Multi-parametric classification of Alzheimer's disease and mild cognitive impairment: The impact of quantitative magnetization transfer MR imaging

NeuroImage

Volumn 48, Issue 4, 2009, Pages 657-667

  Kiefer, Claus ^a   Brockhaus, Lisa ^a   Cattapan Ludewig, Katja ^b   Ballinari, Pietro ^b   Burren, Yuliya ^b   Schroth, Gerhard ^a   Wiest, Roland ^a  

^a UNIVERSITY OF BERN   (Switzerland)

^b UNIVERSITY OF BERN   (Switzerland)

Author keywords

Amyloid ; Classification; Diffusion; Magnetization transfer; MCI

Indexed keywords

ADULT; AGED; ALZHEIMER DISEASE; ANALYTICAL PARAMETERS; ANISOTROPY; ARTICLE; CLINICAL ARTICLE; COGNITIVE DEFECT; CONTROLLED STUDY; DIAGNOSTIC VALUE; DIFFERENTIAL DIAGNOSIS; DISEASE CLASSIFICATION; DISEASE SEVERITY; FEMALE; FUZZY SYSTEM; HIPPOCAMPUS; HISTOGRAM; HUMAN; MALE; NEUROPSYCHOLOGICAL TEST; NUCLEAR MAGNETIC RESONANCE IMAGING; PRIORITY JOURNAL; QUANTITATIVE ANALYSIS; RADIOLOGICAL PARAMETERS;

AGED; ALGORITHMS; ALZHEIMER DISEASE; ANISOTROPY; CLUSTER ANALYSIS; COGNITION DISORDERS; COHORT STUDIES; DIFFUSION MAGNETIC RESONANCE IMAGING; FEMALE; FUZZY LOGIC; HIPPOCAMPUS; HUMANS; MAGNETIC RESONANCE IMAGING; MALE; MIDDLE AGED; MODELS, THEORETICAL; NEUROPSYCHOLOGICAL TESTS; PRINCIPAL COMPONENT ANALYSIS; SOFTWARE;

EID: 69249221270     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2009.07.005     Document Type: Article

References (76)

1. Alexander D.C., Pierpaoli C., Basser P.J., and Gee J.C. Spatial transformations of diffusion tensor magnetic resonance images. IEEE Trans. Med. Imag. 20 (2001) 1131-1139
2. Anderson T.W. Asymptotic theory for principal component analysis. Ann. Math. Stat. 34 (1963) 122-148
3. Anik Y., Iseri P., Demirci A., Komsuoglu S., and Inan N. Magnetization transfer ratio in early period of Parkinson disease. Acad. Radiol. 14 2 (2007) 189-192
4. Arnold S.E., Hyman B.T., Flory J., Damasio A.R., and Van Hoesen G.W. The topographical and neuroanatomical distribution of neurofibrillary tangles and neuritic plaques in the cerebral cortex of patients with Alzheimer's disease. Cereb. Cortex 1 1 (1991) 103-116
5. Balaban R.S., and Ceckler T.L. Magnetization transfer contrast in magnetic resonance imaging. Magn. Reson. Q. 8 (1992) 116-137
6. Bard Y. Nonlinear Parameter Estimation (1974), Academic Press
7. Belkin M., and Niyogi P. Semi-supervised learning on Riemannian manifolds. Mach. Learn. 56 1-3 (2004) 209-239
8. Benzinger T.L.S., Gregory D.M., Burkoth T.S., Miller-Auer H., Lynn D.G., Botto R.E., and Meredith S.C. Two-dimensional structure of β-amyloid(10-35) fibrils. Biochemistry 39 (2000) 3491-3499
9. Bezdek J. A convergence theorem for the fuzzy data clustering algorithms. IEEE Trans. Pattern Anal. Mach. Intell. PAMI-2 1-8 (1980)
10. Bezdek J., and James C. Fuzzy Models and Algorithms for Pattern Recognition and Image Processing (1999), Kluwer Academic Publishers, Boston
11. Blessed G., Tomlinson B.E., and Roth M. The association between quantitative measures of dementia and of senile change in the cerebral grey matter of elderly subjects. Br. J. Psychiatry 114 512 (1968) 797-811
12. Bloch F., Hansen W.W., and Packard M. Phys. Rev. 70 (1946) 474
13. Bozzali M., Franceschi M., and Falini A. Quantification of tissue damage in AD using diffusion tensor and magnetization transfer MRI. Neurology 57 6 (2001) 1135-1137
14. Braak H., and Braak E. Neuropathological stageing of Alzheimer-related changes. Acta Neuropathol. (Berl) 82 4 (1991) 239-259
15. Braak H., Braak E., and Bohl J. Staging of Alzheimer-related cortical destruction. Eur. Neurol. 33 6 (1993) 403-408
16. Brochet B., and Dousset V. Pathological correlates of magnetization transfer imaging abnormalities in animal models and humans with multiple sclerosis. Neurology 53 (1999) 12-17
17. Bussiere T., Friend P.D., and Sadeghi N. Stereologic assessment of the total cortical volume occupied by amyloid deposits and its relationship with cognitive status in aging and Alzheimer's disease. Neuroscience 112 1 (2002) 75-91
18. Caramelli P., Robitaille Y., and Laroche-Cholette A. Structural correlates of cognitive deficits in a selected group of patients with Alzheimer's disease. Neuropsychiatry Neuropsychol. Behav. Neurol. 11 4 (1998) 184-190
19. Cataldo A.M., Peterhoff C.M., Troncoso J.C., Gomez-Isla T., Hyman B.T., and Nixon R.A. Endocytic pathway abnormalities precede amyloid beta deposition in sporadic Alzheimer's disease and Down syndrome: differential effects of APOE genotype and presenilin mutations. Am. J. Pathol. 157 1 (2000) 277-286
20. Chandler M.J., Lacritz L.H., and Hynan L.S. A total score of the CERAD neuropsychological battery. Neurology 65 (2005) 102-106
21. Chang H., Yeung D.Y., and Xiong Y. Super-resolution through neighbor embedding. IEEE Computer Society Conference on Computer Vision and Pattern Recognition 1 (2004) 275-282
22. Deichmann, R., Haase, A., 1991. SMRM, "Book of Abstracts", 699.
23. Despa F., Fernández A., and Berry R.S. Dielectric modulation of biological water. Phys. Rev. Lett. PRL 93 228104 (2004)
24. Draper N.R., and Smith H. Applied Regression Analysis (1981), John Wiley and Sons
25. Falangola M.F., Dyakin V.V., Lee S.P., Bogart A., Babb J.S., Duff K., Nixon R., and Helpern J.A. Quantitative MRI reveals aging-associated T2 changes in mouse models of Alzheimer's disease. NMR Biomed. 20 3 (2007) 343-351
26. Fassbender K., Walter S., Kuhl S., Landmann R., Ishii K., and Bertsch T. The LPS receptor (CD14) links innate immunity with Alzheimer's disease. FASEB J. 18 (2004) 203-205
27. Ghahramani, Z., Hinton, G.E., 1996. The EM algorithm for mixtures of factor analyzers. Technical Report CRGTR-96-1, Department of Computer Science, University of Toronto.
28. Gomez-Isla T., Price J.L., McKeel D.W., Morris J.C., Growdon J.H., and Hyman B.T. Profound loss of layer II entorhinal cortex neurons occurs in very mild Alzheimer's disease. J. Neurosci. 16 14 (1996) 4491-4500
29. Gustafson D.E., and Kessel W.C. Fuzzy clustering with fuzzy covariance matrix. Proceedings of the IEEE CDC, San Diego (1979) 761-766
30. Haase A. Magn. Reson. Med. 13 (1990) 77-89
31. Hanyu H., Asano T., and Sakurai H. Diffusion-weighted and magnetization transfer imaging of the corpus callosum in Alzheimer's disease. J. Neurol. Sci. 167 1 (1999) 37-44
32. Hanyu H., Asano T., Iwamoto T., Takasaki M., Shindo H., and Abe K. Magnetization transfer measurements of the hippocampus in patients with Alzheimer's disease, vascular dementia, and other types of dementia. AJNR Am. J. Neuroradiol. 21 7 (2000) 1235-1242
33. Hanyu H., Asano T., Sakurai H., Takasaki M., Shindo H., and Abe K. Magnetization transfer measurements of the hippocampus in the early diagnosis of Alzheimer's disease. J. Neurol. Sci. 188 1-2 (2001) 79-84
34. Haroutunian V., Perl D.P., and Purohit D.P. Regional distribution of neuritic plaques in the nondemented elderly and subjects with very mild Alzheimer disease. Arch. Neurol. 55 9 (1998) 1185-1191
35. Hyman B.T., Van Horsen G.W., Damasio A.R., and Barnes C.L. Alzheimer's disease: cell-specific pathology isolates the hippocampal formation. Science 225 4667 (1984) 1168-1170
36. Hyman B.T., Van Hoesen G.W., and Damasio A.R. Memory-related neural systems in Alzheimer's disease: an anatomic study. Neurology 40 11 (1990) 1721-1730
37. Imon Y., Hanyu H., Iwamoto T., Takasaki M., and Abe K. Atrophy and magnetization transfer ratio of the corpus callosum in patients with Alzheimer's disease. Rinsho Shinkeigaku 38 12 (1998) 1014-1018
38. Ingber L. Very fast simulated re-annealing. Mathematical Computer Modelling 12 (1989) 967-973
39. Izenman A.J. Recent developments in nonparametric density estimation. J. Am. Stat. Assoc. 86 413 (1991) 205-224
40. Jack C.R., Petersen R.C., and Xu Y. Rates of hippocampal atrophy correlate with change in clinical status in aging and AD. Neurology 55 4 (2000) 484-489
41. Kabani N.J., Sled J.G., Shuper A., and Chertkow H. Regional magnetization transfer ratio changes in mild cognitive impairment. Magn. Reson. Med. 47 1 (2002) 143-148
42. Kalus P., Burri C., Slotboom J., Gralla J., Remonda L., Dierks T., Strik W., Schroth G., and Kiefer C. Volumetry and diffusion tensor imaging of hippocampal subregions in schizophrenia. Neuroreport 15 (2004) 867-871
43. Kalus P., Slotboom J., Gallinat J., Wiest R., Ozdoba C., Federspiel A., Strik W., Schroth G., and Kiefer C. The amygdala in schizophrenia: a trimodal magnetic resonance imaging study. Neurosci. Lett. 375 3 (2005) 151-156
44. Kalus P., Slotboom J., Gallinat J., Mahlberg R., Cattapan-Ludewig K., Wiest R., Nyffeler T., Buri C., Federspiel A., Kunz D., Schroth G., and Kiefer C. Examining the gateway to the limbic system with diffusion tensor imaging: the perforant pathway in dementia. Neuroimage 30 3 (2006) 713-720
45. Kiefer C., Slotboom J., Buri C., Gralla J., Remonda L., Dierks T., Strik W., Schroth G., and Kalus P. Differentiating hippocampal subregions by means of quantitative magnetization transfer and relaxometry: preliminary results. Neuroimage 23 (2004) 1093-1099
46. Kirsch S.J., Jacobs R.W., Butcher L.L., and Beatty J. Prolongation of magnetic resonance T2 time in hippocampus of human patients marks the presence and severity of Alzheimer's disease. Neurosci. Lett. 134 2 (1992) 187-190
47. Kohler S., Black S.E., and Sinden M. Memory impairments associated with hippocampal versus parahippocampal-gyrus atrophy: an MR volumetry study in Alzheimer's disease. Neuropsychologia 36 9 (1998) 901-914
48. Leski J. Towards a robust fuzzy clustering. Fuzzy Sets Syst. 137 (2003) 215-233
49. Liu Y., Walter S., Stagi M., Cherny D., Letiembre M., Schulz-Schaeffer W., Heine H., Penke B., Neumann H., and Fassbender K. LPS receptor (CD14): a receptor for phagocytosis of Alzheimer's amyloid peptide. Brain 128 (2005) 1778-1789
50. MacFall J.R., Wehrli F.W., Breger R.K., and Johnson G.A. Magn. Reson. Imag. 5 (1987) 209-220
51. McKhann G., Drachman D., Folstein M., Katzman R., Price D., and Stadlan E.M. Clinical diagnosis of Alzheimer's disease: report of the NINCDS-ADRDA work group under the auspices of department of health and human services task force on Alzheimer's disease. Neurology 34 7 (1984) 939-944
52. Mirra S.S., Hart M.N., and Terry R.D. Making the diagnosis of Alzheimer's disease. A primer for practicing pathologists. Arch. Pathol. Lab. Med. 117 2 (1993) 132-144
53. Mizutani T., and Kasahara M. Hippocampal atrophy secondary to entorhinal cortical degeneration in Alzheimer-type dementia. Neurosci. Lett. 222 2 (1997) 119-122
54. Morris J.C., Storandt M., and McKeel D.W. Cerebral amyloid deposition and diffuse plaques in "normal" aging: evidence for presymptomatic and very mild Alzheimer's disease. Neurology 46 3 (1996) 707-719
55. Naslund J., Haroutunian V., Mohs R., et al. Correlation between elevated levels of amyloid beta-peptide in the brain and cognitive decline. JAMA 283 12 (2000) 1571-1577
56. Parnetti L., Lanari A., Amici S., Gallai V., Vanmechelen E., and Hulstaert F. CSF phosphorylated tau is a possible marker for discriminating Alzheimer's disease from dementia with Lewy bodies. Neurol. Sci. 22 (2001) 77-78
57. Petersen R.C., Doody R., Kurz A., Mohs R.C., Morris J.C., Rabins P.V., Ritchie K., Rossor M., Thal L., and Winblad B. Current concepts in mild cognitive impairment. Arch. Neurol. 58 (2001) 1985-1992
58. Pruessner J.C., Li L.M., Serles W., Pruessner M., Collins D.L., Kabani N., Lupien S., and Evans A.C. Volumetry of hippocampus and amygdala with high-resolution MRI and three-dimensional analysis software: minimizing the discrepancies between laboratories. Cereb Cortex. 10 4 (2000) 433-442
59. Ridha H.B., Tozer D.J., Symms M.R., Stockton K.C., Lewis E.B., Siddique M.M., MacManus D.G., Rossor M.N., Fox N.C., and Tofts P.S. Quantitative magnetization transfer imaging in Alzheimer disease. Radiology 244 3 (2007) 832-837
60. Scheff S.W., Price D.A., Schmitt F.A., DeKosky S.T., and Mufson E.J. Synaptic alterations in CA1 in mild Alzheimer disease and mild cognitive impairment. Neurology 68 18 (2007) 1501-1508
61. Scheltens P., Launer L.J., Barkhof F., Weinstein H.C., and van Gool W.A. Visual assessment of medial temporal lobe atrophy on magnetic resonance imaging: interobserver reliability. J. Neurol. 242 9 (1995) 557-560
62. Schulman B.A., Kim P.S., Dobson C.M., and Redfield C. Nat. Struct. Biol. 6 (1997)
63. Sled J.G., and Pike G.B. Correction for B1 and B0 variations in quantitative T2 measurements using MRI. Magn. Reson. Med. 43 4 (2000) 589-593
64. Sled J.G., and Pike G.B. Quantitative interpretation of magnetization transfer in spoiled gradient echo MRI sequences. J. Magn. Reson. 145 (2000) 24-36
65. Sled J.G., and Pike G.B. Quantitative imaging of magnetization transfer exchange and relaxation properties in vivo using MRI. Magn. Reson. Med. 46 5 (2001) 923-931
66. Sled J.G., and Pike G.B. Regional variations in normal brain shown by quantitative magnetization transfer imaging. Magn. Reson. Med. 51 (2004) 299-303
67. Stanisz G.J., Yoon R.S., Joy M.L.G., and Henkelman R.M. Why does MTR change with neuronal depolarization?. Magn. Reson. Med. 47 (2002) 472-475
68. Tambasco N., Pel liccioli G.P., Chiarini P., Montanari G.E., Leone F., Mancini M.L., Paciaroni M., and Gallai V. Magnetization transfer changes of grey and white matter in Parkinson's disease. Neuroradiology 45 4 (2003) 224-230
69. Valiullina R., Furób I., Skirdaa V., and Kortunova P. NMR magnetization transfer as a tool for characterization of nanoporous materials. Magn. Reson. Imag. 21 (2003) 299-303
70. van der Flier W.M., van den Heuvel D.M., and Weverling-Rijnsburger A.W. Magnetization transfer imaging in normal aging, mild cognitive impairment, and Alzheimer's disease. Ann. Neurol. 52 1 (2002) 62-67
71. van der Maaten, L.J.P., Postma, E.O., van den Herik, H.J., 2007. Dimensionality reduction: a comparative review. Maastricht University, P.O. Box 616, NL-6200 MD Maastricht, The Netherlands.
72. van Waesberghe J.H., and Barkhof F. Magnetization transfer imaging of the spinal cord and the optic nerve in patients with multiple sclerosis. Neurology 53 (1999) 46-48
73. Watanabe A., Hasegawa M., Suzuki M., Takio K., Morishima-Kawashima M., Titani K., Arai T., Kosiki K.S., and Ihara Y. J. Biol. Chem. 268 (1993) 25712
74. West M.J., Coleman P.D., Flood D.G., and Troncoso J.C. Differences in the pattern of hippocampal neuronal loss in normal ageing and Alzheimer's disease. Lancet 344 8925 (1994) 769-772
75. Woods R.P., Grafton S.T., Holmes C.J., Cherry S.R., and Mazziotta J.C. Automated image registration: I. General methods and intrasubject and intra-modality validation. J. Comput. Assist. Tomogr. 22 (1998) 141-154
76. Xu R., and Chen Y.W. Wavelet-based multiresolution medical image registration strategy combining mutual information with spatial information. International Journal of Innovative Computing, Information and Control 3 2 (2007) 285-296