Literature DB >> 29926371

Disability Outcome Measures in Phase III Clinical Trials in Multiple Sclerosis.

Bernard M J Uitdehaag1.   

Abstract

Accumulating neurological disability has a substantial impact on the lives of patients with multiple sclerosis (MS). As well as the established Expanded Disability Status Scale (EDSS), several other outcome measures are now available for assessing disability progression in MS. This review extends the findings of a previous analysis of relapsing-remitting MS (RRMS) trials published up to 2012, to determine whether there has been a shift in outcome measures used to assess disability in phase III clinical trials in RRMS and progressive MS. Forty relevant trials were identified (RRMS, n = 16; progressive MS, n = 18; other/mixed phenotypes, n = 6). Sustained EDSS worsening, particularly over 3 months, was included as an endpoint in almost all identified trials. Other disability-related endpoints included the Multiple Sclerosis Functional Composite z-score and scores for the physical component summary of the Multiple Sclerosis Impact Scale and Medical Outcomes Study Short-Form (36-item) Health Survey. Tests assessing manual dexterity, ambulation, vision and cognition were also employed, and in some trials, composite endpoints were used. However, there was no obvious trend in choice of disability outcome measures over time. Sustained EDSS worsening over short time periods continues to be the most widely used measure of disability progression in pivotal MS trials, despite its well-recognised limitations. A new tool set is needed for use in MS clinical trials that detects the benefit of potential treatments that slow (or reverse) progressive disability.

Entities:  

Mesh:

Year:  2018        PMID: 29926371      PMCID: PMC6061412          DOI: 10.1007/s40263-018-0530-8

Source DB:  PubMed          Journal:  CNS Drugs        ISSN: 1172-7047            Impact factor:   5.749


Key Points

Introduction

Multiple sclerosis (MS) is an autoimmune disease characterised by clinical neurological relapses and progressive neurological disability [1]. Relapses are thought to reflect acute focal inflammation, while progressive disability likely represents chronic, diffuse neurodegeneration [2]. According to the classical view of the natural history of MS, focal inflammation is the precursor of neurodegeneration, with successive relapses leading to accumulation of disability [2]. However, the contemporary view of MS is that there is a dissociation between relapses and long-term disability [3]. Not surprisingly, accumulating neurological disability has a substantial impact on the lives of the relatively young population of patients affected by MS. Studies have shown that increasing levels of disability have a negative effect on the quality of life (QoL) of both patients and caregivers [4-6]. Furthermore, overall costs associated with MS increase as disability accumulates [7], with direct medical costs contributing more in the earlier stages of disease and indirect costs (e.g. productivity loss) predominating in the later stages [8]. The main goal of managing MS is therefore to reduce, or preferably prevent, long-term disability progression [9]. Hence, clinicians involved in the management of MS, whether from a clinical or research perspective, need access to specific, reliable, valid and sensitive tools that measure patient disability. This is challenging in view of the highly variable clinical expression and course of the disease [10]. The Expanded Disability Status Scale (EDSS) [11] was introduced in the early 1980s and is the most widely used tool for assessing MS disability in clinical trials [10]. In clinical practice, it is mainly used in specialist MS centres, while non-specialists may use the EDSS as a basis for their assessments. Measured on a scale of 0 (normal neurological function) to 10 (death due to MS), the lower range (up to 4.0) measures impairment in eight functional systems, the mid range (4.0–7.0) focuses on ambulatory function, and the top range (7.0–9.5) largely assesses the ability to carry out activities of daily living [10]. Its main advantage is undoubtedly its widespread use, which fosters familiarity and acceptance among neurologists and permits a degree of comparison between different studies [10, 12]. However, its limitations are well recognised and include high levels of variability, non-linearity (which complicates statistical analysis), limited sensitivity and insufficient assessment of domains such as upper limb function and cognition [10, 12, 13]. A training platform called Neurostatus, which incorporates a standardised neurological examination form, has been developed to reduce variability and improve both inter- and intra-rater reliability of EDSS assessments [14]. Other measures of disability include the timed 25-foot walk (T25FW), which assesses ambulatory function [15], and the 9-hole peg test (9HPT), which measures upper body function and manual dexterity [16]. Both tests, along with the Paced Auditory Serial Addition Task (PASAT), which measures an aspect of cognitive function, are components of the Multiple Sclerosis Functional Composite (MSFC), which was introduced in the late 1990s to address some of the limitations of the EDSS [17]. To calculate the overall score, results from the three tests are transformed into z-scores by standardising to a reference population, then averaged to create the composite MSFC z-score [12]. The validity and reliability of the MSFC have been demonstrated [18] and results have been shown to correlate with EDSS scores, changes in magnetic resonance imaging measures, and patients’ QoL [18, 19]. Nevertheless, it does have some limitations, including practice effects with the PASAT (improved performance with repeated testing), issues with z-scores (lack of intuitiveness; variations in reference populations) and lack of a consensus on the definition of clinically important change [12, 18]. Furthermore, despite acceptance of its component tests, limited clinical interpretability [12] and a lack of familiarity remain major concerns preventing the broader use of the overall MSFC score. In 2014, Lavery et al. conducted a review of the outcome measures used to assess disability progression in relapsing-remitting MS (RRMS) trials published up to 2012 [20]. Within the 19 trials included in their analysis, the most commonly used measure was sustained worsening of EDSS over a 3-month period. This endpoint was first reported when data from a trial of glatiramer acetate were published in 1995 [21]. A more rigorous measure of disability progression, based on worsening of EDSS over 6 months, was first reported 13 years later in 2008, when data from the REGARD trial (subcutaneous interferon β-1a vs. glatiramer acetate) were published. The first use of MSFC was reported 2 years earlier, when the results of the CHAMPIONS [22], AFFIRM [23] and SENTINEL [24] studies were published. The aim of this current review was to extend the findings of Lavery et al. [20] to determine whether there has been a shift in the outcome measures used to assess disability in published and ongoing phase III clinical trials, not only in RRMS but also in progressive forms of MS.

Methods

Published phase III trials in RRMS and progressive MS were identified via a PubMed search (conducted on 31 May 2017) using appropriate terminology (Online Resource 1a). The results were hand-searched to exclude any non-relevant publications. The bibliographies of relevant review articles were also hand-searched for publications not captured using PubMed. RRMS trials published before 2012 were excluded as this time period was covered in the review by Lavery et al. [20]. Searches for progressive MS trials were limited to the last 20 years. Ongoing or unpublished phase III trials were identified via ClinicalTrials.gov (search conducted 13 June 2017) using appropriate search terminology (Online Resource 1b). The results were hand-searched to exclude non-relevant trials (e.g. those that evaluated pain, fatigue or immunogenicity). Extension and non-comparative trials, as well as those denoted as ‘withdrawn’ or of ‘unknown status’, were excluded. Trials denoted as ‘completed’ and with linked publications were cross-checked against the list of published trials found using PubMed, and added if necessary. Searches were not limited to products licensed to treat MS; drugs for which development is ongoing or was subsequently terminated were also included.

Results

All data generated or analysed during this study are included in this published article and its supplementary information files.

Phase III Relapsing or Relapsing-Remitting Multiple Sclerosis Trials

Overall, 16 phase III trials were identified in relapsing MS or RRMS (12 published from 2012 onwards and four unpublished) (Table 1). Three additional articles published before 2012, but not included in the review by Lavery et al., were also identified [37-39]. Two of these trials evaluated disability progression according to sustained (3-month) worsening of EDSS (the other did not include a disability-related outcome), therefore the conclusions from the review by Lavery et al. are not changed by inclusion of the outcomes reported in these additional publications.
Table 1

Published and unpublished phase III trials in patients with relapsing MS or RRMS

Trial name/group [registry number]Trial start date [publication date]TreatmentMS phenotype [EDSS inclusion criterion]Primary outcome measure(s)Secondary and other outcome measures (disability-related)
Combi-Rx [25] [NCT00211887]Jan 2005 [Mar 2013]Interferon β-1a IM + glatiramer acetate vs. interferon β-1a IM vs. glatiramer acetateRRMS [≤ 5.5]ARRSustained (6-month) disability progression on EDSSaMSFC score
FREEDOMS II [26] [NCT00355134]Jun 2006 [Jun 2014]Fingolimod vs. placeboRRMS [≤ 5.5]ARRSustained (3-month) disability progression on EDSSaSustained (6-month) disability progression on EDSSaChange in MSFC z-score
CARE MS-I [27] [NCT00530348]Sep 2007 [Nov 2012]Alemtuzumab vs. interferon β-1a SCRRMS [≤ 3.0]Co-primary: relapse rate and sustained (6-month) disability progressionbChange in EDSS scoreChange in MSFC z-scoreFreedom from disease activity (absence of relapses and sustained accumulation of disability)
CARE MS-II [28] [NCT00548405]Oct 2007 [Nov 2012]Alemtuzumab vs. interferon β-1a SCRRMS [≤ 5.0]Co-primary: relapse rate and sustained (6-month) disability progressionbChange in EDSS scoreChange in MSFC z-scoreFreedom from disease activity (absence of relapses and sustained accumulation of disability)
ALLEGRO [29] [NCT00509145]Nov 2007 [Mar 2012]Laquinimod vs. placeboRRMS [≤ 5.5]ARRSustained (3-month) disability progression on EDSSaSustained (6-month) disability progression on EDSSaEDSS score and change in EDSS scoreMSFC z-score
BRAVO [30] [NCT00605215]Apr 2008 [Apr 2014]Laquinimod vs. placebo vs. interferon β-1a IMRRMS [≤ 5.5]ARRSustained (3-month) disability progression on EDSSaMSFC z-scoreExploratory: Sustained (6-month) disability progression on EDSS
TOWER [31] [NCT00751881]Sep 2008 [Mar 2014]Teriflunomide vs. placeboRelapsing MS [≤ 5.5]ARRSustained (3-month) disability progression on EDSSaChange in EDSS score
TENERE [32] [NCT00883337]Apr 2009 [May 2014]Teriflunomide vs. interferon β-1a SCRelapsing MS [≤ 5.5]Time to failure (first occurrence of confirmed relapse or permanent treatment discontinuation for any cause)None
ADVANCE [33] [NCT00906399]Jun 2009 [Jul 2014]Peginterferon vs. placeboRRMS [≤ 5.0]ARRSustained (3-month) disability progression on EDSSb
GALA [34] [NCT01067521]May 2010 [Jun 2013]Glatiramer acetate vs. placeboRRMS [≤ 5.5]Number of relapsesNone (disability progression [EDSS score increase ≥ 1] and change in EDSS score were measured, but not specified as endpoints)
DECIDE [35] [NCT01064401]May 2010 [Oct 2015]Daclizumab vs. interferon β-1a IMRRMS [≤ 5.0]ARRSustained (3-month) disability progression on EDSSbProgression of physical disability on MSIS-29 Physical SubscalecTertiary: Sustained (6-month) disability progression on EDSSbChange in EDSS scoreSustained (3-month) improvement in EDSSdChange in MSFC z-scoreChange in visual function test resultsChange in cognitive function (SDMT)Change in MSIS-29 Physical Subscale scoreNEDA (no clinical [relapses and confirmed disability progression] or MRI disease activity)
GATE [36] [NCT01489254]Dec 2011 [Dec 2015]Generic vs. branded glatiramer acetate vs. placeboRRMS [≤ 5.5]Total number of gadolinium-enhancing lesionsChange in EDSS scoreSustained (3-month) disability progression on EDSSbFreedom from disease activity (no relapses, sustained change in EDSS score or new or enlarged T2 lesions or gadolinium-enhancing lesions)
OPERA-1 [NCT01247324]Aug 2011 [NA—ongoing]Ocrelizumab vs. interferon β-1a SCRelapsing MS [≤ 5.5]ARRSustained (3-month) disability progression on EDSSeSustained (6-month) disability progression on EDSSeChange in MSFCChange in SF-36 Physical Component Summary scoreNEDA (neurological symptoms and MRI)
OPERA-2 [NCT01412333]Sep 2011 [NA—ongoing]Ocrelizumab vs. interferon β-1a SCRelapsing MS [≤ 5.5]ARRSustained (3-month) disability progression on EDSSeSustained (6-month) disability progression on EDSSeChange in MSFCChange in SF-36 Physical Component Summary scoreNEDA (neurological symptoms and MRI)
CONCERTO [NCT01707992]Feb 2013 [trial completed but not yet published]Laquinimod vs. placeboRRMS [not specified]Sustained (3-month) disability progression on EDSSeSustained (6-month) disability progression on EDSSeSustained (9-month) disability progression on EDSSe
RPC1063 [NCT02294058]Dec 2014 [trial completed but not yet published]RPC1063 (ozanimod) vs. interferon β-1a IMRelapsing MS [≤ 5.0]ARRNot specified

Endpoints measuring the following parameters are not included as they do not necessarily capture disability: quality of life, fatigue, depression, psychological impairment, social impairment, hospitalisations, interventions for disease-related events and clinical global improvement

Published trials include those published from 2012 onwards, with the exception of the DEFINE and CONFIRM trials, which are included in the review by Lavery et al. [20]; unpublished trials were sourced from ClinicalTrials.gov

ARR annualised relapse rate, EDSS Expanded Disability Status Scale, IM intramuscular, MRI magnetic resonance imaging, MS multiple sclerosis, MSFC Multiple Sclerosis Functional Composite, MSIS Multiple Sclerosis Impact Scale, NA not applicable, NEDA no evidence of disease activity, RRMS relapsing-remitting multiple sclerosis, SC subcutaneous, SDMT Symbol Digit Modalities Test, SF-36 Medical Outcomes Study Short-Form (36-item) Health Survey

aEDSS score increase ≥ 1.0 if baseline score 0–5, or ≥ 0.5 if baseline score ≥ 5.5

bEDSS score increase ≥ 1.0 or ≥ 1.5 if baseline score = 0

cIncrease ≥ 7.5

dEDSS score decrease ≥ 1 if baseline score ≥ 2.0

eNo further details given

Published and unpublished phase III trials in patients with relapsing MS or RRMS Endpoints measuring the following parameters are not included as they do not necessarily capture disability: quality of life, fatigue, depression, psychological impairment, social impairment, hospitalisations, interventions for disease-related events and clinical global improvement Published trials include those published from 2012 onwards, with the exception of the DEFINE and CONFIRM trials, which are included in the review by Lavery et al. [20]; unpublished trials were sourced from ClinicalTrials.gov ARR annualised relapse rate, EDSS Expanded Disability Status Scale, IM intramuscular, MRI magnetic resonance imaging, MS multiple sclerosis, MSFC Multiple Sclerosis Functional Composite, MSIS Multiple Sclerosis Impact Scale, NA not applicable, NEDA no evidence of disease activity, RRMS relapsing-remitting multiple sclerosis, SC subcutaneous, SDMT Symbol Digit Modalities Test, SF-36 Medical Outcomes Study Short-Form (36-item) Health Survey aEDSS score increase ≥ 1.0 if baseline score 0–5, or ≥ 0.5 if baseline score ≥ 5.5 bEDSS score increase ≥ 1.0 or ≥ 1.5 if baseline score = 0 cIncrease ≥ 7.5 dEDSS score decrease ≥ 1 if baseline score ≥ 2.0 eNo further details given The 16 trials identified were initiated between 2005 and 2014. As expected, the primary endpoint in most trials was the annualised relapse rate (ARR). In two trials (CARE MS-I [27] and CARE MS-2 [28]), the primary endpoint was a composite of relapse rate and sustained disability progression; in one unpublished trial, the primary endpoint was sustained worsening of EDSS over 3 months. Secondary endpoints used to assess disability were sustained worsening of EDSS over 3, 6 and/or 9 months, changes in the EDSS score, changes in the MSFC z-score, freedom from disease activity or no evidence of disease activity, the Multiple Sclerosis Impact Scale (MSIS-29) physical component score, the Medical Outcomes Study Short-Form (36-item) Health Survey (SF-36) physical component summary score, a visual function test and a test to assess cognition (Fig. 1).
Fig. 1

Disability outcomes measures used in phase III relapsing multiple sclerosis or RRMS trials (n = 16). Includes unpublished trials and trials published from 2012 onwards (with the exception of the DEFINE and CONFIRM trials, which are included in the review by Lavery et al. [20]). EDSS Expanded Disability Status Scale, FDA freedom from disease activity, MSFC Multiple Sclerosis Functional Composite, MSIS Multiple Sclerosis Impact Scale, NEDA no evidence of disease activity, SF-36 Medical Outcomes Study Short-Form (36-item) Health Survey, RRMS relapsing-remitting multiple sclerosis

Disability outcomes measures used in phase III relapsing multiple sclerosis or RRMS trials (n = 16). Includes unpublished trials and trials published from 2012 onwards (with the exception of the DEFINE and CONFIRM trials, which are included in the review by Lavery et al. [20]). EDSS Expanded Disability Status Scale, FDA freedom from disease activity, MSFC Multiple Sclerosis Functional Composite, MSIS Multiple Sclerosis Impact Scale, NEDA no evidence of disease activity, SF-36 Medical Outcomes Study Short-Form (36-item) Health Survey, RRMS relapsing-remitting multiple sclerosis The latter two were tertiary endpoints in a single trial [35]. Two trials had no specified disability outcome measures [32, 34] and one trial evaluated sustained improvement in EDSS (over 3 months) as a tertiary endpoint [35]. There was no obvious trend in the choice of disability outcome measures over time, based on the year in which trials were initiated (Fig. 2).
Fig. 2

Disability outcome measures used over time in phase III relapsing multiple sclerosis or RRMS trials (n = 16). Includes unpublished trials and trials published from 2012 onwards (with the exception of the DEFINE and CONFIRM trials, which are included in the review by Lavery et al. [20]); ongoing trials were sourced from ClinicalTrials.gov; dates refer to study initiation. EDSS Expanded Disability Status Scale, FDA freedom from disease activity, MSFC Multiple Sclerosis Functional Composite, MSIS Multiple Sclerosis Impact Scale, NEDA no evidence of disease activity, SF-36 Medical Outcomes Study Short-Form (36-item) Health Survey, RRMS relapsing-remitting multiple sclerosis. There was one trial published in 2014, which did not include any disability outcome measures

Disability outcome measures used over time in phase III relapsing multiple sclerosis or RRMS trials (n = 16). Includes unpublished trials and trials published from 2012 onwards (with the exception of the DEFINE and CONFIRM trials, which are included in the review by Lavery et al. [20]); ongoing trials were sourced from ClinicalTrials.gov; dates refer to study initiation. EDSS Expanded Disability Status Scale, FDA freedom from disease activity, MSFC Multiple Sclerosis Functional Composite, MSIS Multiple Sclerosis Impact Scale, NEDA no evidence of disease activity, SF-36 Medical Outcomes Study Short-Form (36-item) Health Survey, RRMS relapsing-remitting multiple sclerosis. There was one trial published in 2014, which did not include any disability outcome measures

Phase III Progressive Multiple Sclerosis Trials

Overall, 15 articles (published in the last 20 years) reporting phase III trials in progressive MS were identified; three ongoing trials were also identified (Table 2). All of these trials used a disability outcome measure as the primary endpoint and the range of disability endpoints was more diverse than those included in RRMS trials (Fig. 3).
Table 2

Published and ongoing phase III trials in patients with progressive MS

Trial name/group [registry numbera]Publication date [start datea]TreatmentMS phenotype [EDSS inclusion criterion]Primary outcome measure(s)Secondary and other outcome measures (disability-related)
Published studies
 European Trial Group [40]Nov 1998 [1994]Interferon β-1b vs. placeboSPMS [3.0–6.5]Time to sustained (3-month) disability progression on EDSSbTime to/proportion of patients becoming wheelchair-bound (EDSS ≥ 7)Sustained (3-month) disability progression on EDSS (proportion of patients)bChange in EDSSEDSS score at endpoint
 Cladribine Clinical Trial Group [41]Mar 2000 [Dec 1994]Cladribine vs. placeboProgressive MS [3.0–6.5]Change in EDSSChange in SNRSTime to sustained (2-month) progression on EDSSd
 SPECTRIMS [42]cJun 2001Interferon β-1a SC vs. placeboSPMS [3.0–6.5]Time to sustained (3-month) disability progression on EDSSdSustained (3-month) disability progression on EDSS (proportion of patients)dArea under the EDSS–time curve
 IMPACT [43]cSep 2002Interferon β-1a IM vs. placeboSPMS [3.5–6.5]Change in MSFC z-scoreSustained (3-month) disability progression on EDSSbChange in EDSS scoreProportion of patients categorised as stable, worse or better based on EDSS change
 MIMS [44]Dec 2002Mitoxantrone vs. placeboProgressive MS (progressive-relapsing MS or SPMS) [3.0–6.0]Five clinical measures: change in EDSS, change in ambulation index, number of corticosteroid-treated relapses, time to first treated relapse, change in standardised neurological statusDisability progression on EDSS (proportion of patients)eSustained (3- and 6-month) disability progression on EDSS (proportion of patients)eTime to first sustained EDSS deteriorationUse of wheelchair assistance
 Andersen et al. [45]May 2004Interferon β-1a SC vs. placeboSPMS [< 7.0]Time to sustained (6-month) disability progression on EDSSdProgression in RFSSfTertiary: Proportion of progression-free patientsAmbulation indexArm index
 ESIMS [46, 47]Sep 2004IVIG vs. placeboSPMS [3.0–6.5]Co-primary: Treatment failure (sustained [3–month] disability progression on EDSS)dDeterioration of EDSS and/or confirmed 20% worsening in 9HPTTreatment failure after 3 and 6 monthsDifference in mean slope of progressionConfirmed 20% worsening in 9HPTChange in EDSS scoreTime to deterioration in EDSS, 9HPT, pyramidal, visual and brainstem function scales and composite outcome scoresChange in visual functionChange in 9HPT results
 North American Trial Group [48]cNov 2004Interferon β-1b vs. placeboSPMS [3.0–6.5]Sustained (6-month) disability progression on EDSSbChange in EDSS scoreCognition (change in composite neuropsychological test score)
 PROMISE [49]cJan 2007Glatiramer acetate vs. placeboPPMS [3.0–6.5]Time to sustained (3-month) disability progression on EDSSdSustained (3-month) disability progression on EDSS (proportion of patients)dChange in EDSS scoreChange in MSFC score
 Poehlau et al. [50, 51]Nov 2007IVIG vs. placeboPPMS or SPMS [3.0–7.0]Sustained (3-month) improvement in disability on EDSSgSustained (3-month) disability progression on EDSSdVisual functionUpper extremity function (box and block test; 9HPT)Cognitive function (neuropsychological battery)
 OLYMPUS [52] [NCT00087529] Note that this is a phase II/III trialOct 2009 [Jun 2004]Rituximab vs. placeboPPMS [2.0–6.5]Sustained (3-month) disability progression on EDSSbNoneExploratory: Sustained (6-month) improvement in disability on EDSSChange in MSFC total and component scale scores
 MAESTRO [53] [NCT00869726]Oct 2011 [Dec 2004]MBP8298 (dirucotide) vs. placeboSPMS [3.5–6.5]Sustained (6-month) disability progression on EDSSdChange in MSFC z-scores
 INFORMS [54] [NCT00731692]Mar 2016 [Jul 2008]Fingolimod vs. placeboPPMS [3.5–6]Clinical disease progression (at least one of the following): sustained [3-month] disability progression on EDSSd; ≥ 20% increase on T25FW; or ≥ 20% increase in time taken to complete 9HPTSustained [3-month] disability progression on EDSSdClinical disease progression according to T25FW and 9HPTAmbulation (MSWS-12)
 ORTARIO [55] [NCT01194570]Jan 2017 [Mar 2011]Ocrelizumab vs. placeboPPMS [3.0–6.5]Sustained (3-month) disability progression on EDSSbSustained (6-month) disability progression on EDSSChange in performance on T25FWChange in Physical Component Summary score of SF-36
 PROMESS [56] [NCT00241254]Jan 2017 [Dec 2005]Cyclophosphamide vs. methylprednisoloneSPMS [4.0–6.5]Time to sustained (4-month) disability progression on EDSShSustained (4-month) disability progression on EDSS (proportion of patients)hProgression of MSFC z-scores
Ongoing studies
 EXPAND [NCT01665144]NA [Dec 2012]Siponimod vs. placeboSPMS [3.0–6.5]Sustained (3-month) disability progression on EDSSdSustained (3-month) deterioration ≥ 20% on T25FWSustained (6-month) disability progression on EDSSdMSWS-12 response rate
 MS-SPI [NCT02220933]NA [Oct 2013]MD1003 (biotin) vs. placeboSpinal progressive MS [4.5–7.0]Sustained (3-month) improvement in disability on EDSSj or T25FW (≥ 20%) [proportion of patients]MSWSCGI-/PGI-improvement9HPT
 MS-SPI2 [NCT02936037]NA [Dec 2016]MD1003 (biotin) vs. placeboPPMS or SPMS [3.5–6.5]Sustained (3-month) improvement in disability on EDSSi or T25FW (≥ 20%) [proportion of patients]Time to sustained (3-month) disability progression on EDSSiCGI-ImprovementChange in T25FWOther: Remote monitoring of ambulationKurtzke functional subscoresCognition (SDMT)

Endpoints measuring the following parameters are not included as they do not necessarily capture disability: quality of life, fatigue, depression, psychological impairment, social impairment, hospitalisations and interventions for disease-related events

Trials published from 1997 to 2017; ongoing trials were sourced from ClinicalTrials.gov

9HPT 9-hole peg test, CGI Clinical Global Impression, EDSS Expanded Disability Status Scale, IM intramuscular, IVIG intravenous immunoglobulin, MS multiple sclerosis, MSFC Multiple Sclerosis Functional Composite, MSWS Multiple Sclerosis Walking Scale, NA not applicable, PGI Patient Global Impression, PPMS primary progressive multiple sclerosis, RFSS Regional Functional System Score, SC subcutaneous, SDMT, Symbol Digit Modalities Test, SF-36 Medical Outcomes Study Short-Form (36-item) Health Survey, SNRS Scripps Neurological Rating Scale, SPMS secondary progressive multiple sclerosis, T25FW timed 25-foot walk

aIf available

bEDSS score increase ≥ 1.0 if baseline score ≤ 5.5, or ≥ 0.5 if baseline score ≥ 6.0

cPublication does not specify that trial is phase III (assumption based on trial design [randomised, controlled and double-blind] and sample size [n > 400])

dEDSS score increase ≥ 1.0 if baseline score ≤ 5.0, or ≥ 0.5 if baseline score ≥ 5.5

eIncrease ≥ 1.0

fIncrease ≥ 2%

gEDSS score decrease ≥ 1.0 if baseline score ≤ 5.0, or ≥ 0.5 if baseline score ≥ 5.5

hEDSS score increase ≥ 1 if baseline score 4.0 or 4.5, or ≥ 0.5 if baseline score ≥ 5.0

iEDSS score decrease ≥ 1.0 if baseline score ≤ 5.5, or ≥ 0.5 if baseline score ≥ 6.0

Fig. 3

Disability outcome measures used in phase III progressive MS trials (n = 18): a EDSS-related measures; b other outcome measures. Includes unpublished trials and trials published from 1997 onwards; note that in some trials, endpoints relating to the same measure were included as both primary and secondary endpoints (e.g. time to 3-month worsening of EDSS and the proportion of patients with 3-month worsening of EDSS). AUC area under the curve, CGI-I Clinical Global Impression of Improvement, EDSS Expanded Disability Status Scale, MSFC Multiple Sclerosis Functional Composite, MS multiple sclerosis, PGI-I Patient Global Impression of Improvement, RFSS Regional Functional System Score, SF-36 Medical Outcomes Study Short-Form (36-item) Health Survey, SNRS Scripps Neurologic Rating Scale

Published and ongoing phase III trials in patients with progressive MS Endpoints measuring the following parameters are not included as they do not necessarily capture disability: quality of life, fatigue, depression, psychological impairment, social impairment, hospitalisations and interventions for disease-related events Trials published from 1997 to 2017; ongoing trials were sourced from ClinicalTrials.gov 9HPT 9-hole peg test, CGI Clinical Global Impression, EDSS Expanded Disability Status Scale, IM intramuscular, IVIG intravenous immunoglobulin, MS multiple sclerosis, MSFC Multiple Sclerosis Functional Composite, MSWS Multiple Sclerosis Walking Scale, NA not applicable, PGI Patient Global Impression, PPMS primary progressive multiple sclerosis, RFSS Regional Functional System Score, SC subcutaneous, SDMT, Symbol Digit Modalities Test, SF-36 Medical Outcomes Study Short-Form (36-item) Health Survey, SNRS Scripps Neurological Rating Scale, SPMS secondary progressive multiple sclerosis, T25FW timed 25-foot walk aIf available bEDSS score increase ≥ 1.0 if baseline score ≤ 5.5, or ≥ 0.5 if baseline score ≥ 6.0 cPublication does not specify that trial is phase III (assumption based on trial design [randomised, controlled and double-blind] and sample size [n > 400]) dEDSS score increase ≥ 1.0 if baseline score ≤ 5.0, or ≥ 0.5 if baseline score ≥ 5.5 eIncrease ≥ 1.0 fIncrease ≥ 2% gEDSS score decrease ≥ 1.0 if baseline score ≤ 5.0, or ≥ 0.5 if baseline score ≥ 5.5 hEDSS score increase ≥ 1 if baseline score 4.0 or 4.5, or ≥ 0.5 if baseline score ≥ 5.0 iEDSS score decrease ≥ 1.0 if baseline score ≤ 5.5, or ≥ 0.5 if baseline score ≥ 6.0 Disability outcome measures used in phase III progressive MS trials (n = 18): a EDSS-related measures; b other outcome measures. Includes unpublished trials and trials published from 1997 onwards; note that in some trials, endpoints relating to the same measure were included as both primary and secondary endpoints (e.g. time to 3-month worsening of EDSS and the proportion of patients with 3-month worsening of EDSS). AUC area under the curve, CGI-I Clinical Global Impression of Improvement, EDSS Expanded Disability Status Scale, MSFC Multiple Sclerosis Functional Composite, MS multiple sclerosis, PGI-I Patient Global Impression of Improvement, RFSS Regional Functional System Score, SF-36 Medical Outcomes Study Short-Form (36-item) Health Survey, SNRS Scripps Neurologic Rating Scale The most commonly used primary endpoint was sustained EDSS worsening over 3 or 6 months. These were first used in trials published in 1998 [40] and 2004 [45], respectively, and, most recently, in trials published in 2017 [55] and 2011 [53], respectively (as well as in one ongoing trial [NCT01665144]). In two other trials, one published in 2004 [47] and the other published in 2007 [51], 3-month EDSS worsening was included as a co-primary endpoint. More recent trials (one published in 2016 [54] and two ongoing [NCT02220933 and NCT02936037]) had a primary endpoint that defined progressors as those patients meeting at least one of two or three disability endpoints (deterioration in EDSS, T25FW or 9HPT results). Among the range of secondary endpoints used, sustained EDSS worsening over 3 or 6 months was the most commonly used (Fig. 3). Two novel EDSS endpoints (area under the EDSS–time curve [46] and slope of the EDSS progression curve [42]) were used, albeit in only one trial each. Additional disability outcomes assessed ambulation [45, 54, 55, 57–59], upper body function [45, 46, 50, 54, 59], cognition [48, 50, 57] and visual function [46, 50]. In one of the ongoing trials, ambulation is being measured remotely [57]. Based on the year in which trials were published, there was no obvious trend in the choice of disability outcome measures over time (Fig. 4).
Fig. 4

Disability outcome measures used over time in phase III progressive MS trials published since 2007 (n = 18): a EDSS-related measures; b other outcome measures. Published trials only (trials could not be assessed according to start date, as this was not available for all published trials). EDSS Expanded Disability Status Scale, MS multiple sclerosis, MSFC Multiple Sclerosis Functional Composite, RFSS Regional Functional Scoring Scale, SF–36 Medical Outcomes Study Short-Form (36-item) Health Survey, SNRS Scripps Neurologic Rating Scale

Disability outcome measures used over time in phase III progressive MS trials published since 2007 (n = 18): a EDSS-related measures; b other outcome measures. Published trials only (trials could not be assessed according to start date, as this was not available for all published trials). EDSS Expanded Disability Status Scale, MS multiple sclerosis, MSFC Multiple Sclerosis Functional Composite, RFSS Regional Functional Scoring Scale, SF–36 Medical Outcomes Study Short-Form (36-item) Health Survey, SNRS Scripps Neurologic Rating Scale

Other Phase III Trials

Six additional trials were identified (two published [60, 61] and four ongoing); five of these trials included patients with relapsing or progressive MS, and one included patients at high risk of progression during the initial MS phase (MITOX-REBIF) (Table 3). In the published trials, the primary and secondary endpoints focused on sustained EDSS worsening over 3 months. In the ongoing RRMS/secondary progressive MS trials, the primary endpoint is ARR, and secondary disability endpoints are sustained (3- and 6-month) EDSS worsening and sustained (6-month) EDSS improvement. In the MITOX-REBIF trial, the primary endpoint is a composite measure that accounts for relapses and EDSS progression, and the secondary endpoints are the EDSS score and rate of progression to clinically definite MS (in those with a single clinical event before initiation of treatment).
Table 3

Published and ongoing phase III trials in other MS phenotypes

Trial name/group [registry numbera]Publication date [start datea]TreatmentMS phenotype [EDSS inclusion criterion]Primary outcome measure(s)Secondary and other outcome measures (disability-related)
Relapsing or progressive MS
 Mayo Clinic–Canadian Cooperative trial [60]Nov 1998Sulfasalazine vs. placeboActive RRMS or progressive MS [1.0–4.0]Time to sustained (3-month) disability progression (EDSS increase ≥ 1)Sustained (3-month) disability progression (EDSS increase ≥ 0.5)Treatment failure (sustained [3-month] disability progression [EDSS ≥ 2])
 Noseworthy et al. [61]May 2000Roquinimex vs. placeboActive RRMS or SPMS [3.0–6.5]Time to sustained (3-month) disability progression on EDSSbSustained (3-month) disability progression on EDSS (proportion of patients)b
 OPTIMUM [NCT02425644]NA—study ongoing [Apr 2015]Ponesimod vs. teriflunomideRRMS or SPMS [≤ 5.5]ARRSustained (3-month) disability progression on EDSSc
 ASCLEPIOS II [NCT02792231]NA—study ongoing [Aug 2016]Ofatumumab vs. teriflunomideRRMS or SPMS [≤ 5.5]ARRSustained (3-month) disability progression on EDSScSustained (6-month) disability progression on EDSSSustained (6-month) improvement in disability on EDSSc
 ASCLEPIOS I [NCT02792218]NA—study ongoing [Sep 2016]Ofatumumab vs. teriflunomideRRMS or SPMS [≤ 5.5]ARRSustained (3-month) disability progression on EDSScSustained (6-month) disability progression on EDSScSustained (6-month) improvement in disability on EDSSc
Other
 MITOX-REBIF [NCT02937285]NA—study ongoing [Nov 2010]Mitoxantrone + interferon β-1a SC vs. interferon β-1a SCPatients with a strong risk of progression in the initial phase of MS [> 3.5]Absence of relapse and EDSS increase ≤ 1Change in EDSS scoreRate of progression to clinically definite MS (in patients with one clinical event)

Endpoints measuring the following parameters are not included as they do not necessarily capture disability: quality of life, fatigue, depression, psychological impairment, social impairment, hospitalisations and interventions for disease-related events; clinical global improvement was included as it is likely to capture disability in the progressive MS population

ARR annualised relapse rate, EDSS Expanded Disability Status Scale, MS multiple sclerosis, NA not applicable, RRMS relapsing-remitting multiple sclerosis, SC subcutaneous, SPMS secondary progressive multiple sclerosis

aIf available

bEDSS score increase ≥ 1.0 if baseline score ≤ 5.0, or ≥ 0.5 if ≥ 5.5

cNo further details given

Published and ongoing phase III trials in other MS phenotypes Endpoints measuring the following parameters are not included as they do not necessarily capture disability: quality of life, fatigue, depression, psychological impairment, social impairment, hospitalisations and interventions for disease-related events; clinical global improvement was included as it is likely to capture disability in the progressive MS population ARR annualised relapse rate, EDSS Expanded Disability Status Scale, MS multiple sclerosis, NA not applicable, RRMS relapsing-remitting multiple sclerosis, SC subcutaneous, SPMS secondary progressive multiple sclerosis aIf available bEDSS score increase ≥ 1.0 if baseline score ≤ 5.0, or ≥ 0.5 if ≥ 5.5 cNo further details given

Discussion

The current evaluation highlights the wide range of endpoints that have been used to evaluate disability in phase III clinical trials in MS, particularly in progressive forms of the disease. As one might expect, disability measures were assessed as both primary and secondary endpoints in progressive MS trials, whereas the primary endpoint in most RRMS trials was based on the relapse rate. While entirely rational, this in itself presents a challenge in assessing treatment differences in disability progression in RRMS as trials are powered to detect differences in primary, but not secondary, endpoints. Trials including relapsing and progressive MS phenotypes have either relapses or disability progression as the primary endpoint, although one ongoing study has a composite endpoint (absence of relapses and an increase in EDSS ≤ 1) [NCT02937285]. Based on the current analysis, it is difficult to discern any evolution over time in the primary or secondary disability outcome measures used in these trials. As found in the previous review by Lavery et al. [20], sustained EDSS worsening, particularly over 3 months, is widely used and was included as an endpoint in almost all of the trials identified, including those that are ongoing. This is interesting as it has been shown that short-term changes in EDSS do not correctly identify patients with truly irreversible disability progression. For example, in a trial of 929 patients with RRMS or clinically isolated syndrome, sustained progression was maintained (over a mean follow-up of 45 months) in fewer than 50% of those meeting the initial criteria for EDSS progression (mainly over 6 months) [62]. In another trial, which included data from over 16,000 patients, approximately 70% of patients with EDSS worsening over 3 or 6 months had sustained disability over 5 years; this increased to 80 and 89% when the criteria were changed to EDSS worsening over 12 and 24 months, respectively [63]. In this context, it is interesting that in the CONCERTO trial [64], one of the endpoints was the EDSS progression over 9 months, the longest time period reported in any of the trials included in the current evaluation. Although the issue of using short-term EDSS changes is particularly pertinent to relapsing MS (in view of the potential confounding effects of transient, relapse-related neurological impairment), it is also recognised that the EDSS has limited ability to detect clinically relevant disability progression in progressive MS [65]. In a recent analysis of data from the placebo arm of the PROMiSe trial, which was conducted in patients with primary progressive MS [49], sustained (3-month) worsening of the EDSS was less sensitive to disability progression than sustained (3-month) changes in the T25FW (≥ 20% increase) or composite measures (EDSS or T25FW; EDSS or 9HPT [≥ 20% increase]; EDSS, T25FW or 9HPT). The authors concluded that T25FW or composite measures should be considered as the primary endpoint for future studies of new disease-modifying therapies [66]. Despite its limitations, the EDSS is the only disability outcome measure currently advocated by the European Medicines Agency (EMA) for trials in MS [67]. More specifically, the EMA advises that the mean change in EDSS score from baseline is not appropriate and that sustained worsening of a relevant magnitude over a prespecified timeframe should be used. This undoubtedly explains, at least in part, the persistent use of sustained EDSS worsening over 3 or 6 months in the trials identified as part of the current evaluation. However, the EMA does acknowledge that there is a need for alternative measures (see below for information on the Multiple Sclerosis Outcome Assessments Consortium [68, 69]), and research in this area has been active for many years. The MSFC was first introduced almost 20 years ago to address some of the limitations of the EDSS [17], and a recent meta-analysis has shown it to be more sensitive than the EDSS for detecting progression of MS [70]. The MSFC was included in over half (9/16) of the phase III RRMS trials identified in the current evaluation, although it was a primary endpoint in only one [43]. Perhaps surprisingly, the MSFC was used in only 5/20 phase III trials (25%) in progressive MS. Two factors that may have limited the use of the MSFC are lack of clarity (until relatively recently, at least [15, 16]) on the magnitude of clinically significant changes for the three component tests [12] and patients’ dislike of the PASAT (used to assess cognition) [15, 16]. The major issue is probably the lack of acceptance by regulatory agencies, which is most likely driven by the poor clinical interpretability of the overall score [12]. Other approaches taken to improve on disability assessment include development of the EDSS-Plus, which includes the EDSS and the 9HPT and T25FW [71], and use of a roving versus fixed reference value [72]. Among the trials identified in the current evaluation, some included secondary outcomes to assess manual dexterity and cognition, aspects of disability progression that are not evaluated by the EDSS. Some also included separate measures of ambulation, one of the most valued functions for patients with MS [15]. Although the data obtained for these endpoints are informative, as discussed above, trials are designed and specifically powered to detect statistical treatment differences in primary endpoints, but not necessarily in secondary endpoints. Other pertinent observations include the use, in some trials, of composite endpoints to assess disability progression. These include a single composite score of five component measures [44], as well as endpoints for which patients only had to satisfy one of two or more criteria to be classified as progressors (e.g. increase in EDSS score or ≥ 20% worsening on the 9HPT) [46, 54]. Interestingly, when testing the EDSS-Plus (see above), it was observed that defining progression on at least one of three components (EDSS, T25FW or 9HPT) identified 60% of patients as progressors, compared with 25, 42 and 34%, respectively, when using the individual tests alone [71]. The inclusion of endpoints to evaluate disability improvement is also pivotal as it marks the start of a shift in the goals for treating MS, from limiting disability progression to reversing it, using not only agents aimed at halting disease activity but also interventions intended to repair and remyelinate [73]. However, use of the EDSS to assess disability improvement is subject to the same limitations as its use to assess disability progression, and discussions regarding more appropriate endpoints to measure improvement have already started [74]. Another advance in the assessment of disability in MS is the possibility of measuring physical activity and ambulation remotely [75, 76]. The feasibility of remote evaluation of cognitive and patient-reported outcomes in MS has also been assessed [77-79]. One of the potential limitations of the current evaluation was the use of PubMed to identify phase III MS trials, thus relying on inclusion of the term ‘phase 3’ (or ‘phase III’) in the abstract or Medical Subject Heading (MeSH) terms; however, the bibliographies of review articles on the treatment of MS were also screened to address this. Another limitation, in the context of assessing the evolution of disability outcome measures over time, is that it was not possible to ascertain the start date for all of the trials in progressive MS. The evaluation was therefore conducted according to the trial publication date, which may not truly reflect the chronology of the trials. Nevertheless, it gives a general overview of disability-related outcomes assessed in phase III trials, adding to that provided by Lavery et al. in trials of RRMS [20], and providing useful information on progressive MS trials conducted over the last 20 years. The need for improved disability outcome measures is recognised by the wider MS community. The international MS Outcome Assessments Consortium was set up to develop a tool set for use in MS clinical trials that can detect the benefit of potential treatments that slow or reverse progressive disability, and is recognised as a primary outcome measure by regulatory authorities [68, 69, 80]. The consortium, which includes representatives from academic institutions, pharmaceutical companies, the EMA, US FDA and National Institutes for Health, recently published four papers reviewing the evidence for the validity of four outcome measures: the T25FW, the 9HPT, the Symbol Digit Modalities Test (SDMT) and the Low-Contrast Visual Acuity Test (LCVA), suggesting that these scales will be included in the final tool set [15, 16, 81, 82]. These scales assess ambulation, manual dexterity, cognition and vision, respectively, as impairments to these functions represent core symptoms in MS [81]. The SDMT was selected to measure cognition rather than the PASAT (which is part of the MSFC) as it has shown superior reliability and sensitivity and greater patient acceptability [82]. With regard to visual function, which is not captured by the MSFC, LCVA was selected as it captures visual loss not identified using high-contrast visual acuity tests [81]. The four manuscripts also include information on the magnitude of clinically meaningful changes (T25FW, ≥ 20%; 9HPT, ≥ 20%; SDMT, ≥ 4 points or ≥ 10%; LCVA, ≥ 7%) based on published data [15, 16, 81, 82].

Conclusions

The current evaluation indicates that despite its serious and well-recognised limitations, sustained EDSS worsening continues to be widely used as an endpoint in phase III trials in MS. As such, disability progression has tended to focus on the assessment of mobility. Although mobility is important, there are other domains of MS that are relevant to the detection of progression. Additional outcome measures that assess these domains have been available for many years, but there is now renewed focus on their psychometric and regulatory validation, which should facilitate their more extensive use in the future. Combination endpoints (whereby efficacy is measured according to whether a patient meets one or more of multiple prespecified outcomes) have been used in a small number of recent trials and may improve sensitivity in terms of detecting a change in disability; however, the effect size expected in future trials is unknown and the most appropriate combination of outcome measures may be difficult to predict in a specific population treated with specific therapies with differing mechanisms of action [83]. Ideally, a multifaceted approach should be adopted that explores aspects of the disease that are directly relevant to patients, and patient involvement should be considered when developing new outcomes to assess disability progression in MS. Another challenge is to ensure that outcome measures developed in the context of clinical trial conduct are suitable for use in busy, everyday clinical practice. Below is the link to the electronic supplementary material. Supplementary material 1 (DOCX 22 kb)
Despite its limitations, a short-term sustained increase in the EDSS score continues to be the most widely used disability outcome measure in clinical trials in MS. Other outcome measures have been used, but mainly as secondary endpoints.
There is a need for outcome measures that more accurately reflect irreversible disability progression in MS. This includes not only mobility but also other key symptom domains such as manual dexterity, cognition and visual function.
Ideally, measures used to assess disability progression in MS should reflect outcomes that are important to the patient. They should also be designed to allow their incorporation into busy, everyday clinical practice as well as clinical trials.
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Authors:  Hillel Panitch; Aaron Miller; Donald Paty; Brian Weinshenker
Journal:  Neurology       Date:  2004-11-23       Impact factor: 9.910

2.  Intravenous immunoglobulin (IVIG) treatment for patients with primary or secondary progressive multiple sclerosis -- outline of a double-blind randomized, placebo-controlled trial.

Authors:  D Poehlau; J Federlein; T Postert; M Sailer; F Bethke; L Kappos; J Haas; H Przuntek
Journal:  Mult Scler       Date:  1997-04       Impact factor: 6.312

3.  Defining reliable disability outcomes in multiple sclerosis.

Authors:  Tomas Kalincik; Gary Cutter; Tim Spelman; Vilija Jokubaitis; Eva Havrdova; Dana Horakova; Maria Trojano; Guillermo Izquierdo; Marc Girard; Pierre Duquette; Alexandre Prat; Alessandra Lugaresi; Francois Grand'Maison; Pierre Grammond; Raymond Hupperts; Celia Oreja-Guevara; Cavit Boz; Eugenio Pucci; Roberto Bergamaschi; Jeannette Lechner-Scott; Raed Alroughani; Vincent Van Pesch; Gerardo Iuliano; Ricardo Fernandez-Bolaños; Cristina Ramo; Murat Terzi; Mark Slee; Daniele Spitaleri; Freek Verheul; Edgardo Cristiano; José Luis Sánchez-Menoyo; Marcela Fiol; Orla Gray; Jose Antonio Cabrera-Gomez; Michael Barnett; Helmut Butzkueven
Journal:  Brain       Date:  2015-09-10       Impact factor: 13.501

Review 4.  Clinical outcome measures for progressive MS trials.

Authors:  Daniel Ontaneda; Jeffrey A Cohen; Maria Pia Amato
Journal:  Mult Scler       Date:  2017-10       Impact factor: 6.312

5.  Feasibility study for remote assessment of cognitive function in multiple sclerosis.

Authors:  Michaela F George; Calliope B Holingue; Farren B S Briggs; Xiaorong Shao; Kalliope H Bellesis; Rachel A Whitmer; Catherine Schaefer; Ralph Hb Benedict; Lisa F Barcellos
Journal:  J Neurol Neuromedicine       Date:  2016

6.  Intravenous immunoglobulin in secondary progressive multiple sclerosis: randomised placebo-controlled trial.

Authors:  Otto R Hommes; Per S Sørensen; Franz Fazekas; Monika Maas Enriquez; Hans W Koelmel; Oscar Fernandez; Carlo Pozzilli; Paul O'Connor
Journal:  Lancet       Date:  2004 Sep 25-Oct 1       Impact factor: 79.321

7.  Rituximab in patients with primary progressive multiple sclerosis: results of a randomized double-blind placebo-controlled multicenter trial.

Authors:  Kathleen Hawker; Paul O'Connor; Mark S Freedman; Peter A Calabresi; Jack Antel; Jack Simon; Stephen Hauser; Emmanuelle Waubant; Timothy Vollmer; Hillel Panitch; Jiameng Zhang; Peter Chin; Craig H Smith
Journal:  Ann Neurol       Date:  2009-10       Impact factor: 10.422

8.  Multicentre, randomised, double blind, placebo controlled, phase III study of weekly, low dose, subcutaneous interferon beta-1a in secondary progressive multiple sclerosis.

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Journal:  J Neurol Neurosurg Psychiatry       Date:  2004-05       Impact factor: 10.154

Review 9.  The impact of increasing neurological disability of multiple sclerosis on health utilities: a systematic review of the literature.

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Review 3.  Ocrelizumab for multiple sclerosis.

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5.  Evaluation of a connectivity-based imaging metric that reflects functional decline in Multiple Sclerosis.

Authors:  Katherine A Koenig; Erik B Beall; Ken E Sakaie; Daniel Ontaneda; Lael Stone; Stephen M Rao; Kunio Nakamura; Stephen E Jones; Mark J Lowe
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6.  Smartphone-derived keystroke dynamics are sensitive to relevant changes in multiple sclerosis.

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7.  An exploratory analysis of the efficacy of ocrelizumab in patients with multiple sclerosis with increased disability.

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Journal:  Mult Scler J Exp Transl Clin       Date:  2020-03-16

8.  Infratentorial and spinal cord lesions: Cumulative predictors of long-term disability?

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Journal:  Mult Scler       Date:  2019-08-02       Impact factor: 6.312

9.  Predictors of Health Utility in Relapsing-Remitting and Secondary-Progressive Multiple Sclerosis: Implications for Future Economic Models of Disease-Modifying Therapies.

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Journal:  Pharmacoeconomics       Date:  2020-09-29       Impact factor: 4.981

10.  Mental Health in Multiple Sclerosis During the COVID-19 Outbreak: A Delicate Balance between Fear of Contagion and Resilience.

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