Early diagnosis of dementia based on intersubject whole-brain dissimilarities

2010 7th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2010 - Proceedings

Volumn , Issue , 2010, Pages 249-252

  Klein, S ^a   Loog, M ^b   Van Der Lijn, F ^a   Den Heijer, T ^a   Hammers, A ^c,d   De Bruijne, M ^a,e   Van Der Lugt, A ^a   Duin, R P W ^b   Breteler, M M B ^a   Niessen, W J ^a,f  

^a ERASMUS MEDICAL CENTER   (Netherlands)

^b Delft University of Technology ^*  (Netherlands)

^c HAMMERSMITH HOSPITAL   (United Kingdom)

^d CERMEP IMAGERIE DU VIVANT   (France)

^e UNIVERSITY OF COPENHAGEN   (Denmark)

^f DELFT UNIVERSITY OF TECHNOLOGY   (Netherlands)

Author keywords

Brain imaging; Classification; Dementia; Dissimilarity; Image registration

Indexed keywords

BRAIN IMAGING; BRAIN SCAN; BRAIN STRUCTURE; CLASSIFICATION ACCURACY; DEFORMATION FIELD; DISSIMILARITY MATRIX; DISSIMILARITY MEASURES; EARLY DIAGNOSIS; HEALTHY CONTROLS; IMAGING DATA; K-NN CLASSIFIER; LEAVE-ONE-OUT; NON-RIGID REGISTRATION ALGORITHMS; NONRIGID REGISTRATION; PATTERN RECOGNITION TECHNIQUES; SHAPE DIFFERENCE;

ALGORITHMS; IMAGE REGISTRATION; MEDICAL IMAGING; PATTERN RECOGNITION;

POPULATION STATISTICS;

EID: 77955225566     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISBI.2010.5490366     Document Type: Conference Paper

References (21)

1. E. Scarpini, P. Scheltens, and H. Feldman, "Treatment of Alzheimer's disease: current status and new perspectives, " Lancet Neurology, vol. 2, no. 9, pp. 539547, 2009.
2. P. Scheltens, N. Fox, F. Barkhof, and C. De Carli, "Structural magnetic resonance imaging in the practical assessment of dementia: beyond exclusion, " Lancet Neurology, vol. 1, no. 1, pp. 13-21, 2002.
3. T. den Heijer, M.I. Geerlings, F.E. Hoebeek, A. Hofman, P.J. Koudstaal, and M.M.B. Breteler, "Use of hippocampal and amygdalar volumes on magnetic resonance imaging to predict dementia in cognitively intact elderly people., " Arch. Gen. Psychiatry, vol. 63, no. 1, pp. 57-62, 2006.
4. D.P. Devanand, G. Pradhaban, X. Liu, A. Khandji, S. De Santi, S. Segal, H. Rusinek, G.H. Pelton, L.S. Honig, R. Mayeux, Y. Stern, M.H. Tabert, and M.J. de Leon, "Hippocampal and entorhinal atrophy in mild cognitive impairment: prediction of Alzheimer disease., " Neurology, vol. 68, no. 11, pp. 828-836, 2007.
5. L.W. de Jong, K. van der Hiele, I.M. Veer, J.J. Houwing, R.G.J. Westendorp, E.L.E.M. Bollen, P.W. de Bruin, H.A.M. Middelkoop, M.A. van Buchem, and J. van der Grond, "Strongly reduced volumes of putamen and thalamus in Alzheimer's disease: an MRI study, " Brain, vol. 131, pp. 3277-3285, 2008.
6. L. Ferrarini, W.M. Palm, H. Olofsen, R. van der Landen, M.A. van Buchem, J.H.C. Reiber, and F. Admiraal-Behloul, "Ventricular shape biomarkers for Alzheimer's disease in clinical MR images, " Magnetic Resonance in Medicine, vol. 59, pp. 260-267, 2008.
7. E. Pȩkalska and R.P.W. Duin, The Dissimilarity Representation for Pattern Recognition, Foundations and Applications, World Scientific, Singapore, 2005.
8. T. den Heijer, S.E. Vermeer, R. Clarke, M. Oudkerk, P.J. Koudstaal, A. Hofman, and M.B. Breteler, "Homocysteine and brain atrophy on MRI of non-demented elderly., " Brain, vol. 126, no. Pt 1, pp. 170-175, 2003. (Pubitemid 36068567)
9. J.G. Sled, A.P. Zijdenbos, and A.C. Evans, "A nonparametric method for automatic correction of intensity nonuniformity in MRI data., " IEEE Transactions on Medical Imaging, vol. 17, no. 1, pp. 87-97, 1998.
10. T. Rohlfing, C.R. Maurer Jr., D.A Bluemke, and M.A. Jacobs, "Volume-preserving nonrigid registration of MR breast images using free-form deformation with an incompressibility constraint, " IEEE Transactions on Medical Imaging, vol. 22, no. 6, pp. 730-741, 2003.
11. A. Hammers, R. Allom, M.J. Koepp, S.L. Free, R. Myers, L. Lemieux, T.N. Mitchell, D.J. Brooks, and J.S. Duncan, "Three-dimensional maximum probability atlas of the human brain, with particular reference to the temporal lobe, " Human Brain Mapping, vol. 19, no. 4, pp. 224-247, 2003.
12. S. Klein, M. Staring, K. Murphy, M.A. Viergever, and J.P.W. Pluim, "elastix: a toolbox for intensity-based medical image registration, " IEEE Transactions on Medical Imaging, vol. 29, no. 1, pp. 196-205, 2010.
13. P. Thévenaz and M. Unser, "Optimization of mutual information for multiresolution image registration, " IEEE Transactions on Image Processing, vol. 9, no. 12, pp. 2083-2099, 2000.
14. S. Klein, J.P.W. Pluim, M. Staring, and M.A. Viergever, "Adaptive stochastic gradient descent optimisation for image registration, " International Journal of Computer Vision, vol. 81, no. 3, pp. 227-239, 2009.
15. D. Rueckert, L.I. Sonoda, C. Hayes, D.L.G. Hill, M.O. Leach, and D.J. Hawkes, "Nonrigid registration using free-form deformations: Application to breast MR images, " IEEE Transactions on Medical Imaging, vol. 18, no. 8, pp. 712-721, 1999. (Pubitemid 32262025)
16. S. Klein, U.A. van der Heide, I.M. Lips, M. van Vulpen, M. Staring, and J.P.W. Pluim, "Automatic segmentation of the prostate in 3D MR images by atlas matching using localized mutual information, " Medical Physics, vol. 35, no. 4, pp. 1407-1417, 2008.
17. M.I. Miller, C.E. Priebe, A. Qiu, B. Fischl, A. Kolasny, T. Brown, Y. Park, T. Ratnanather, E. Busa, J. Jovicich, P. Yu, B.C. Dickerson, R.L. Buckner, and the Morphometry BIRN, "Collaborative computational anatomy - an MRI morphometry study of the human brain via diffeomorphic metric mapping, " Human Brain Mapping, vol. 30, no. 7, pp. 2132-2141, 2009.
18. F. van der Lijn, T. den Heijer, M.M.B. Breteler, and W.J. Niessen, "Hippocampus segmentation in MR images using atlas registration, voxel classification, and graph cuts, " NeuroImage, vol. 43, no. 4, pp. 708-720, 2008.
19. S. Klöppel, C.M. Stonnington, C. Chu, B. Draganski, R.I. Scahill, J.D. Rohrer, N.C. Fox, C.R. Jack Jr., J.A. Ashburner, and R.S.J. Frackowiak, "Automatic classification of MR scans in Alzheimer's disease, " Brain, vol. 131, no. 3, pp. 681-689, 2008.
20. S. Duchesne, A. Caroli, C. Geroldi, C. Barillot, G.B. Frisoni, and D.L. Collins, "MRI-based automated computer classification of probable AD versus normal controls, " IEEE Transactions on Medical Imaging, vol. 27, no. 4, pp. 509-520, 2008.
21. T. Rohlfing, R. Brandt, R. Menzel, and C.R. Maurer Jr., "Evaluation of atlas selection strategies for atlas-based image segmentation with application to confocal microscopy images of bee brains, " NeuroImage, vol. 21, no. 4, pp. 1428-1442, 2004.