Whole brain and deep gray matter atrophy detection over 5 years with 3T MRI in multiple sclerosis using a variety of automated segmentation pipelines

被引:15
作者
Chu, Renxin [1 ]
Kim, Gloria [1 ]
Tauhid, Shahamat [1 ]
Khalid, Fariha [1 ]
Healy, Brian C. [1 ]
Bakshi, Rohit [1 ,2 ]
机构
[1] Harvard Med Sch, Brigham & Womens Hosp, Dept Neurol, Boston, MA 02115 USA
[2] Harvard Med Sch, Brigham & Womens Hosp, Dept Radiol, Boston, MA 02115 USA
来源
PLOS ONE | 2018年 / 13卷 / 11期
关键词
VOXEL-BASED MORPHOMETRY; SURFACE-BASED ANALYSIS; GREY-MATTER; CLINICAL PROGRESSION; WHITE-MATTER; CORTICAL ATROPHY; CEREBRAL ATROPHY; VOLUME LOSS; DISABILITY; RELEVANCE;
D O I
10.1371/journal.pone.0206939
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background Cerebral atrophy is common in multiple sclerosis (MS) and selectively involves gray matter (GM). Several fully automated methods are available to measure whole brain and regional deep GM (DGM) atrophy from MRI. Objective To assess the sensitivity of fully automated MRI segmentation pipelines in detecting brain atrophy in patients with relapsing-remitting (RR) MS and normal controls (NC) over five years. Methods Consistent 3D T1-weighted sequences were performed on a 3T GE unit in 16 mildly disabled patients with RRMS and 16 age-matched NC at baseline and five years. All patients received disease-modifying immunotherapy on-study. Images were applied to two pipelines to assess whole brain atrophy [brain parenchymal fraction (BPF) from SPM12; percentage brain volume change (PBVC) from SIENA] and two other pipelines (FSL-FIRST; FreeSurfer) to assess DGM atrophy (thalamus, caudate, globus pallidus, putamen). MRI change was compared by two sample t-tests. Expanded Disability Status Scale (EDSS) and timed 25-foot walk (T25FW) change was compared by repeated measures proportional odds models. Results Using FreeSurfer, the MS group had a similar to 10-fold acceleration in on-study volume loss than NC in the caudate (mean decrease 0.51 vs. 0.05 ml, p = 0.022). In contrast, caudate atrophy was not detected by FSL-FIRST (mean decrease 0.21 vs. 0.12 ml, p = 0.53). None of the other pipelines showed any difference in volume loss between groups, for whole brain or regional DGM atrophy (all p>0.38). The MS group showed on-study stability on EDSS (p = 0.47) but slight worsening of T25FW (p = 0.054). Conclusions In this real-world cohort of mildly disabled treated patients with RRMS, we identified ongoing atrophy of the caudate nucleus over five years, despite the lack of any significant whole brain atrophy, compared to healthy controls. The detectability of caudate atrophy was dependent on the MRI segmentation pipeline employed. These findings underscore the increased sensitivity gained when assessing DGM atrophy in monitoring MS.
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页数:14
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共 49 条
  • [1] Differential Impact of Multiple Sclerosis on Cortical and Deep Gray Matter Structures in African Americans and Caucasian Americans
    Al-Kawaz, Mais
    Monohan, Elizabeth
    Morris, Eric
    Perumal, Jai S.
    Nealon, Nancy
    Vartanian, Timothy
    Gauthier, Susan A.
    [J]. JOURNAL OF NEUROIMAGING, 2017, 27 (03) : 333 - 338
  • [2] Predicting Clinical Progression in Multiple Sclerosis With the Magnetic Resonance Disease Severity Scale
    Bakshi, Rohit
    Neema, Mohit
    Healy, Brian C.
    Liptak, Zsuzsanna
    Betensky, Rebecca A.
    Buckle, Guy J.
    Gauthier, Susan A.
    Stankiewicz, James
    Meier, Dominik
    Egorova, Svetlana
    Arora, Ashish
    Guss, Zachary D.
    Glanz, Bonnie
    Khoury, Samia J.
    Guttmann, Charles R. G.
    Weiner, Howard L.
    [J]. ARCHIVES OF NEUROLOGY, 2008, 65 (11) : 1449 - 1453
  • [3] Subcortical and Cortical Gray Matter Atrophy in a Large Sample of Patients with Clinically Isolated Syndrome and Early Relapsing-Remitting Multiple Sclerosis
    Bergsland, N.
    Horakova, D.
    Dwyer, M. G.
    Dolezal, O.
    Seidl, Z. K.
    Vaneckova, M.
    Krasensky, J.
    Havrdova, E.
    Zivadinov, R.
    [J]. AMERICAN JOURNAL OF NEURORADIOLOGY, 2012, 33 (08) : 1573 - 1578
  • [4] The measurement and clinical relevance of brain atrophy in multiple sclerosis
    Bermel, RA
    Bakshi, R
    [J]. LANCET NEUROLOGY, 2006, 5 (02) : 158 - 170
  • [5] Gray Matter Pathology in MS: A 3-Year Longitudinal Study in a Pediatric Population
    Calabrese, M.
    Seppi, D.
    Romualdi, C.
    Rinaldi, F.
    Alessio, S.
    Perini, P.
    Gallo, P.
    [J]. AMERICAN JOURNAL OF NEURORADIOLOGY, 2012, 33 (08) : 1507 - 1511
  • [6] The predictive value of gray matter atrophy in clinically isolated syndromes
    Calabrese, M.
    Rinaldi, F.
    Mattisi, I.
    Bernardi, V.
    Favaretto, A.
    Perini, P.
    Gallo, P.
    [J]. NEUROLOGY, 2011, 77 (03) : 257 - 263
  • [7] Cortical atrophy is relevant in multiple sclerosis at clinical onset
    Calabrese, Massimiliano
    Atzori, Matteo
    Bernardi, Valentina
    Morra, Aldo
    Romualdi, Chiara
    Rinaldi, Luciano
    McAuliffe, Matthew J. M.
    Barachino, Luigi
    Perini, Paola
    Fischl, Bruce
    Battistin, Leontino
    Gallo, Paolo
    [J]. JOURNAL OF NEUROLOGY, 2007, 254 (09) : 1212 - 1220
  • [8] The Impact of Lesion In-Painting and Registration Methods on Voxel-Based Morphometry in Detecting Regional Cerebral Gray Matter Atrophy in Multiple Sclerosis
    Ceccarelli, A.
    Jackson, J. S.
    Tauhid, S.
    Arora, A.
    Gorky, J.
    Dell'Oglio, E.
    Bakshi, A.
    Chitnis, T.
    Khoury, S. J.
    Weiner, H. L.
    Guttmann, C. R. G.
    Bakshi, R.
    Neema, M.
    [J]. AMERICAN JOURNAL OF NEURORADIOLOGY, 2012, 33 (08) : 1579 - 1585
  • [9] A voxel-based morphometry study of grey matter loss in MS patients with different clinical phenotypes
    Ceccarelli, Antonia
    Rocca, Maria A.
    Pagani, Elisabetta
    Colombo, Bruno
    Martinelli, Vittorio
    Comi, Giancarlo
    Filippi, Massimo
    [J]. NEUROIMAGE, 2008, 42 (01) : 315 - 322
  • [10] Progressive grey matter atrophy in clinically early relapsing-remitting multiple sclerosis
    Chard, DT
    Griffin, CM
    Rashid, W
    Davies, GR
    Altmann, DR
    Kapoor, R
    Barker, GJ
    Thompson, AJ
    Miller, DH
    [J]. MULTIPLE SCLEROSIS JOURNAL, 2004, 10 (04) : 387 - 391