Discriminative analysis of early-stage Alzheimer's disease and normal aging with automatic segmentation technique in subcortical gray matter structures: A multicenter in vivo MRI volumetric and DTI study

Acta Radiologica

Volumn 54, Issue 10, 2013, Pages 1191-1200

  Li, Ya Di ^a   He, Hui Jin ^b   Dong, Hai Bo ^a   Feng, Xiao Yuan ^b   Xie, Guo Ming ^a   Zhang, Ling Jun ^a  

^a NINGBO UNIVERSITY   (China)

^b FUDAN UNIVERSITY   (China)

Author keywords

Adults; CNS; Dementia; Magnetic resonance imaging (MRI)

Indexed keywords

DIFFUSION TENSOR IMAGING; MAGNETIC RESONANCE IMAGING; NEURODEGENERATIVE DISEASES; REGRESSION ANALYSIS; TENSORS; VOLUMETRIC ANALYSIS;

ADULTS; AUTOMATIC SEGMENTATION TECHNIQUES; BINARY LOGISTIC REGRESSION; CNS; COMBINATION ANALYSIS; DEMENTIA; PATHOLOGICAL CHANGES; RECEIVER OPERATING CHARACTERISTICS;

BRAIN;

AGED; AGING; ALZHEIMER DISEASE; AMYGDALOID NUCLEUS; ARTICLE; BRAIN SIZE; CAUDATE NUCLEUS; CONTROLLED STUDY; DIFFUSION TENSOR IMAGING; FEMALE; GLOBUS PALLIDUS; GRAY MATTER; HIPPOCAMPUS; HUMAN; IN VIVO STUDY; MAJOR CLINICAL STUDY; MALE; NEUROIMAGING; NUCLEAR MAGNETIC RESONANCE IMAGING; NUCLEAR MAGNETIC RESONANCE SCANNER; PRIORITY JOURNAL; PUTAMEN; THALAMUS; ADULTS; BRAIN; CENTRAL NERVOUS SYSTEM; COMPARATIVE STUDY; DEMENTIA; HISTOLOGY; MAGNETIC RESONANCE IMAGING (MRI); MIDDLE AGED; MULTICENTER STUDY; ORGAN SIZE; PATHOLOGY; PHYSIOLOGY; RECEIVER OPERATING CHARACTERISTIC; STATISTICAL MODEL; ANATOMY AND HISTOLOGY; CLINICAL TRIAL;

ADULTS; CNS; DEMENTIA; MAGNETIC RESONANCE IMAGING (MRI);

AGED; AGING; ALZHEIMER DISEASE; BRAIN; DIFFUSION TENSOR IMAGING; FEMALE; HUMANS; LOGISTIC MODELS; MAGNETIC RESONANCE IMAGING; MALE; MIDDLE AGED; ORGAN SIZE; ROC CURVE;

EID: 84893145564     PISSN: 02841851     EISSN: 16000455     Source Type: Journal    
DOI: 10.1177/0284185113492971     Document Type: Article

References (40)

1. Braak H, Braak E. Neuropathological stageing of Alzheimer-related changes. Acta Neuropathologica 1991;82: 239-259.
2. Ball MJ. Neuronal loss, neurofibrillary tangles and granulovacuolar degeneration in the hippocampus with ageing and dementia. A quantitative study. Acta Neuropathol 1997;37: 111-118.
3. Deweer B, Pillon B, Pochon JB, et al. Is the HM story only a "remote memory"? Some facts about hippocampus and memory in humans. Behav Brain Res 2001;127: 209-244.
4. Soininen HS, Scheltens P. Early diagnostic indices for the prevention of Alzheimer's disease. Ann Med 1998;30: 553-559.
5. Pihlajamäki M, Jauhiainen AM, Soininen H. Structural and functional MRI in mild cognitive impairment. Curr Alzheimer Res 2009;6: 179-185.
6. Chételat G, Desgranges B, Landeau B, et al. Direct voxel-based comparison between gray matter hypometabolism and atrophy in Alzheimer's disease. Brain 2008;131: 60-71.
7. Chetelat G, Desgranges B, Sayette VDL, et al. Mapping gray matter loss with voxel-based morphometry in mild cognitive impairment. Neuroreport 2002;13: 1939-1943.
8. Bell-McGinty S, Lopez OL, Meltzer CC, et al. Differential cortical atrophy in subgroups of mild cognitive impairment. Arch Neurol 2005;62: 1393-1397.
9. Braak H, Braak E. Alzheimer's disease: striatal amyloid deposits and neurofibrillary changes. J Neuropathol Exp Neurol 1990;49: 215-224.
10. Klunk WE, Price JC, Mathis CA, et al. Amyloid deposition begins in the striatum of presenilin-1 mutation carriers from two unrelated pedigrees. J Neurosci 2007;27: 6174-6184.
11. Kantarci K, Jack CR Jr, Xu YC, et al. Mild cognitive impairment and Alzheimer disease: regional diffusivity of water. Radiology 2001;219: 101-107.
12. Fellgiebel A, Wille P, Muller MJ, et al. Ultrastructural hippocampal and white matter alterations in mild cognitive impairment: a diffusion tensor imaging study. Dement Geriatr Cogn Disord 2004;18: 101-108.
13. Zhang B, Zhang JG, Zhao H, et al. Evaluation of apparent diffusion coefficient mappings in amnestic mild cognitive impairment using an image analysis software brain search. Acta Radiol 2011;52: 1147-1154.
14. Beaulieu C. The basis of anisotropic water diffusion in the nervous system - A technical review. NMR Biomed 2002;15: 435-455.
15. Assaf BA, Mohamed FB, Abou-Khaled KJ, et al. Diffusion tensor imaging of the hippocampal formation in temporal lobe epilepsy. Am J Neuroradiol 2003;24: 1857-1862.
16. Sun SW, Song SK, Harms MP, et al. Detection of agedependent brain injury in a mouse model of brain amyloidosis associated with Alzheimer's disease using magnetic resonance diffusion tensor imaging. Exp Neurol 2005;191: 77-85.
17. Walhovdn KB, Fjell AM, Amlien I, et al. Multimodalimaging in mild cognitive impairment: Metabolism, morphometry and diffusion of the temporal- parietal memory network. Neuroimage 2009;45: 215-223.
18. Wang L, Goldstein FC, Veledar E, et al. Alterations in cortical thickness and white matter integrity in mild cognitive impairment measured by whole-brain cortical thickness mapping and diffusion tensor imaging. Am J Neuroradiol 2009;30: 893-899.
19. Patenaude B. Bayesian statistical models of shape and appearance for subcortical brain segmentation. FMRIB Technical Report 2007;1-23.
20. Petersen RC. Mild cognitive impairment as a diagnostic entity. J Intern Med 2004;256: 183-194.
21. McKhann G, Drachman D, Folstein M, et al. 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 1984;34: 939-944.
22. Smith SM, Zhang Y, Jenkinson M, et al. Accurate, robust and automated longitudinal and cross-sectional brain change analysis. Neuroimage 2002;17: 479-489.
23. Zhang Y, Brady M, Smith S. Segmentation of brain MR images through a hidden Markov random field model and the expectation maximization algorithm. IEEE Trans Med Imag 2001;20: 45-57.
24. Petrella JR, Coleman RE, Doraiswamy PM. Neuroimaging and early diagnosis of Alzheimer disease: a look to the future. Radiology 2003;226: 315-336.
25. Almeida OP, Burton EJ, McKeith I, et al. MRI study of caudate nucleus volume in Parkinson's disease with and without dementia with Lewy bodies and Alzheimer's disease. Dement Geriatr Cogn Disord 2003;16: 57-63.
26. de Jong LW, van der Hiele K, Veer IM, et al. Strongly reduced volumes of putamen and thalamus in Alzheimer's disease: an MRI study. Brain 2008;131: 3277-3285.
27. Baron JC, Chetelat G, Desgranges B, et al. In vivo mapping of gray matter loss with voxel-based morphometry in mild Alzheimer's disease. Neuroimage 2001;14: 298-309.
28. Roh JH, Qiu A, Seo SW, et al. Volume reduction in subcortical regions according to severity of Alzheimer's disease. J Neurol 2011;258: 1013-1020.
29. Chen SQ, Kang Z, Hu XQ, et al. Diffusion tensor imaging of the brain in patients with Alzheimer's disease and cerebrovascular lesions. Journal of Zhejiang University Science B 2007;8: 242-247.
30. Müller MJ, Greverus D, Dellani PR, et al. Functional implications of hippocampal volume and diffusivity in mild cognitive impairment. Neuroimage 2005;28: 1033-1042.
31. Poulin SP, Dautoff R, Morris JC, et al. Amygdala atrophy is prominent in early Alzheimer's disease and relates to symptom severity. Psychiatry Res 2011;194: 7-13.
32. Bartzokis G, Tishler TA, Shin IS, et al. Brain ferritin iron as a risk factor for age at onset in neurodegenerative diseases. Ann N Y Acad Sci 2004;1012: 224-236.
33. Sun SW, Song SK, Harms MP, et al. Detection of agedependent brain injury in a mouse model of brain amyloidosis associated with Alzheimer's disease using magnetic resonance diffusion tensor imaging. Exp Neurol 2005;191: 77-85.
34. Laakso MP, Soininen H, Partanen K, et al. Volumes of hippocampus, amygdala and frontal lobes in the MRIbased diagnosis of early Alzheimer's disease: Correlation with memory functions. J Neural Transm Park Dis Dement Sect 1995;9: 73-86.
35. Jhooa JH, Lee DY, Choo IH, et al. Discrimination of normal aging, MCI and AD with multimodal imaging measures on the medial temporal lobe. Psychiatry Res 2010;183: 237-243.
36. Lehericyl S, HirschI EC, Hersh LB, et al. Cholinergic neuronal loss in the globus pallidus of Alzheimer disease patients. Neurosci Lett 1991;123: 152-155.
37. Cornett CR, Markesbery WR, Ehmann WD. Imbalances of trace elements related to oxidative damage in Alzheimer's disease brain. Neurotoxicology 1998;19: 339-346.
38. Ding B, Ling HW, Zhang H, et al. Quantitative assessment of intracerebral iron accumulation in patients with Alzheimer's disease using phase imaging and R2* measurement [in Chinese]. Radiologic Practice 2010;25: 132-135.
39. Zhengjia Dai, Chaogan Yan, Zhiqun Wang, et al. Discriminative analysis of early Alzheimer's disease using multi-modal imaging and multi-level characterization with multi-classifier (M3). Neuroimage 2012;59: 2187-2195.
40. Frisoni GB, Ganzola R, Canu E, et al. Mapping local hippocampal changes in Alzheimer's disease and normal ageing with MRI at 3 Tesla. Brain 2008;131: 3266-2676.