Tensor-based morphometry as a neuroimaging biomarker for Alzheimer's disease: an MRI study of 676 AD, MCI, and normal subjects

作者: Xue Hua , Alex D Leow , Neelroop Parikshak , Suh Lee , Ming-Chang Chiang

DOI: 10.1016/J.NEUROIMAGE.2008.07.013

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摘要: Abstract In one of the largest brain MRI studies to date, we used tensor-based morphometry (TBM) create 3D maps structural atrophy in 676 subjects with Alzheimer's disease (AD), mild cognitive impairment (MCI), and healthy elderly controls, scanned as part Disease Neuroimaging Initiative (ADNI). Using inverse-consistent non-linear elastic image registration, warped individual volumes a population mean geometric template. Jacobian determinant were created, revealing profile local volumetric expansion compression. We compared anatomical distribution 165 AD patients (age: 75.6 ± 7.6 years), 330 MCI (74.8 ± 7.5), 181 controls (75.9 ± 5.1). Brain selected regions-of-interest was correlated clinical measurements – sum-of-boxes dementia rating (CDR-SB), mini-mental state examination (MMSE), logical memory test scores at voxel level followed by correction for multiple comparisons. Baseline temporal lobe current performance, future decline, conversion from over following year; it predicted decline even subjects. Over half carried ApoE4 (apolipoprotein E4) gene, which increases risk AD; they showed greater hippocampal deficits than non-carriers. ApoE2 gene carriers 1/6 normal group reduced ventricular expansion, suggesting protective effect. As an automated analysis technique, TBM reveals correlations between neuroimaging markers, genes, changes, is highly efficient large-scale studies.

参考文章(99)
Alex Leow, Sung-Cheng Huang, Alex Geng, James Becker, Simon Davis, Arthur Toga, Paul Thompson, Inverse consistent mapping in 3d deformable image registration: its construction and statistical properties information processing in medical imaging. ,vol. 19, pp. 493- 503 ,(2005) , 10.1007/11505730_41
V I Zannis, J L Breslow, G Utermann, R W Mahley, K H Weisgraber, R J Havel, J L Goldstein, M S Brown, G Schonfeld, W R Hazzard, C Blum, Proposed nomenclature of apoE isoproteins, apoE genotypes, and phenotypes. Journal of Lipid Research. ,vol. 23, pp. 911- 914 ,(1982) , 10.1016/S0022-2275(20)38094-9
Marshal F. Folstein, Susan E. Folstein, Paul R. McHugh, “Mini-mental state” Journal of Psychiatric Research. ,vol. 12, pp. 189- 198 ,(1975) , 10.1016/0022-3956(75)90026-6
Xue Hua, Alex D Leow, Suh Lee, Andrea D Klunder, Arthur W Toga, Natasha Lepore, Yi-Yu Chou, Caroline Brun, Ming-Chang Chiang, Marina Barysheva, Clifford R Jack Jr, Matt A Bernstein, Paula J Britson, Chadwick P Ward, Jennifer L Whitwell, Bret Borowski, Adam S Fleisher, Nick C Fox, Richard G Boyes, Josephine Barnes, Danielle Harvey, John Kornak, Norbert Schuff, Lauren Boreta, Gene E Alexander, Michael W Weiner, Paul M Thompson, Alzheimer's Disease Neuroimaging Initiative, 3D characterization of brain atrophy in Alzheimer's disease and mild cognitive impairment using tensor-based morphometry. NeuroImage. ,vol. 41, pp. 19- 34 ,(2008) , 10.1016/J.NEUROIMAGE.2008.02.010
N. C. Fox, R. I. Scahill, W. R. Crum, M. N. Rossor, Correlation between rates of brain atrophy and cognitive decline in AD. Neurology. ,vol. 52, pp. 1687- 1687 ,(1999) , 10.1212/WNL.52.8.1687
G. Chételat, B. Landeau, F. Eustache, F. Mézenge, F. Viader, V. de la Sayette, B. Desgranges, J.-C. Baron, Using voxel-based morphometry to map the structural changes associated with rapid conversion in MCI: a longitudinal MRI study. NeuroImage. ,vol. 27, pp. 934- 946 ,(2005) , 10.1016/J.NEUROIMAGE.2005.05.015
Ming-Chang Chiang, Rebecca A. Dutton, Kiralee M. Hayashi, Oscar L. Lopez, Howard J. Aizenstein, Arthur W. Toga, James T. Becker, Paul M. Thompson, 3D pattern of brain atrophy in HIV/AIDS visualized using tensor-based morphometry. NeuroImage. ,vol. 34, pp. 44- 60 ,(2007) , 10.1016/J.NEUROIMAGE.2006.08.030
Gary E. Christensen, Hans J. Johnson, Michael W. Vannier, Synthesizing average 3D anatomical shapes. NeuroImage. ,vol. 32, pp. 146- 158 ,(2006) , 10.1016/J.NEUROIMAGE.2006.03.018
Peter A. Freeborough, Nick C. Fox, Richard I. Kitney, Interactive algorithms for the segmentation and quantitation of 3-D MRI brain scans Computer Methods and Programs in Biomedicine. ,vol. 53, pp. 15- 25 ,(1997) , 10.1016/S0169-2607(97)01803-8