Cerebrospinal fluid detection of interleukin-1β in phase of remission predicts disease progression in multiple sclerosis
- Silvia Rossi†1, 2,
- Valeria Studer†1, 2,
- Caterina Motta1, 2,
- Giorgio Germani1, 2,
- Giulia Macchiarulo1, 2,
- Fabio Buttari1, 2,
- Raffaele Mancino3,
- Maura Castelli1, 2,
- Valentina De Chiara1, 2,
- Sagit Weiss1, 2,
- Gianvito Martino4,
- Roberto Furlan4 and
- Diego Centonze1, 2Email author
© Rossi et al.; licensee BioMed Central Ltd. 2014
Received: 25 October 2013
Accepted: 30 January 2014
Published: 18 February 2014
Absence of clinical and radiological activity in relapsing–remitting multiple sclerosis (RRMS) is perceived as disease remission. We explored the role of persisting inflammation during remission in disease evolution.
Cerebrospinal fluid (CSF) levels of interleukin 1β (IL-1β), a major proinflammatory cytokine, were measured in 170 RRMS patients at the time of clinical and radiological remission. These patients were then followed up for at least 4 years, and clinical, magnetic resonance imaging (MRI) and optical coherence tomography (OCT) measures of disease progression were recorded.
Median follow-up of RRMS patients was 5 years. Detection of CSF IL-1β levels at the time of remission did not predict earlier relapse or new MRI lesion formation. Detection of IL-1β in the CSF was instead associated with higher progression index (PI) and Multiple Sclerosis Severity Scale (MSSS) scores at follow-up, and the number of patients with sustained Expanded Disability Status Scale (EDSS) or Multiple Sclerosis Functional Composite worsening at follow-up was higher in individuals with detectable levels of IL-1β. Patients with undetectable IL-1β in the CSF had significantly lower PI and MSSS scores and a higher probability of having a benign MS phenotype. Furthermore, patients with undetectable CSF levels of IL-1β had less retinal nerve fiber layer thickness and macular volume alterations visualized by OCT compared to patients with detectable IL-1β.
Our results suggest that persistence of a proinflammatory environment in RRMS patients during clinical and radiological remission influences midterm disease progression. Detection of IL-1β in the CSF at the time of remission appears to be a potential negative prognostic factor in RRMS patients.
KeywordsCerebrospinal fluid Cytokines Inflammation Disability Neurodegeneration Remission
Relapsing–remitting multiple sclerosis (RRMS) was originally described as a disease characterized by alternating symptomatic and asymptomatic periods, which were perceived to reflect, respectively, disease activity and remission. With the advent of conventional and, later, unconventional magnetic resonance imaging (MRI) technologies, it appeared that the disease could be active in asymptomatic patients, leading to an extension of diagnostic criteria for RRMS and response to treatment to radiological parameters. Hints suggesting that disability in RRMS patients has additional causes beyond clinical and radiological relapses came from observations in patients with brain atrophy and reduction of N-acetyl aspartate, a marker for axonal loss. Brain atrophy appeared to progress in patients who were not active , whereas brain atrophy progression  and reduction of N-acetyl aspartate  correlated with disability progression, indicating that disease severity was not determined by relapses only. In line with these observations, researchers who have conducted pathological studies have reported synapse, neuronal and glial loss independent of demyelination [3–9]. Further, investigators have reported evidence of neuronal and glial excitotoxicity in MS [10–12], a central nervous system (CNS)–specific cellular death pathway triggered by an excess of excitatory glutamate signaling. In this respect, we have recently demonstrated that, during MS relapses, cerebrospinal fluid (CSF) concentrations of the proinflammatory cytokine interleukin 1β (IL-1β) increase to a level high enough to boost excitatory transmission and excitotoxic damage in neurons . These premises prompted us to explore whether persistence of IL-1β signaling during remission phases of MS could affect the severity of the disease. In accord with this hypothesis, our results show that detection of the proinflammatory cytokine IL-1β in the CSF of early RRMS patients at the time of remission was associated with pronounced neuronal damage and accumulating disability in the following years.
This study was conducted in compliance with the principles of the Declaration of Helsinki and was approved by the Ethical Committee of the Policlinico Università Tor Vergata in Rome. All the participants gave their written informed consent to be included in the study.
Multiple sclerosis patients and cerebrospinal fluid collection
Disability was determined by a specially trained (Neurostatus: Available at http://www.neurostatus.net/index.php?file=start) and certified examining neurologist using the Expanded Disability Status Scale (EDSS), a ten-point disease severity score derived from nine ratings for individual neurological domains . The EDSS score, evaluated every 6 months after diagnosis, was used in combination with disease duration to calculate two measures of disease severity: the progression index (PI) and the Multiple Sclerosis Severity Scale (MSSS). The PI was defined as EDSS divided by disease duration. The MSSS is an algorithm that relates EDSS scores to distribution of disability in patients with comparable disease durations . Sustained EDSS progression was defined as a one-point increase persisting for at least 6 months. The Multiple Sclerosis Functional Composite (MSFC) score , obtained on the same day as the EDSS score, consists of three domains in separate measurements: scoring ambulation (Timed Walk Test), upper-extremity function (Nine Hole Peg Test) and cognition (Paced Auditory Serial Addition Test). These separate quantitative scores were used in our analyses. Disability progression using the MSFC score was defined as a sustained change of at least 20% from baseline for any of the three components of the MSFC. Our definition of disability progression also required worsening that persisted for at least 6 months. EDSS and MSFC scores were taken into account for the assessment of disability progression when obtained at least 30 days since stabilization and/or resolution of a previous relapse and/or corticosteroid treatment.
Optical coherence tomography
A medical history with respect to visual symptoms was obtained from all MS participants. Self-report and physician report were confirmed by record review. A subset of RRMS patients (n = 118) without a history of optic neuritis and ophthalmological disease underwent measurement of retinal nerve fiber layer (RNFL) thickness and macular volume (MV) for both eyes using Stratus OCT System software version 4.0.2 (Carl Zeiss Meditec, Jena, Germany) . Briefly, for MV, retinal thickness was measured automatically as the distance between the vitreoretinal interface and the anterior boundary of the retinal pigment epithelium. Stratus OCT images were generated using the fast mapping scan protocol, consisting of six radial scans spaced 30° apart, with each scan measuring 6 mm in length. Each image had a resolution of 10 μm axially and 20 μm transversally. All Stratus OCT images had a signal strength of 6 μm. RNFL thickness measurements were read from the automated measurements generated by the machine using Fast RNFL analysis. Scanning was performed after pharmacological dilation. Average RNFL thickness for 360° around the optic disc was recorded. Values were adjusted for age. One randomly chosen eye from each participant was included in the study. Testing was performed by trained technicians experienced in examination of patients for research studies, and patients wore their habitual eyeglasses or contact lenses for distance correction.
MRI scans (1.5 T), which consisted of dual-echo proton density, fluid-attenuated inversion recovery, T2-weighted spin-echo images (T2-WI) and pre- and post-contrast-enhanced T1-weighted spin-echo images (T1-WI), were analyzed by a neuroradiologist who was unaware of the patient’s clinical details. A new Gd + (0.2 ml/kg, intravenously) lesion was defined as a typical area of hyperintense signaling on post-contrast-enhanced T1-WI. A new or newly enlarging lesion on T2-WI was defined as a rounded or oval lesion arising from an area previously considered as normal-appearing brain tissue and/or showing an identifiable increase in size from a previously stable-appearing lesion. An active scan was defined as one showing any new, enlarging or recurrent lesions on post-contrast-enhanced T1-WI and T2-WI. T2-WI lesion volume was determined by manual tracing.
Measurement of IL-1β in cerebrospinal fluid
CSF was centrifuged and immediately stored at −80°C until analyzed using a Bio-Plex multiplex cytokine assay (Bio-Rad Laboratories, Hercules, CA, USA) according to the manufacturer’s instructions. Concentrations of IL-1β (171-A11127; Bio-Rad Laboratories) were calculated according to a standard curve generated for each target and expressed in picograms per milliliter. When the cytokine concentrations were below the detection threshold, they were assumed to be 0 pg/ml.
Participants with MS were divided into two groups according to the detectability (+ group) or undetectability (− group) of IL-1β in the CSF. Differences among groups were compared by univariate analysis using Student’s t-test or Mann–Whitney U test for continuous variables and Fisher’s exact test or χ2 test for categorical variables. Survival curves were analyzed using a logrank (Mantel–Cox) test. Logistic regression models were constructed for the disability as outcome. We estimated the degree of disability by means of the dichotomous EDSS (cutoff point of 3.0 and 4.0, at which, respectively, significant clinical disability and restriction in ambulation start to be appreciated). Four variables (years with disease, age at the time of blood draw, gender and cytokine detection) were included as predictor variables. Disability progression was also assessed by sustained MSFC worsening. The analyses were replicated with the use of second-line treatments taken into consideration as a covariate. In a further model, benign MS status, defined by an EDSS score less than 3.0 15 years or more after disease onset , was included as an outcome variable and BREMS score, age and cytokine detection as predictors. Two-way analysis of variance was performed to analyze the main effects of two conditions (cytokine detection versus disease duration) on the dependent variables (ophthalmologic variables) and their interactions. A P-value less than 0.05 was considered statistically significant.
Demographic and clinical characteristics of patients with multiple sclerosis according to cerebrospinal fluid proinflammatory cytokine content a
36.3 ± 9.5
37.8 ± 10.1
35.1 ± 8.8
Disease duration (years)
10.5 ± 5.3
10.9 ± 5.9
10.2 ± 4.8
2.2 ± 1.7
2.8 ± 1.9
1.7 ± 1.4
0.34 ± 0.9
0.47 ± 1.0
0.23 ± 0.8
Lack of association between prospective disease activity and cerebrospinal fluid IL-1β level at time of remission
Association between prospective disease progression and cerebrospinal fluid IL-1β detection at time of remission
Logistic regression data using Expanding Disability Status Scale score ≥3.0 as the response variable a
Coefficient of correlation
95% confidence interval
1.69 to 6.79
0.97 to 1.05
0.93 to 3.87
1.02 to 1.17
Logistic regression using Expanding Disability Status Scale score ≥4.0 as the response variable a
Coefficient of correlation
95% confidence interval
1.54 to 7.19
0.98 to 1.07
0.75 to 3.50
0.98 to 1.13
Patients with high BREMS scores are considered at very high risk of secondary progression, and patients with low BREMS scores are very likely to remain progression-free . Undetectable IL-1β significantly predicted benign MS at equal BREMS score values (coefficient of correlation: 3.28, SE: 1.51, OR: 26.61, 95% CI: 1.37 to 515.47, P = 0.03).
Association between cerebrospinal fluid IL-1β level detection and neuronal damage
Our aim in the present study was to explore the role of silent inflammation in MS pathophysiology by studying the correlation between CSF IL-1β content at the time of clinical and radiological remission with markers of disease activity, disability progression and neuronal damage [22, 23] at midterm follow-up. To the best of our knowledge, herein we report for the first time that the presence of IL-1β in the CSF of RRMS patients at the time of clinical and radiological remission was associated with disability progression and neuronal damage after a median of 5 years of follow-up. Our data show that patients with undetectable CSF levels of IL-1β had a high probability of remaining at low levels of disability, whereas patients with detectable IL-1β had a higher risk for progression of disability and greater restriction in ambulation as measured by both EDSS and MSFC scores. In fact, the probability of reaching an EDSS score of 3 or 4 during follow-up was lower in patients with undetectable IL-1β, and undetectable IL-1β significantly predicted benign MS, at equal BREMS scores. Further studies are warranted to confirm our results by means of quantitative PCR. In fact, a more precise cutoff of CSF IL-1β levels below the detection threshold of the immunosorbent assay that we performed could be useful to better identify progression-free patients.
Our OCT measurements of neuronal and axonal damage were in line with these data, as patients with undetectable IL-1β had higher values of RNFL thickness and MV. CSF IL-1β level influenced the risk for disability progression without impacting clinical and radiological markers of inflammatory activity. These data shed new light on our understanding of the disease mechanisms in MS. They suggest that in fact a complete resolution of inflammation after a relapse, as reflected by undetectable presence of IL-1β in the CSF, is potentially a determining factor in midterm disability and prognosis for patients with MS. Persistent inflammation during clinical remission has been previously reported. Overexpression of genes related to adhesion, chemotaxis and blood–brain barrier damage, such as matrix metalloproteinase 9, chemokine (C-C motif) ligand 19 and intercellular adhesion molecule 5, has been described in patients with remitting MS, suggesting persistent inflammation during clinical remission . In line with this observation, the percentage of CD4 + tumor necrosis factor α-positive-IL-2− T cells in the CSF of RRMS patients in clinical remission was increased compared with CSF from patients with noninflammatory disease . Our data support the idea that persisting inflammation during clinical and radiological remission is not just a remnant of the relapse-associated acute inflammation, but is a damaging phenomenon with the potential to lead to significant clinical midterm disease outcomes. Patients with undetectable IL-1β in fact had a higher probability of presenting with a benign MS phenotype. Thus, we hypothesize that when immune challenge becomes chronic instead of being transient, the CNS is chronically exposed to cytokines with maladaptive effects such as neuronal and axonal dysfunction evolving to irreversible damage and sustained neurological disability. Long-term disability progression in patients with relapse-onset MS is correlated with degree of disability after 5 years , relapse frequency and interval between relapses during the first 2 years  and incomplete recovery from relapses during the first 5 years after onset . Nonclinical early predictors of long-term disability have also been identified: brain atrophy rate [28–31], baseline lesion volume [31, 32] and long-term increase in lesion volume [30–33]. More recently, long-term disability has also been correlated to measures of gray matter atrophy [34–36] and altered evoked potentials [37–39]. Further research is needed to clarify the source of proinflammatory cytokines during apparent clinical and radiological remission to better define the role of smoldering inflammation in long-term accumulation of neuronal damage and disability.
We propose that predicting a long-term good prognosis in RRMS would require evidence for complete inflammation resolution during remission in addition to the criteria of disease-free status as recently defined .
The present investigation was funded by a grant from Fondazione Italiana Sclerosi Multipla (Progetto Speciale FISM, 2012/S/2) and by a grant from Ministero della Salute to DC.
- Rudick RA, Fisher E, Lee JC, Simon J, Jacobs L, Multiple Sclerosis Collaborative Research Group: Use of the brain parenchymal fraction to measure whole brain atrophy in relapsing-remitting MS. Neurology. 1999, 53: 1698-1704. 10.1212/WNL.53.8.1698.View ArticlePubMedGoogle Scholar
- Rudick RA, Fisher E, Lee JC, Duda JT, Simon J: Brain atrophy in relapsing multiple sclerosis: relationship to relapses, EDSS, and treatment with interferon β-1a. Mult Scler. 2000, 6: 365-372.PubMedGoogle Scholar
- Bjartmar C, Kidd G, Mörk S, Rudick R, Trapp BD: Neurological disability correlates with spinal cord axonal loss and reduced N-acetyl aspartate in chronic multiple sclerosis patients. Ann Neurol. 2000, 48: 893-901. 10.1002/1531-8249(200012)48:6<893::AID-ANA10>3.0.CO;2-B.View ArticlePubMedGoogle Scholar
- Peterson JW, Bö L, Mörk S, Chang A, Trapp BD: Transected neurites, apoptotic neurons, and reduced inflammation in cortical multiple sclerosis lesions. Ann Neurol. 2001, 50: 389-400. 10.1002/ana.1123.View ArticlePubMedGoogle Scholar
- Meyer R, Weissert R, Diem R, Storch MK, de Graaf KL, Kramer B, Bähr M: Acute neuronal apoptosis in a rat model of multiple sclerosis. J Neurosci. 2001, 21: 6214-6220.PubMedGoogle Scholar
- Cifelli A, Arridge M, Jezzard P, Esiri MM, Palace J, Matthews PM: Thalamic neurodegeneration in multiple sclerosis. Ann Neurol. 2002, 52: 650-653. 10.1002/ana.10326.View ArticlePubMedGoogle Scholar
- Bø L, Vedeler CA, Nyland HI, Trapp BD, Mørk SJ: Subpial demyelination in the cerebral cortex of multiple sclerosis patients. J Neuropathol Exp Neurol. 2003, 62: 723-732.View ArticlePubMedGoogle Scholar
- Wegner C, Esiri MM, Chance SA, Palace J, Matthews PM: Neocortical neuronal, synaptic, and glial loss in multiple sclerosis. Neurology. 2006, 67: 960-967. 10.1212/01.wnl.0000237551.26858.39.View ArticlePubMedGoogle Scholar
- Vercellino M, Plano F, Votta B, Mutani R, Giordana MT, Cavalla P: Grey matter pathology in multiple sclerosis. J Neuropathol Exp Neurol. 2005, 64: 1101-1107. 10.1097/01.jnen.0000190067.20935.42.View ArticlePubMedGoogle Scholar
- Pitt D, Werner P, Raine CS: Glutamate excitotoxicity in a model of multiple sclerosis. Nat Med. 2000, 6: 67-70. 10.1038/71555.View ArticlePubMedGoogle Scholar
- Werner P, Pitt D, Raine CS: Glutamate excitotoxicity—a mechanism for axonal damage and oligodendrocyte death in multiple sclerosis?. J Neural Transm Suppl. 2000, 60: 375-385.PubMedGoogle Scholar
- Domercq M, Etxebarria E, Pérez-Samartín A, Matute C: Excitotoxic oligodendrocyte death and axonal damage induced by glutamate transporter inhibition. Glia. 2005, 52: 36-46. 10.1002/glia.20221.View ArticlePubMedGoogle Scholar
- Rossi S, Furlan R, De Chiara V, Motta C, Studer V, Mori F, Musella A, Bergami A, Muzio L, Bernardi G, Battistini L, Martino G, Centonze D: Interleukin-1β causes synaptic hyperexcitability in multiple sclerosis. Ann Neurol. 2012, 71: 76-83. 10.1002/ana.22512.View ArticlePubMedGoogle Scholar
- Polman CH, Reingold SC, Edan G, Filippi M, Hartung HP, Kappos L, Lublin FD, Metz LM, McFarland HF, O’Connor PW, Sandberg-Wollheim M, Thompson AJ, Weinshenker BG, Wolinsky JS: Diagnostic criteria for multiple sclerosis: 2005 revisions to the “McDonald criteria”. Ann Neurol. 2005, 58: 840-846. 10.1002/ana.20703.View ArticlePubMedGoogle Scholar
- Shi N, Kawano Y, Matsuoka T, Mei F, Ishizu T, Ohyagi Y, Kira J: Increase of CD4 + TNFα + IL-2–T cells in cerebrospinal fluid of multiple sclerosis patients. Mult Scler. 2009, 15: 120-123. 10.1177/1352458508096871.View ArticlePubMedGoogle Scholar
- Bergamaschi R, Quaglini S, Trojano M, Amato MP, Tavazzi E, Paolicelli D, Zipoli V, Romani A, Fuiani A, Portaccio E, Berzuini C, Montomoli C, Bastianello S, Cosi V: Early prediction of the long term evolution of multiple sclerosis: the Bayesian Risk Estimate for Multiple Sclerosis (BREMS) score. J Neurol Neurosurg Psychiatry. 2007, 78: 757-759.PubMed CentralView ArticlePubMedGoogle Scholar
- Kurtzke JF: Rating neurologic impairment in multiple sclerosis: an Expanded Disability Status Scale (EDSS). Neurology. 1983, 33: 1444-1452. 10.1212/WNL.33.11.1444.View ArticlePubMedGoogle Scholar
- Roxburgh RH, Seaman SR, Masterman T, Hensiek AE, Sawcer SJ, Vukusic S, Achiti I, Confavreux C, Coustans M, le Page E, Edan G, McDonnell GV, Hawkins S, Trojano M, Liguori M, Cocco E, Marrosu MG, Tesser F, Leone MA, Weber A, Zipp F, Miterski B, Epplen JT, Oturai A, Sørensen PS, Celius EG, Lara NT, Montalban X, Villoslada P, Silva AM, et al: Multiple sclerosis severity score: using disability and disease duration to rate disease severity. Neurology. 2005, 64: 1144-1151. 10.1212/01.WNL.0000156155.19270.F8.View ArticlePubMedGoogle Scholar
- Cutter GR, Baier ML, Rudick RA, Cookfair DL, Fischer JS, Petkau J, Syndulko K, Weinshenker BG, Antel JP, Confavreux C, Ellison GW, Lublin F, Miller AE, Rao SM, Reingold S, Thompson A, Willoughby E: Development of a multiple sclerosis functional composite as a clinical trial outcome measure. Brain. 1999, 122: 871-882. 10.1093/brain/122.5.871.View ArticlePubMedGoogle Scholar
- Rossi S, Mancino R, Bergami A, Mori F, Castelli M, De Chiara V, Studer V, Mataluni G, Sancesario G, Parisi V, Kusayanagi H, Bernardi G, Nucci C, Bernardini S, Martino G, Furlan R, Centonze D: Potential role of IL-13 in neuroprotection and cortical excitability regulation in multiple sclerosis. Mult Scler. 2011, 17: 1301-1312. 10.1177/1352458511410342.View ArticlePubMedGoogle Scholar
- Lublin FD, Reingold SC, National Multiple Sclerosis Society (USA) Advisory Committee on Clinical Trials of New Agents in Multiple Sclerosis: Defining the clinical course of multiple sclerosis: results of an international survey. Neurology. 1996, 46: 907-911. 10.1212/WNL.46.4.907.View ArticlePubMedGoogle Scholar
- Sergott RC, Frohman E, Glanzman R, Al-Sabbagh A, OCT in MS Expert Panel: The role of optical coherence tomography in multiple sclerosis: expert panel consensus. J Neurol Sci. 2007, 263: 3-14. 10.1016/j.jns.2007.05.024.View ArticlePubMedGoogle Scholar
- Petzold A, de Boer JF, Schippling S, Vermersch P, Kardon R, Green A, Calabresi PA, Polman C: Optical coherence tomography in multiple sclerosis: a systematic review and meta-analysis. Lancet Neurol. 2010, 9: 921-932. 10.1016/S1474-4422(10)70168-X. A published erratum appears in Lancet Neurol 2010, 9:1045View ArticlePubMedGoogle Scholar
- Gurevich M, Achiron A: The switch between relapse and remission in multiple sclerosis: continuous inflammatory response balanced by Th1 suppression and neurotrophic factors. J Neuroimmunol. 2012, 252: 83-88. 10.1016/j.jneuroim.2012.07.014.View ArticlePubMedGoogle Scholar
- Kurtzke JF, Beebe GW, Nagler B, Kurland LT, Auth TL: Studies on the natural history of multiple sclerosis. 8. Early prognostic features of the later course of the illness. J Chronic Dis. 1977, 30: 819-830. 10.1016/0021-9681(77)90010-8.View ArticlePubMedGoogle Scholar
- Weinshenker BG, Bass B, Rice GP, Noseworthy J, Carriere W, Baskerville J, Ebers GC: The natural history of multiple sclerosis: a geographically based study. 2. Predictive value of the early clinical course. Brain. 1989, 112: 1419-1428. 10.1093/brain/112.6.1419.View ArticlePubMedGoogle Scholar
- Runmarker B, Andersen O: Prognostic factors in a multiple sclerosis incidence cohort with twenty-five years of follow-up. Brain. 1993, 116: 117-134. 10.1093/brain/116.1.117.View ArticlePubMedGoogle Scholar
- Fisher E, Rudick RA, Simon JH, Cutter G, Baier M, Lee JC, Miller D, Weinstock-Guttman B, Mass MK, Dougherty DS, Simonian NA: Eight-year follow-up study of brain atrophy in patients with MS. Neurology. 2002, 59: 1412-1420. 10.1212/01.WNL.0000036271.49066.06.View ArticlePubMedGoogle Scholar
- Lin X, Blumhardt LD, Constantinescu CS: The relationship of brain and cervical cord volume to disability in clinical subtypes of multiple sclerosis: a three-dimensional MRI study. Acta Neurol Scand. 2003, 108: 401-406.View ArticlePubMedGoogle Scholar
- Lukas C, Minneboo A, de Groot V, Moraal B, Knol DL, Polman CH, Barkhof F, Vrenken H: Early central atrophy rate predicts 5 year clinical outcome in multiple sclerosis. J Neurol Neurosurg Psychiatry. 2010, 81: 1351-1356. 10.1136/jnnp.2009.199968.View ArticlePubMedGoogle Scholar
- Popescu V, Agosta F, Hulst HE, Sluimer IC, Knol DL, Sormani MP, Enzinger C, Ropele S, Alonso J, Sastre-Garriga J, Rovira A, Montalban X, Bodini B, Ciccarelli O, Khaleeli Z, Chard DT, Matthews L, Palace J, Giorgio A, De Stefano N, Eisele P, Gass A, Polman CH, Uitdehaag BM, Messina MJ, Comi G, Filippi M, Barkhof F, Vrenken H, MAGNIMS Study Group: Brain atrophy and lesion load predict long term disability in multiple sclerosis. J Neurol Neurosurg Psychiatry. 2013, 84: 1082-1091. 10.1136/jnnp-2012-304094.View ArticlePubMedGoogle Scholar
- Fisniku LK, Brex PA, Altmann DR, Miszkiel KA, Benton CE, Lanyon R, Thompson AJ, Miller DH: Disability and T2 MRI lesions: a 20-year follow-up of patients with relapse onset of multiple sclerosis. Brain. 2008, 131: 808-817. 10.1093/brain/awm329.View ArticlePubMedGoogle Scholar
- Brex PA, Ciccarelli O, O’Riordan JI, Sailer M, Thompson AJ, Miller DH: A longitudinal study of abnormalities on MRI and disability from multiple sclerosis. N Engl J Med. 2002, 346: 158-164. 10.1056/NEJMoa011341.View ArticlePubMedGoogle Scholar
- Fisniku LK, Chard DT, Jackson JS, Anderson VM, Altmann DR, Miszkiel KA, Thompson AJ, Miller DH: Gray matter atrophy is related to long-term disability in multiple sclerosis. Ann Neurol. 2008, 64: 247-254. 10.1002/ana.21423. A published erratum appears in Ann Neurol 2009, 65:232View ArticlePubMedGoogle Scholar
- Horakova D, Dwyer MG, Havrdova E, Cox JL, Dolezal O, Bergsland N, Rimes B, Seidl Z, Vaneckova M, Zivadinov R: Gray matter atrophy and disability progression in patients with early relapsing–remitting multiple sclerosis: a 5-year longitudinal study. J Neurol Sci. 2009, 282: 112-119. 10.1016/j.jns.2008.12.005.View ArticlePubMedGoogle Scholar
- Rudick RA, Lee JC, Nakamura K, Fisher E: Gray matter atrophy correlates with MS disability progression measured with MSFC but not EDSS. J Neurol Sci. 2009, 282: 106-111. 10.1016/j.jns.2008.11.018.PubMed CentralView ArticlePubMedGoogle Scholar
- Fuhr P, Borggrefe-Chappuis A, Schindler C, Kappos L: Visual and motor evoked potentials in the course of multiple sclerosis. Brain. 2001, 124: 2162-2168. 10.1093/brain/124.11.2162.View ArticlePubMedGoogle Scholar
- Kallmann BA, Fackelmann S, Toyka KV, Rieckmann P, Reiners K: Early abnormalities of evoked potentials and future disability in patients with multiple sclerosis. Mult Scler. 2006, 12: 58-65. 10.1191/135248506ms1244oa.View ArticlePubMedGoogle Scholar
- Schlaeger R, D’Souza M, Schindler C, Grize L, Dellas S, Radue EW, Kappos L, Fuhr P: Prediction of long-term disability in multiple sclerosis. Mult Scler. 2012, 18: 31-38. 10.1177/1352458511416836.View ArticlePubMedGoogle Scholar
- Havrdova E, Galetta S, Stefoski D, Comi G: Freedom from disease activity in multiple sclerosis. Neurology. 2010, 74 (Suppl 3): S3-S7.View ArticlePubMedGoogle Scholar
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