Multimodal MRI study on the relation between WM integrity and connected GM atrophy and its effect on disability in early multiple sclerosis

被引:1
作者
Weeda, Merlin M. [1 ]
van Nederpelt, D. R. [1 ]
Twisk, J. W. R. [2 ]
Brouwer, I. [1 ]
Kuijer, J. P. A. [1 ]
van Dam, M. [3 ]
Hulst, H. E. [4 ]
Killestein, J. [5 ]
Barkhof, F. [1 ,6 ,7 ]
Vrenken, H. [1 ]
Pouwels, P. J. W. [1 ]
机构
[1] Vrije Univ Amsterdam, MS Ctr Amsterdam Radiol & Nucl Med, Amsterdam Neurosci, UMC Locat VUmc, Amsterdam, Netherlands
[2] Amsterdam UMC Locat VUmc, Epidemiol & Data Sci, Amsterdam, Netherlands
[3] Vrije Univ Amsterdam, MS Ctr Amsterdam Anat & Neurosci, Amsterdam Neurosci, Amsterdam UMC Locat, Amsterdam, Netherlands
[4] Leiden Univ, Inst Psychol, Hlth Med & Neuropsychol Unit, Leiden, Netherlands
[5] Vrije Univ Amsterdam, MS Ctr Amsterdam, Neurol, Amsterdam Neurosci,Amsterdam UMC Locat VUmc, Amsterdam, Netherlands
[6] UCL, UCL Queen Sq Inst Neurol, London, England
[7] UCL, Ctr Med Image Comp, London, England
关键词
Multiple sclerosis; MRI; White matter damage; Atrophy; Connectivity; WHITE-MATTER INTEGRITY; SURFACE-BASED ANALYSIS; GREY-MATTER; CORTICAL ATROPHY; MS; SEGMENTATION; SUSCEPTIBILITY; LESIONS; IMAGES; GRAY;
D O I
10.1007/s00415-023-11937-2
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
BackgroundMultiple sclerosis (MS) is characterized by pathology in white matter (WM) and atrophy of grey matter (GM), but it remains unclear how these processes are related, or how they influence clinical progression.ObjectiveTo study the spatial and temporal relationship between GM atrophy and damage in connected WM in relapsing-remitting (RR) MS in relation to clinical progression.MethodsHealthy control (HC) and early RRMS subjects visited our center twice with a 1-year interval for MRI and clinical examinations, including the Expanded Disability Status Scale (EDSS) and Multiple Sclerosis Functional Composite (MSFC) scores. RRMS subjects were categorized as MSFC decliners or non-decliners based on & UDelta;MSFC over time. Ten deep (D)GM and 62 cortical (C) GM structures were segmented and probabilistic tractography was performed to identify the connected WM. WM integrity was determined per tract with, amongst others, fractional anisotropy (FA), mean diffusivity (MD), neurite density index (NDI), and myelin water fraction (MWF). Linear mixed models (LMMs) were used to investigate GM and WM differences between HC and RRMS, and between MSFC decliners and non-decliners. LMM was also used to test associations between baseline WM z-scores and changes in connected GM z-scores, and between baseline GM z-scores and changes in connected WM z-scores, in HC/RRMS subjects and in MSFC decliners/non-decliners.ResultsWe included 13 HCs and 31 RRMS subjects with an average disease duration of 3.5 years and a median EDSS of 3.0. Fifteen RRMS subjects showed declining MSFC scores over time, and they showed higher atrophy rates and greater WM integrity loss compared to non-decliners. Lower baseline WM integrity was associated with increased CGM atrophy over time in RRMS, but not in HC subjects. This effect was only seen in MSFC decliners, especially when an extended WM z-score was used, which included FA, MD, NDI and MWF. Baseline GM measures were not significantly related to WM integrity changes over time in any of the groups.DiscussionLower baseline WM integrity was related to more cortical atrophy in RRMS subjects that showed clinical progression over a 1-year follow-up, while baseline GM did not affect WM integrity changes over time. WM damage, therefore, seems to drive atrophy more than conversely.
引用
收藏
页码:355 / 373
页数:19
相关论文
共 63 条
  • [1] Investigating Microstructural Changes in White Matter in Multiple Sclerosis: A Systematic Review and Meta-Analysis of Neurite Orientation Dispersion and Density Imaging
    Alotaibi, Abdulmajeed
    Podlasek, Anna
    AlTokhis, Amjad
    Aldhebaib, Ali
    Dineen, Rob A.
    Constantinescu, Cris S.
    [J]. BRAIN SCIENCES, 2021, 11 (09)
  • [2] Urgent challenges in quantification and interpretation of brain grey matter atrophy in individual MS patients using MRI
    Amiri, Houshang
    de Sitter, Alexandra
    Bendfeldt, Kerstin
    Battaglini, Marco
    Wheeler-Kingshott, Claudia A. M. Gandini
    Calabrese, Massimiliano
    Geurts, Jeroen J. G.
    Rocca, Maria A.
    Sastre-Garriga, Jaume
    Enzinger, Christian
    de Stefano, Nicola
    Filippi, Massimo
    Rovira, Alex
    Barkhof, Frederik
    Vrenken, Hugo
    [J]. NEUROIMAGE-CLINICAL, 2018, 19 : 466 - 475
  • [3] An integrated approach to correction for off-resonance effects and subject movement in diffusion MR imaging
    Andersson, Jesper L. R.
    Sotiropoulos, Stamatios N.
    [J]. NEUROIMAGE, 2016, 125 : 1063 - 1078
  • [4] How to correct susceptibility distortions in spin-echo echo-planar images: application to diffusion tensor imaging
    Andersson, JLR
    Skare, S
    Ashburner, J
    [J]. NEUROIMAGE, 2003, 20 (02) : 870 - 888
  • [5] Probabilistic diffusion tractography with multiple fibre orientations: What can we gain?
    Behrens, T. E. J.
    Berg, H. Johansen
    Jbabdi, S.
    Rushworth, M. F. S.
    Woolrich, M. W.
    [J]. NEUROIMAGE, 2007, 34 (01) : 144 - 155
  • [6] Characterization and propagation of uncertainty in diffusion-weighted MR imaging
    Behrens, TEJ
    Woolrich, MW
    Jenkinson, M
    Johansen-Berg, H
    Nunes, RG
    Clare, S
    Matthews, PM
    Brady, JM
    Smith, SM
    [J]. MAGNETIC RESONANCE IN MEDICINE, 2003, 50 (05) : 1077 - 1088
  • [7] Memory impairment in multiple sclerosis: correlation with deep grey matter and mesial temporal atrophy
    Benedict, R. H. B.
    Ramasamy, D.
    Munschauer, F.
    Weinstock-Guttman, B.
    Zivadinov, R.
    [J]. JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIATRY, 2009, 80 (02) : 201 - 206
  • [8] White and gray matter damage in primary progressive MS The chicken or the egg?
    Bodini, Benedetta
    Chard, Declan
    Altmann, Daniel R.
    Tozer, Daniel
    Miller, David H.
    Thompson, Alan J.
    Wheeler-Kingshott, Claudia
    Ciccarelli, Olga
    [J]. NEUROLOGY, 2016, 86 (02) : 170 - 176
  • [9] Gray matter atrophy in relapsing-remitting multiple sclerosis is associated with white matter lesions in connecting fibers
    Bussas, Matthias
    Grahl, Sophia
    Pongratz, Viola
    Berthele, Achim
    Gasperi, Christiane
    Andlauer, Till
    Gaser, Christian
    Kirschke, Jan S.
    Wiestler, Benedikt
    Zimmer, Claus
    Hemmer, Bernhard
    Muehlau, Mark
    [J]. MULTIPLE SCLEROSIS JOURNAL, 2022, 28 (06) : 900 - 909
  • [10] The EDSS-Plus, an improved endpoint for disability progression in secondary progressive multiple sclerosis
    Cadavid, Diego
    Cohen, Jeffrey A.
    Freedman, Mark S.
    Goldman, Myla D.
    Hartung, Hans-Peter
    Havrdova, Eva
    Jeffery, Douglas
    Kapoor, Raj
    Miller, Aaron
    Sellebjerg, Finn
    Kinch, Deborah
    Lee, Sophia
    Shang, Shulian
    Mikol, Daniel
    [J]. MULTIPLE SCLEROSIS JOURNAL, 2017, 23 (01) : 94 - 105