MR Imaging Texture Analysis of the Corpus Callosum and Thalamus in Amnestic Mild Cognitive Impairment and Mild Alzheimer Disease

被引:80
作者
de Oliveira, M. S. [1 ,3 ]
Balthazar, M. L. F. [2 ,3 ]
D'Abreu, A. [2 ,3 ]
Yasuda, C. L. [2 ,3 ]
Damasceno, B. P. [2 ]
Cendes, F. [2 ,3 ]
Castellano, G. [1 ,3 ]
机构
[1] Univ Estadual Campinas, Inst Phys Gleb Wataghin, Dept Cosm Rays & Chronol, BR-13093970 Campinas, SP, Brazil
[2] Univ Estadual Campinas, Dept Neurol, BR-13093970 Campinas, SP, Brazil
[3] Univ Estadual Campinas, Sch Med Sci, FCM, BR-13093970 Campinas, SP, Brazil
关键词
VOXEL-BASED MORPHOMETRY; MULTIPLE-SCLEROSIS; WHITE-MATTER; DISCRIMINATION; DIAGNOSIS; FEATURES; NUCLEI;
D O I
10.3174/ajnr.A2232
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
BACKGROUND AND PURPOSE: TA is a branch of image processing that seeks to reduce image information by extracting texture descriptors from the image. TA of MR images of anatomic structures in mild AD and aMCI is not well-studied. Our objective was to attempt to find differences among patients with aMCI and mild AD and normal-aging subjects, by using TA applied to the MR images of the CC and the thalami of these groups of subjects. MATERIALS AND METHODS: TA was applied to the MR images of 17 patients with aMCI, 16 patients with mild AD, and 16 normal-aging subjects. The TA approach was based on the GLCM. MR images were T1-weighted and were obtained in the sagittal and axial planes. The CC and thalami were manually segmented for each subject, and 44 texture parameters were computed for each of these structures. RESULTS: TA parameters showed differences among the 3 groups for the CC and thalamus. A pair-wise comparison among groups showed differences for AD-control and aMCI-AD for the CC; and for AD-control, aMCI-AD, and aMCI-control for the thalamus. CONCLUSIONS: TA is a useful technique to aid in the detection of tissue alterations in MR images of mild AD and aMCI and has the potential to become a helpful tool in the diagnosis and understanding of these pathologies.
引用
收藏
页码:60 / 66
页数:7
相关论文
共 38 条
[1]   Differences in grey and white matter atrophy in amnestic mild cognitive impairment and mild Alzheimer's disease [J].
Balthazar, M. L. F. ;
Yasuda, C. L. ;
Pereira, F. R. ;
Pedro, T. ;
Damasceno, B. P. ;
Cendes, F. .
EUROPEAN JOURNAL OF NEUROLOGY, 2009, 16 (04) :468-474
[2]   In vivo mapping of gray matter loss with voxel-based morphometry in mild Alzheimer's disease [J].
Baron, JC ;
Chételat, G ;
Desgranges, B ;
Perchey, G ;
Landeau, B ;
de la Sayette, V ;
Eustache, F .
NEUROIMAGE, 2001, 14 (02) :298-309
[3]  
Besson P, 2008, LECT NOTES COMPUT SC, V5241, P645, DOI 10.1007/978-3-540-85988-8_77
[4]   White matter damage in Alzheimer's disease assessed in vivo using diffusion tensor magnetic resonance imaging [J].
Bozzali, M ;
Falini, A ;
Franceschi, M ;
Cercignani, M ;
Zuffi, M ;
Scotti, G ;
Comi, G ;
Filippi, M .
JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIATRY, 2002, 72 (06) :742-746
[5]   ALZHEIMERS-DISEASE AFFECTS LIMBIC NUCLEI OF THE THALAMUS [J].
BRAAK, H ;
BRAAK, E .
ACTA NEUROPATHOLOGICA, 1991, 81 (03) :261-268
[6]   Texture analysis of medical images [J].
Castellano, G ;
Bonilha, L ;
Li, LM ;
Cendes, F .
CLINICAL RADIOLOGY, 2004, 59 (12) :1061-1069
[7]   Alzheimer disease [J].
Cummings, JL ;
Cole, G .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2002, 287 (18) :2335-2338
[8]  
Dash P.K., 2006, The Amnesias: A clinical textbook of memory disorders, P30
[9]   Strongly reduced volumes of putamen and thalamus in Alzheimers disease: an MRI study [J].
de Jong, L. W. ;
van der Hiele, K. ;
Veer, I. M. ;
Houwing, J. J. ;
Westendorp, R. G. J. ;
Bollen, E. L. E. M. ;
de Bruin, P. W. ;
Middelkoop, H. A. M. ;
van Buchem, M. A. ;
van der Grond, J. .
BRAIN, 2008, 131 :3277-3285
[10]   Callosal atrophy in mild cognitive impairment and Alzheimer's disease: Different effects in different stages [J].
Di Paola, Margherita ;
Luders, Eileen ;
Di Iulio, Fulvia ;
Cherubini, Andrea ;
Passafiume, Domenico ;
Thompson, Paul M. ;
Caltagirone, Carlo ;
Toga, Arthur W. ;
Spalletta, Gianfranco .
NEUROIMAGE, 2010, 49 (01) :141-149