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Research ArticleBrain
Open Access

The Impact of Lesion In-Painting and Registration Methods on Voxel-Based Morphometry in Detecting Regional Cerebral Gray Matter Atrophy in Multiple Sclerosis

A. Ceccarelli, J.S. Jackson, S. Tauhid, A. Arora, J. Gorky, E. Dell'Oglio, A. Bakshi, T. Chitnis, S.J. Khoury, H.L. Weiner, C.R.G. Guttmann, R. Bakshi and M. Neema
American Journal of Neuroradiology March 2012, DOI: https://doi.org/10.3174/ajnr.A3083
A. Ceccarelli
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J.S. Jackson
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S. Tauhid
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A. Arora
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J. Gorky
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E. Dell'Oglio
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A. Bakshi
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T. Chitnis
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S.J. Khoury
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H.L. Weiner
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C.R.G. Guttmann
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R. Bakshi
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M. Neema
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Abstract

BACKGROUND AND PURPOSE: VBM has been widely used to study GM atrophy in MS. MS lesions lead to segmentation and registration errors that may affect the reliability of VBM results. Improved segmentation and registration have been demonstrated by WM LI before segmentation. DARTEL appears to improve registration versus the USM. Our aim was to compare the performance of VBM-DARTEL versus VBM-USM and the effect of LI in the regional analysis of GM atrophy in MS.

MATERIALS AND METHODS: 3T T1 MR imaging scans were acquired from 26 patients with RRMS and 28 age-matched NC. LI replaced WM lesions with normal-appearing WM intensities before image segmentation. VBM analysis was performed in SPM8 by using DARTEL and USM with and without LI, allowing the comparison of 4 VBM methods (DARTEL + LI, DARTEL – LI, USM + LI, and USM –LI). Accuracy of VBM was assessed by using NMI, CC, and a simulation analysis.

RESULTS: Overall, DARTEL + LI yielded the most accurate GM maps among the 4 methods (highest NMI and CC, P < .001). DARTEL + LI showed significant GM loss in the bilateral thalami and caudate nuclei in patients with RRMS versus controls. The other 3 methods overestimated the number of regions of GM loss in RRMS versus controls. LI improved the accuracy of both VBM methods. Simulated data suggested the accuracy of the results provided from patient MR imaging analysis.

CONCLUSIONS: We introduce a pipeline that shows promise in limiting segmentation and registration errors in VBM analysis in MS.

Abbreviations

CC
cross-correlation
DARTEL
diffeomorphic anatomical registration through exponentiated lie algebra
EDSS
Expanded Disability Status Scale
FP
false-positives
GM
gray matter
LI
lesion in-painting
MDEFT
Modified Driven Equilibrium Fourier Transform
NC
normal controls
NMI
normalized mutual information
RRMS
relapsing-remitting MS
USM
unified segmentation model
VBM
voxel-based morphometry
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A. Ceccarelli, J.S. Jackson, S. Tauhid, A. Arora, J. Gorky, E. Dell'Oglio, A. Bakshi, T. Chitnis, S.J. Khoury, H.L. Weiner, C.R.G. Guttmann, R. Bakshi, M. Neema
The Impact of Lesion In-Painting and Registration Methods on Voxel-Based Morphometry in Detecting Regional Cerebral Gray Matter Atrophy in Multiple Sclerosis
American Journal of Neuroradiology Mar 2012, DOI: 10.3174/ajnr.A3083

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The Impact of Lesion In-Painting and Registration Methods on Voxel-Based Morphometry in Detecting Regional Cerebral Gray Matter Atrophy in Multiple Sclerosis
A. Ceccarelli, J.S. Jackson, S. Tauhid, A. Arora, J. Gorky, E. Dell'Oglio, A. Bakshi, T. Chitnis, S.J. Khoury, H.L. Weiner, C.R.G. Guttmann, R. Bakshi, M. Neema
American Journal of Neuroradiology Mar 2012, DOI: 10.3174/ajnr.A3083
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