Deep grey matter volume loss drives disability worsening in multiple sclerosis
Arman EshaghiiD, Ferrán PradosiD, Wallace J. BrownleeiD, Daniel R. AltmanniD, Carmen TuriD, M. Jorge CardosoiD, Floriana De AngelisiD, Steven H. van de Pavert, Niamh Cawley, Nicola De StefanoiD, ML Stromillo, Marco BattagliniiD, Serena RuggieriiD, Claudio GasperiniiD, Massimo FilippiiD, Maria Assunta RoccaiD, Àlex RoviraiD, Jaume Sastre‐GarrigaiD, Hugo VrenkeniD, Cyra E LeursiD, Joep KillesteiniD, Lukas PirpameriD, Christian EnzingeriD, Sebastien Ourselin AiD, Claudia A. M. Gandini Wheeler‐KingshottiD, , Jacqueline A. PalaceiD
Abstract
ObjectiveGrey matter (GM) atrophy occurs in all multiple sclerosis (MS) phenotypes. We investigated whether there is a spatiotemporal pattern of GM atrophy that is associated with faster disability accumulation in MS.\n\nMethodsWe analysed 3,604 brain high-resolution T1-weighted MRI scans from 1,417 participants: 1,214 MS patients (253 clinically-isolated syndrome[CIS], 708 relapsingremitting[RRMS], 128 secondary-progressive[SPMS], 125 primary-progressive[PPMS]), over an average follow-up of 2.41 years (standard deviation[SD]=1.97), and 203 healthy controls (HCs) [average follow-up=1.83 year, SD=1.77], attending 7 European centres. Disability was assessed with the Expanded-Disability Status Scale (EDSS). We obtained volumes of the deep GM (DGM), temporal, frontal, parietal, occipital and cerebellar GM, brainstem and cerebral white matter. Hierarchical mixed-models assessed annual percentage rate of regional tissue loss and identified regional volumes associated with time-to-EDSS progression.\n\nResultsSPMS showed the lowest baseline volumes of cortical GM and DGM. Of all baseline regional volumes, only that of the DGM predicted time-to-EDSS progression (hazard ratio=0.73, 95% CIs 0.65, 0.82; p<0.001): for every standard deviation decrease in baseline DGM volume, the risk of presenting a shorter time to EDSS worsening during follow-up increased by 27%. Of all longitudinal measures, DGM showed the fastest annual rate of atrophy, which was faster in SPMS (-1.45%), PPMS (-1.66%), and RRMS (-1.34%) than CIS (-0.88%) and HCs (-0.94%)[p<0.01]. The rate of temporal GM atrophy in SPMS (-1.21%) was significantly faster than RRMS (-0.76%), CIS (-0.75%), and HCs (-0.51%). Similarly, the rate of parietal GM atrophy in SPMS (-1.24-%) was faster than CIS (-0.63%) and HCs (-0.23%) (all p values <0.05). Only the atrophy rate in DGM in patients was significantly associated with disability accumulation (beta=0.04, p<0.001).\n\nInterpretationThis large multi-centre and longitudinal study shows that DGM volume loss drives disability accumulation in MS, and that temporal cortical GM shows accelerated atrophy in SPMS than RRMS. The difference in regional GM atrophy development between phenotypes needs to be taken into account when evaluating treatment effect of therapeutic interventions.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 454
- FWCI
- 34.20
- Field percentile
- top 1%
- Organism
- Assay
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Progression of regional grey matter atrophy in multiple sclerosis
Arman Eshaghi, Razvan Valentin Marinescu, … Jacqueline A. Palace·BrainPeer-reviewed·Mar 16, 2018
- Accelerated brain ageing and disability in multiple sclerosis
James Howard Cole, Joel Raffel, … on behalf of the MAGNIMS study group·bioRxiv·Mar 23, 2019
- Conversion of Diffusely Abnormal White Matter to Focal Lesions is Linked to Progression in Secondary Progressive Multiple Sclerosis
Mahsa Dadar, Sridar Narayanan, … Josefina Maranzano·Multiple Sclerosis JournalPeer-reviewed·Mar 23, 2020
- Lifespan Neurodegeneration Of The Human Brain In Multiple Sclerosis
Pierrick Coupé A, Vincent Planche, … Thomas Tourdias·Human Brain MappingPeer-reviewed·Aug 24, 2023
- Diffusely abnormal white matter converts to T2 lesion volume in the absence of acute inflammation
Mahsa Dadar, Sawsan Mahmoud, … Josefina Maranzano·BrainPeer-reviewed·Dec 16, 2021
- The sequence of regional structural disconnectivity due to multiple sclerosis lesions
Ceren Tozlu, Emily R. Olafson, … Amy F. Kuceyeski·Brain CommunicationsPeer-reviewed·Jan 1, 2023