The effect of filter size on VBM analyses of DT-MRI data

被引:485
作者
Jones, DK
Symms, MR
Cercignani, M
Howard, RJ
机构
[1] Inst Psychiat, Neuroimaging Res Grp, Ctr Neuroimaging Sci, London SE5 8AF, England
[2] NICHD, Lab Integrat Med & Biophys, Sect Tissue Biophys & Biomimet, Bethesda, MD 20892 USA
[3] UCL, Inst Neurol, Dept Clin & Expt Epilepsy, London WC1N 3BG, England
[4] UCL, Inst Neurol, Dept Neuroinflammat, London WC1N 3BG, England
[5] Inst Psychiat, Old Age Psychiat Sect, London SE5 8AF, England
基金
英国惠康基金;
关键词
voxel-based morphometry; DT-MRI; filter size; SPM; fractional anisotropy;
D O I
10.1016/j.neuroimage.2005.02.013
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Voxel-based morphometry (VBM) has been used to analyze diffusion tensor MRI (DT-MRI) data in a number of studies. In VBM, following spatial normalization, data are smoothed to improve the validity of statistical inferences and to reduce inter-individual variation. However, the size of the smoothing filter used for VBM of DT-MRI data is highly variable across studies. For example, a literature review revealed that Gaussian smoothing kernels ranging in size (full width at half maximum) from zero to 16 mm have been used in DT-MRI VBM type studies. To investigate the effect of varying filter size in such analyses, whole brain DT-MRI data from 14 schizophrenic patients were compared with those of 14 matched control subjects using VBM, when the filter size was varied from zero to 16 mm. Within this range of smoothing, four different conclusions regarding apparent patient control differences could be made: (i) no significant patient-control differences; (ii) reduced FA in right superior temporal gyrus (STG) in patients; (iii) reduced FA in both right STG and left cerebellum in patients; and (iv) reduced FA only in left cerebellum in patients. These findings stress the importance of recognizing the effect of the matched filter theorem on VBM analyses of DT-MRI data. Finally, we investigated whether one of the underlying assumptions of parametric VBM, i.e., the normality of the residuals, is met. Our results suggest that, even with moderate smoothing, a large number of voxels within central white matter regions may have non-normally distributed residuals thus making valid statistical inferences with a parametric approach problematic in these areas. Published by Elsevier Inc.
引用
收藏
页码:546 / 554
页数:9
相关论文
共 50 条
[1]   Abnormal brain white matter in schizophrenia: a diffusion tensor imaging study [J].
Agartz, I ;
Andersson, JLR ;
Skare, S .
NEUROREPORT, 2001, 12 (10) :2251-2254
[2]   MRI study of white matter diffusion anisotropy in schizophrenia [J].
Ardekani, BA ;
Nierenberg, J ;
Hoptman, MJ ;
Javitt, DC ;
Lim, KO .
NEUROREPORT, 2003, 14 (16) :2025-2029
[3]   Voxel-based morphometry - The methods [J].
Ashburner, J ;
Friston, KJ .
NEUROIMAGE, 2000, 11 (06) :805-821
[4]   Why voxel-based morphometry should be used [J].
Ashburner, J ;
Friston, KJ .
NEUROIMAGE, 2001, 14 (06) :1238-1243
[5]   White matter tract alterations in fragile X syndrome: Preliminary evidence from diffusion tensor imaging [J].
Barnea-Goraly, N ;
Eliez, S ;
Hedeus, M ;
Menon, V ;
White, CD ;
Moseley, M ;
Reiss, AL .
AMERICAN JOURNAL OF MEDICAL GENETICS PART B-NEUROPSYCHIATRIC GENETICS, 2003, 118B (01) :81-88
[6]   White matter structure in autism: Preliminary evidence from diffusion tensor imaging [J].
Barnea-Goraly, N ;
Kwon, H ;
Menon, V ;
Eliez, S ;
Lotspeich, L ;
Reiss, AL .
BIOLOGICAL PSYCHIATRY, 2004, 55 (03) :323-326
[7]   MR DIFFUSION TENSOR SPECTROSCOPY AND IMAGING [J].
BASSER, PJ ;
MATTIELLO, J ;
LEBIHAN, D .
BIOPHYSICAL JOURNAL, 1994, 66 (01) :259-267
[8]  
Basser PJ, 1996, J MAGN RESON SER B, V111, P209, DOI [10.1006/jmrb.1996.0086, 10.1016/j.jmr.2011.09.022]
[9]   The basis of anisotropic water diffusion in the nervous system - a technical review [J].
Beaulieu, C .
NMR IN BIOMEDICINE, 2002, 15 (7-8) :435-455
[10]   Voxel-based morphometry should not be used with imperfectly registered images [J].
Bookstein, FL .
NEUROIMAGE, 2001, 14 (06) :1454-1462