MICCAI'2008, lecture notes in computer science, vol. 5242 , pp. 147-154, Berlin: Springer, 2008.
16. M. Styner, J.A. Lieberman, D. Pantazis, and G. Gerig, "Boundary and Medial Shape Analysis of the Hippocampus in Schizophrenia," Med. Image Anal., vol. 8(3), pp. 197-203, Sep. 2004.
17. Z. Zhao, W.D. Taylor, M. Styner, D.C. Steffens, and et al., "Hippocampus Shape Analysis and Late-Life Depression," PLos ONE, vol. 3(3), e1837, 2008.
18. M. J. McKeown, A. Uthama, R. Abugharbieh, S. Palmer, and et al., "Shape (but not volume) changes in the thalami in Parkinson disease," BMC Neurology, 2008m 8:8.
19. L. Shen, J. Ford, F. Makedon, and A. Saykin, "A surface-based approach for classification of 3D neuroanatomic structures," Intelligent Data Analysis, vol. 8(6), pp. 519-542, 2004.
20. L. Shen, A.J. Saykin, M.K. Chung, and H. Huang, "Morphometric analysis of hippocampal shape in mild cognitive impairment: an imaging genetics study," in IEEE 7th international symposium on bioinformatics and bioengineering 2007, pp. 211-217.
21. L. Shen, H. Farid, and M.A. McPeek, "Modeling 3-dimensional morphological structures using spherical harmonics." Evolution vol. 63(4), pp. 1003-1016, 2009.
22. E. Gerardin, G. Chételat, M. Chupin, R. Cuingnet, and et al., "Multidimensional classification of hippocampal shape features discriminates Alzheimer's disease and mild cognitive impairment from normal aging," Neuroimage, vol. 47, pp. 1476-1486, 2009.
23. A. M. Dam, "Epilepsy and Neuron Loss in the Hippocampus," Epilepsia, vol. 21, pp. 617-629, 1980.
24. E.R. Hogan, L. Wang, M.E. Bertrand, L.J. Willmore, and et al., "Predictive Value of Hippocampal MR Imaging-Based High- Dimensional Mapping in Mesial Temporal Epilepsy: Preliminary Findings," AJNR AmJNeuroradiol, vol. 27, pp. 2149-2154, 2006.
25. S.R. Das, D. Mechanic-Hamilton, M. Korczykowski, J. Pluta, and et al., "Structure Specific Analysis of the Hippocampus in Temporal Lobe Epilepsy," Hippocampus,vol. 19, pp. 517-525, 2009.
26. S. Kodipaka, B.C. Vemuri, A. Rangarajan, C.M. Leonard, and et al., "Kernel Fisher discriminant for shape-based classification in epilepsy," Med. Image Anal., vol. 11, pp. 79-90, 2007.
27. N. A. Lord, J. Ho, B.C. Vemuri, and S. Eisenschenk, "Simultaneous Registration and Parcellation of Bilateral Hippocampal Surface Pairs for Local Asymmetry Quantification," IEEE Trans. Med. Imaging, vol. 26, no. 4, Apr 2007.
28. M. Jenkinson, P. Bannister, M. Brady, and S. Smith, "Improved Methods for the Registration and Motion Correction of Brain Images," NeuroImage, vol. 17, No. 2, pp. 825-841, 2002.
29. G. Burel and H. Hénocq, "Three-dimensional invariants and their application to object recognition," Sig. Process., vol. 45(1): pp. 1-22, July 1995.
30. S. Theodoridis and K. Koutroumbas, Pattern Recognition, 3rd ed., Academic Press, Inc., Orlando, FL, 2006.
31. P.H. Kvam and B. Vidakovic, Nonparametric Statistics with Applications to Science and Engineering, John Wiley & Sons, Inc., Publication, pp. 115-139, 2007.