Abstract
Voxel-based morphometry (VBM) is a popular method for probing inter-group differences in brain morphology. Variation in the detailed implementation of the algorithm, however, will affect the apparent results of VBM analyses and in turn the inferences drawn about the anatomic expression of specific disease states. We qualitatively assessed group comparisons of 43 normal elderly control subjects and 51 patients with probable Alzheimer's disease, using five different VBM variations. Based on the known pathologic expression of the disease, we evaluated the biological plausibility of each. The use of a custom template and custom tissue class prior probability images (priors) produced inter-group comparison maps with greater biological plausibility than the use of the Montreal Neurological Institute (MNI) template and priors. We present a method for initializing the normalization to a custom template, and conclude that, when incorporated into the VBM processing chain, it yields the most biologically plausible inter-group differences of the five methods presented.
MeSH Terms
Aged
Aged, 80 and over
Aging/pathology
Algorithms
Alzheimer Disease/pathology
Atrophy/pathology
Cerebellum/pathology
Data Interpretation, Statistical
Female
Humans
Image Interpretation, Computer-Assisted
Limbic System/pathology
Longitudinal Studies
Magnetic Resonance Imaging
Male
Middle Aged
Models, Statistical
Motor Cortex/pathology
Neocortex/pathology
Neurodegenerative Diseases/pathology
Somatosensory Cortex/pathology
Authors & Affiliations
5 authors, click to expand affiliations / ORCID
Senjem Matthew L
Department of Radiology, Mayo Clinic and Foundation, Rochester, MN 55905, USA.
Gunter Jeffrey L
Shiung Maria M
Petersen Ronald C
Jack Clifford R
References (23)
23 references, click to expand
-
A unified statistical approach for determining significant signals in images of cerebral activation.
Hum Brain Mapp. 1996;4(1):58-73
PMID: 20408186
-
Patterns of brain atrophy in frontotemporal dementia and semantic dementia.
Neurology. 2002 Jan 22;58(2):198-208
PMID: 11805245
-
Detection of grey matter loss in mild Alzheimer's disease with voxel based morphometry.
J Neurol Neurosurg Psychiatry. 2002 Dec;73(6):657-64
PMID: 12438466
-
A comprehensive study of gray matter loss in patients with Alzheimer's disease using optimized voxel-based morphometry.
Neuroimage. 2003 Apr;18(4):895-907
PMID: 12725765
-
Why voxel-based morphometric analysis should be used with great caution when characterizing group differences.
Neuroimage. 2004 Sep;23(1):17-20
PMID: 15325347
-
"Voxel-based morphometry" should not be used with imperfectly registered images.
Neuroimage. 2001 Dec;14(6):1454-62
PMID: 11707101
-
A voxel-based morphometric study of ageing in 465 normal adult human brains.
Neuroimage. 2001 Jul;14(1 Pt 1):21-36
PMID: 11525331
-
A comparison between the accuracy of voxel-based morphometry and hippocampal volumetry in Alzheimer's disease.
J Magn Reson Imaging. 2004 Mar;19(3):274-82
PMID: 14994294
-
The biomedical imaging resource at Mayo Clinic.
IEEE Trans Med Imaging. 2001 Sep;20(9):854-67
PMID: 11585203
-
A surface-based technique for warping three-dimensional images of the brain.
IEEE Trans Med Imaging. 1996;15(4):402-17
PMID: 18215923
-
Neuropathological stageing of Alzheimer-related changes.
Acta Neuropathol. 1991;82(4):239-59
PMID: 1759558
-
Generative and recognition models for neuroanatomy.
Neuroimage. 2004 Sep;23(1):21-4
PMID: 15325348
-
Nonlinear spatial normalization using basis functions.
Hum Brain Mapp. 1999;7(4):254-66
PMID: 10408769
-
The neuropathological diagnosis of Alzheimer's disease: clinical-pathological studies.
Neurobiol Aging. 1997 Jul-Aug;18(4 Suppl):S27-32
PMID: 9330982
-
Structural and functional analyses of human cerebral cortex using a surface-based atlas.
J Neurosci. 1997 Sep 15;17(18):7079-102
PMID: 9278543
-
Comparison of standard and optimized voxel-based morphometry for analysis of brain changes associated with temporal lobe epilepsy.
Neuroimage. 2004 Nov;23(3):860-8
PMID: 15528086
-
A voxel-based morphometry study of semantic dementia: relationship between temporal lobe atrophy and semantic memory.
Ann Neurol. 2000 Jan;47(1):36-45
PMID: 10632099
-
Unbiased whole-brain analysis of gray matter loss in Alzheimer's disease.
Neurosci Lett. 2000 May 19;285(3):231-3
PMID: 10806328
-
Dynamics of gray matter loss in Alzheimer's disease.
J Neurosci. 2003 Feb 1;23(3):994-1005
PMID: 12574429
-
The precision of anatomical normalization in the medial temporal lobe using spatial basis functions.
Neuroimage. 2002 Sep;17(1):507-12
PMID: 12482103
-
In vivo mapping of gray matter loss with voxel-based morphometry in mild Alzheimer's disease.
Neuroimage. 2001 Aug;14(2):298-309
PMID: 11467904
-
Voxel-based morphometry--the methods.
Neuroimage. 2000 Jun;11(6 Pt 1):805-21
PMID: 10860804
-
Why voxel-based morphometry should be used.
Neuroimage. 2001 Dec;14(6):1238-43
PMID: 11707080