Abstract
Background
In multiple sclerosis (MS), pathological processes affecting brain gray (GM) and white matter (WM) are heterogeneous.
Objective
To apply a multimodal MRI approach to investigate the regional distribution of the different pathological processes occurring in the brain WM and GM of relapse-onset MS patients.
Methods
Fifty-seven MS patients (forty-two relapsing remitting [RR], fifteen secondary progressive [SP]) and forty-seven age- and sex-matched healthy controls (HC) underwent a multimodal 3 T MRI acquisition. Between-group voxel-wise differences of brain WM and GM volumes, magnetization transfer ratio (MTR), T1-weighted(w)/T2w ratio, intracellular volume fraction (ICV_f), and quantitative susceptibility mapping (QSM) maps were investigated.
Results
Compared to HC, RRMS showed significant WM, deep GM and cortical atrophy, significantly lower MTR and T1w/T2w ratio of periventricular and infratentorial WM, deep GM and several cortical areas, lower ICV_f in supratentorial and cerebellar WM and in some cortical areas, and lower QSM values in bilateral periventricular WM (p < 0.001). Compared to RRMS, SPMS patients showed significant deep GM and widespread cortical atrophy, significantly lower MTR of periventricular WM, deep GM and cerebellum, lower T1w/T2w ratio of fronto-temporal WM regions, lower ICV_f of some fronto-tempo-occipital WM and cortical areas. They also had increased QSM and T1w/T2w ratio in the pallidum, bilaterally (p < 0.001).
Conclusion
A periventricular pattern of demyelination and widespread GM and WM neuro-axonal loss are detectable in RRMS and are more severe in SPMS. Higher T1w/T2w ratio and QSM in the pallidum, possibly reflecting iron accumulation and neurodegeneration, may represent a relevant MRI marker to differentiate SPMS from RRMS.
Similar content being viewed by others
Data availability
The data sets generated during and/or analyzed during the current study are not publicly available but are available from the corresponding author on reasonable request.
References
Audoin B, Ranjeva JP, Au Duong MV, Ibarrola D, Malikova I, Confort-Gouny S, Soulier E, Viout P, Ali-Cherif A, Pelletier J, Cozzone PJ (2004) Voxel-based analysis of MTR images: a method to locate gray matter abnormalities in patients at the earliest stage of multiple sclerosis. J Magn Reson Imaging 20:765–771
Bergsland N, Schweser F, Dwyer MG, Weinstock-Guttman B, Benedict RHB, Zivadinov R (2018) Thalamic white matter in multiple sclerosis: a combined diffusion-tensor imaging and quantitative susceptibility mapping study. Hum Brain Mapp 39:4007–4017
Collorone S, Cawley N, Grussu F, Prados F, Tona F, Calvi A, Kanber B, Schneider T, Kipp L, Zhang H, Alexander DC, Thompson AJ, Toosy A, Wheeler-Kingshott CAG, Ciccarelli O (2020) Reduced neurite density in the brain and cervical spinal cord in relapsing-remitting multiple sclerosis: A NODDI study. Mult Scler 26:1647–1657
Collorone S, Prados F, Kanber B, Cawley NM, Tur C, Grussu F, Solanky BS, Yiannakas M, Davagnanam I, Wheeler-Kingshott C, Barkhof F, Ciccarelli O, Toosy AT (2021) Brain microstructural and metabolic alterations detected in vivo at onset of the first demyelinating event. Brain 144:1409–1421
Dousset V, Grossman RI, Ramer KN, Schnall MD, Young LH, Gonzalez-Scarano F, Lavi E, Cohen JA (1992) Experimental allergic encephalomyelitis and multiple sclerosis: lesion characterization with magnetization transfer imaging. Radiology 182:483–491
Eshaghi A, Marinescu RV, Young AL, Firth NC, Prados F, Jorge Cardoso M, Tur C, De Angelis F, Cawley N, Brownlee WJ, De Stefano N, Laura Stromillo M, Battaglini M, Ruggieri S, Gasperini C, Filippi M, Rocca MA, Rovira A, Sastre-Garriga J, Geurts JJG, Vrenken H, Wottschel V, Leurs CE, Uitdehaag B, Pirpamer L, Enzinger C, Ourselin S, Gandini Wheeler-Kingshott CA, Chard D, Thompson AJ, Barkhof F, Alexander DC, Ciccarelli O (2018) Progression of regional grey matter atrophy in multiple sclerosis. Brain 141:1665–1677
Eshaghi A, Prados F, Brownlee WJ, Altmann DR, Tur C, Cardoso MJ, De Angelis F, van de Pavert SH, Cawley N, De Stefano N, Stromillo ML, Battaglini M, Ruggieri S, Gasperini C, Filippi M, Rocca MA, Rovira A, Sastre-Garriga J, Vrenken H, Leurs CE, Killestein J, Pirpamer L, Enzinger C, Ourselin S, Wheeler-Kingshott C, Chard D, Thompson AJ, Alexander DC, Barkhof F, Ciccarelli O, group Ms (2018) Deep gray matter volume loss drives disability worsening in multiple sclerosis. Ann Neurol 83:210–222
Filippi M, Bar-Or A, Piehl F, Preziosa P, Solari A, Vukusic S, Rocca MA (2018) Multiple sclerosis. Nat Rev Dis Primers 4:43
Filippi M, Bruck W, Chard D, Fazekas F, Geurts JJG, Enzinger C, Hametner S, Kuhlmann T, Preziosa P, Rovira A, Schmierer K, Stadelmann C, Rocca MA, Attendees of the Correlation between P, workshop MRIfiM (2019) Association between pathological and MRI findings in multiple sclerosis. Lancet Neurol 18:198–210
Filippi M, Preziosa P, Rocca MA (2017) Microstructural MR imaging techniques in multiple sclerosis. Neuroimaging Clin N Am 27:313–333
Filli L, Hofstetter L, Kuster P, Traud S, Mueller-Lenke N, Naegelin Y, Kappos L, Gass A, Sprenger T, Nichols TE, Vrenken H, Barkhof F, Polman C, Radue EW, Borgwardt SJ, Bendfeldt K (2012) Spatiotemporal distribution of white matter lesions in relapsing-remitting and secondary progressive multiple sclerosis. Mult Scler 18:1577–1584
Fisher E, Lee JC, Nakamura K, Rudick RA (2008) Gray matter atrophy in multiple sclerosis: a longitudinal study. Ann Neurol 64:255–265
Gilmore CP, Donaldson I, Bo L, Owens T, Lowe J, Evangelou N (2009) Regional variations in the extent and pattern of grey matter demyelination in multiple sclerosis: a comparison between the cerebral cortex, cerebellar cortex, deep grey matter nuclei and the spinal cord. J Neurol Neurosurg Psychiatry 80:182–187
Granziera C, Wuerfel J, Barkhof F, Calabrese M, De Stefano N, Enzinger C, Evangelou N, Filippi M, Geurts JJG, Reich DS, Rocca MA, Ropele S, Rovira A, Sati P, Toosy AT, Vrenken H, Gandini Wheeler-Kingshott CAM, Kappos L, Group MS (2021) Quantitative magnetic resonance imaging towards clinical application in multiple sclerosis. Brain 144:1296–1311
Haider L, Simeonidou C, Steinberger G, Hametner S, Grigoriadis N, Deretzi G, Kovacs GG, Kutzelnigg A, Lassmann H, Frischer JM (2014) Multiple sclerosis deep grey matter: the relation between demyelination, neurodegeneration, inflammation and iron. J Neurol Neurosurg Psychiatry 85:1386–1395
Hametner S, Wimmer I, Haider L, Pfeifenbring S, Bruck W, Lassmann H (2013) Iron and neurodegeneration in the multiple sclerosis brain. Ann Neurol 74:848–861
Jonkman LE, Klaver R, Fleysher L, Inglese M, Geurts JJ (2016) The substrate of increased cortical FA in MS: A 7T post-mortem MRI and histopathology study. Mult Scler 22:1804–1811
Li DK, Held U, Petkau J, Daumer M, Barkhof F, Fazekas F, Frank JA, Kappos L, Miller DH, Simon JH, Wolinsky JS, Filippi M, Centre SL, for MSR, (2006) MRI T2 lesion burden in multiple sclerosis: a plateauing relationship with clinical disability. Neurology 66:1384–1389
Margoni M, Gueye M, Meani A, Pagani E, Moiola L, Preziosa P, Filippi M, Rocca MA (2023) Choroid plexus enlargement in paediatric multiple sclerosis: clinical relevance and effect of sex. J Neurol Neurosurg Psychiatr 4:181–188
Margoni M, Pagani E, Meani A, Storelli L, Mesaros S, Drulovic J, Barkhof F, Vrenken H, Strijbis E, Gallo A, Bisecco A, Pareto D, Sastre-Garriga J, Ciccarelli O, Yiannakas M, Palace J, Preziosa P, Rocca MA, Filippi M, Group MS (2022) Exploring in vivo multiple sclerosis brain microstructural damage through T1w/T2w ratio: a multicentre study. J Neurol Neurosurg Psychiatr 93:741–752
Margoni M, Villani U, Silvestri E, Franciotta S, Anglani MG, Causin F, Rinaldi F, Perini P, Bertoldo A, Gallo P (2022) Quantification of normal-appearing white matter damage in early relapse-onset multiple sclerosis through neurite orientation dispersion and density imaging. Mult Scler Relat Disord 58:103396
Moccia M, van de Pavert S, Eshaghi A, Haider L, Pichat J, Yiannakas M, Ourselin S, Wang Y, Wheeler-Kingshott C, Thompson A, Barkhof F, Ciccarelli O (2020) Pathologic correlates of the magnetization transfer ratio in multiple sclerosis. Neurology 95:e2965–e2976
Pardini M, Brown JWL, Magliozzi R, Reynolds R, Chard DT (2021) Surface-in pathology in multiple sclerosis: a new view on pathogenesis? Brain 144:1646–1654
Parmar K, Stadelmann C, Rocca MA, Langdon D, D’Angelo E, D’Souza M, Burggraaff J, Wegner C, Sastre-Garriga J, Barrantes-Freer A, Dorn J, Uitdehaag BMJ, Montalban X, Wuerfel J, Enzinger C, Rovira A, Tintore M, Filippi M, Kappos L, Sprenger T, group Ms (2018) The role of the cerebellum in multiple sclerosis-150 years after Charcot. Neurosci Biobehav Rev 89:85–98
Popescu V, Klaver R, Voorn P, Galis-de Graaf Y, Knol DL, Twisk JW, Versteeg A, Schenk GJ, Van der Valk P, Barkhof F, De Vries HE, Vrenken H, Geurts JJ (2015) What drives MRI-measured cortical atrophy in multiple sclerosis? Mult Scler 21:1280–1290
Preziosa P, Bouman PM, Kiljan S, Steenwijk MD, Meani A, Pouwels PJ, Rocca MA, Filippi M, Geurts JJG, Jonkman LE (2021) Neurite density explains cortical T1-weighted/T2-weighted ratio in multiple sclerosis. J Neurol Neurosurg Psychiatry 92:790–792
Preziosa P, Kiljan S, Steenwijk MD, Meani A, van de Berg WDJ, Schenk GJ, Rocca MA, Filippi M, Geurts JJG, Jonkman LE (2019) Axonal degeneration as substrate of fractional anisotropy abnormalities in multiple sclerosis cortex. Brain 142:1921–1937
Preziosa P, Pagani E, Bonacchi R, Cacciaguerra L, Falini A, Rocca MA, Filippi M (2022) In vivo detection of damage in multiple sclerosis cortex and cortical lesions using NODDI. J Neurol Neurosurg Psychiatry 93:628–636
Preziosa P, Pagani E, Meani A, Marchesi O, Conti L, Falini A, Rocca MA, Filippi M (2023) NODDI, diffusion tensor microstructural abnormalities and atrophy of brain white matter and gray matter contribute to cognitive impairment in multiple sclerosis. J Neurol 270:810–823
Riccitelli G, Rocca MA, Pagani E, Martinelli V, Radaelli M, Falini A, Comi G, Filippi M (2012) Mapping regional grey and white matter atrophy in relapsing-remitting multiple sclerosis. Mult Scler 18:1027–1037
Righart R, Biberacher V, Jonkman LE, Klaver R, Schmidt P, Buck D, Berthele A, Kirschke JS, Zimmer C, Hemmer B, Geurts JJG, Muhlau M (2017) Cortical pathology in multiple sclerosis detected by the T1/T2-weighted ratio from routine magnetic resonance imaging. Ann Neurol 82:519–529
Rocca MA, Mesaros S, Pagani E, Sormani MP, Comi G, Filippi M (2010) Thalamic damage and long-term progression of disability in multiple sclerosis. Radiology 257:463–469
Rocca MA, Preziosa P, Mesaros S, Pagani E, Dackovic J, Stosic-Opincal T, Drulovic J, Filippi M (2016) Clinically isolated syndrome suggestive of multiple sclerosis: dynamic patterns of gray and white matter changes-A 2-year MR imaging study. Radiology 278:841–853
Rocca MA, Valsasina P, Meani A, Gobbi C, Zecca C, Rovira A, Sastre-Garriga J, Kearney H, Ciccarelli O, Matthews L, Palace J, Gallo A, Bisecco A, Lukas C, Bellenberg B, Barkhof F, Vrenken H, Preziosa P, Filippi M (2021) Association of gray matter atrophy patterns with clinical phenotype and progression in multiple sclerosis. Neurol 96:e1561–e1573
Schweser F, Raffaini Duarte Martins AL, Hagemeier J, Lin F, Hanspach J, Weinstock-Guttman B, Hametner S, Bergsland N, Dwyer MG, Zivadinov R (2018) Mapping of thalamic magnetic susceptibility in multiple sclerosis indicates decreasing iron with disease duration: a proposed mechanistic relationship between inflammation and oligodendrocyte vitality. Neuroimage 167:438–452
Spano B, Giulietti G, Pisani V, Morreale M, Tuzzi E, Nocentini U, Francia A, Caltagirone C, Bozzali M, Cercignani M (2018) Disruption of neurite morphology parallels MS progression. Neurol Neuroimmunol Neuroinflamm 5:e502
Steenwijk MD, Geurts JJ, Daams M, Tijms BM, Wink AM, Balk LJ, Tewarie PK, Uitdehaag BM, Barkhof F, Vrenken H, Pouwels PJ (2016) Cortical atrophy patterns in multiple sclerosis are non-random and clinically relevant. Brain 139:115–126
Tonietto M, Poirion E, Lazzarotto A, Ricigliano V, Papeix C, Bottlaender M, Bodini B, Stankoff B (2022) Periventricular remyelination failure in multiple sclerosis: a substrate for neurodegeneration. Brain. https://doi.org/10.1093/brain/awac334
Valverde S, Cabezas M, Roura E, Gonzalez-Villa S, Pareto D, Vilanova JC, Ramio-Torrenta L, Rovira A, Oliver A, Llado X (2017) Improving automated multiple sclerosis lesion segmentation with a cascaded 3D convolutional neural network approach. Neuroimage 155:159–168
Vercellino M, Masera S, Lorenzatti M, Condello C, Merola A, Mattioda A, Tribolo A, Capello E, Mancardi GL, Mutani R, Giordana MT, Cavalla P (2009) Demyelination, inflammation, and neurodegeneration in multiple sclerosis deep gray matter. J Neuropathol Exp Neurol 68:489–502
Yu FF, Chiang FL, Stephens N, Huang SY, Bilgic B, Tantiwongkosi B, Romero R (2019) Characterization of normal-appearing white matter in multiple sclerosis using quantitative susceptibility mapping in conjunction with diffusion tensor imaging. Neuroradiology 61:71–79
Zhang H, Schneider T, Wheeler-Kingshott CA, Alexander DC (2012) NODDI: practical in vivo neurite orientation dispersion and density imaging of the human brain. Neuroimage 61:1000–1016
Zivadinov R, Tavazzi E, Bergsland N, Hagemeier J, Lin F, Dwyer MG, Carl E, Kolb C, Hojnacki D, Ramasamy D, Durfee J, Weinstock-Guttman B, Schweser F (2018) Brain iron at quantitative MRI is associated with disability in multiple sclerosis. Radiology 289:487–496
Funding
This study did not receive any funding.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflicts of interest
M. Margoni reports grants and personal fees from Almirall. She was awarded a MAGNIMS-ECTRIMS fellowship in 2020. E. Pagani received speakers’ honoraria from Biogen Idec. P. Preziosa received speaker honoraria from Roche, Biogen, Novartis, Merck Serono, Bristol Myers Squibb and Genzyme. He has received research support from Italian Ministry of Health and Fondazione Italiana Sclerosi Multipla. M. Gueye and M. Azzimonti have nothing to disclose. M.A. Rocca received consulting fees from Biogen, Bristol Myers Squibb, Eli Lilly, Janssen, Roche; and speaker honoraria from AstraZaneca, Biogen, Bristol Myers Squibb, Bromatech, Celgene, Genzyme, Horizon Therapeutics Italy, Merck Serono SpA, Novartis, Roche, Sanofi and Teva. She receives research support from the MS Society of Canada, the Italian Ministry of Health, and Fondazione Italiana Sclerosi Multipla. She is the Associate Editor for Multiple Sclerosis and Related Disorders. Prof. Filippi is Editor-in-Chief of the Journal of Neurology, Associate Editor of Human Brain Mapping, Neurological Sciences, and Radiology; received compensation for consulting services from Alexion, Almirall, Biogen, Merck, Novartis, Roche, Sanofi; speaking activities from Bayer, Biogen, Celgene, Chiesi Italia SpA, Eli Lilly, Genzyme, Janssen, Merck-Serono, Neopharmed Gentili, Novartis, Novo Nordisk, Roche, Sanofi, Takeda, and TEVA; participation in Advisory Boards for Alexion, Biogen, Bristol-Myers Squibb, Merck, Novartis, Roche, Sanofi, Sanofi-Aventis, Sanofi-Genzyme, Takeda; scientific direction of educational events for Biogen, Merck, Roche, Celgene, Bristol-Myers Squibb, Lilly, Novartis, Sanofi-Genzyme; he receives research support from Biogen Idec, Merck-Serono, Novartis, Roche, Italian Ministry of Health, and Fondazione Italiana Sclerosi Multipla.
Ethical approval
Approval was received from the institutional ethical standards committee on human experimentation of IRCCS Ospedale San Raffaele for any experiments using human subjects (Protocol N° 2009-74). Written informed consent was obtained from all subjects prior to study participation according to the Declaration of Helsinki.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Margoni, M., Pagani, E., Preziosa, P. et al. Unraveling the heterogeneous pathological substrates of relapse-onset multiple sclerosis: a multiparametric voxel-wise 3 T MRI study. J Neurol 270, 3839–3850 (2023). https://doi.org/10.1007/s00415-023-11736-9
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00415-023-11736-9