Comparative utility of disability progression measures in PPMS
Analysis of the PROMiSe data set
Citation Manager Formats
Make Comment
See Comments

Abstract
Objective: To assess the comparative utility of disability progression measures in primary progressive MS (PPMS) using the PROMiSe trial data set.
Methods: Data for patients randomized to placebo (n = 316) in the PROMiSe trial were included in this analysis. Disability was assessed using change in single (Expanded Disability Status Scale [EDSS], timed 25-foot walk [T25FW], and 9-hole peg test [9HPT]) and composite disability measures (EDSS/T25FW, EDSS/9HPT, and EDSS/T25FW/9HPT). Cumulative and cross-sectional unconfirmed disability progression (UDP) and confirmed disability progression (CDP; sustained for 3 months) rates were assessed at 12 and 24 months.
Results: CDP rates defined by a ≥20% increase in T25FW were higher than those defined by EDSS score at 12 and 24 months. CDP rates defined by T25FW or EDSS score were higher than those defined by 9HPT score. The 3-part composite measure was associated with more CDP events (41.4% and 63.9% of patients at 12 and 24 months, respectively) than the 2-part measure (EDSS/T25FW [38.5% and 59.5%, respectively]) and any single measure. Cumulative UDP and CDP rates were higher than cross-sectional rates.
Conclusions: The T25FW or composite measures of disability may be more sensitive to disability progression in patients with PPMS and should be considered as the primary endpoint for future studies of new therapies. CDP may be the preferred measure in classic randomized controlled trials in which cumulative disability progression rates are evaluated; UDP may be feasible for cross-sectional studies.
GLOSSARY
- 9HPT=
- 9-hole peg test;
- CDP=
- confirmed disability progression;
- DMT=
- disease-modifying therapy;
- EDSS=
- Expanded Disability Status Scale;
- GA=
- glatiramer acetate;
- PPMS=
- primary progressive MS;
- T25FW=
- timed 25-foot walk;
- UDP=
- unconfirmed disability progression
Patients with primary progressive MS (PPMS) represent 10%–15% of patients with MS and suffer the highest neurodegeneration-related disability.1,–,4 There are currently no approved treatments to ameliorate disease progression in PPMS, and there are several barriers to developing therapeutics in progressive MS.2,5 Specifically, individual disability measures may lack the sensitivity required to reveal all cases of disease progression within the defined time frame of a clinical trial.6
The Expanded Disability Status Scale (EDSS) remains the typical outcome measure in PPMS trials. However, it has been widely recognized as inadequate7 and is associated with several important weaknesses.3 Other widely used measures of disability in MS include the timed 25-foot walk (T25FW) and the 9-hole peg test (9HPT).8,9 Recent studies have suggested that a combined disability measure that incorporates scoring from multiple instruments—for example, using T25FW, 9HPT, and EDSS—may be associated with more progression events among patients with PPMS, and thus higher reported event rates than achieved with any single instrument alone.9,10
The PROMiSe study represents one of the best and largest (N = 943) data sources on patients with PPMS and offers a unique opportunity to assess the value of different functional measures of disability progression in a clinical trial setting.11 We report here the results of an analysis of the PROMiSe data set undertaken to better understand the utility of the different measures of disability progression—EDSS, T25FW, and 9HPT alone and in combinations—and to inform the design of future trials in PPMS.
METHODS
Standard protocol approvals, registrations, and patient consents.
Participating study sites in each individual country locally ensured all necessary regulatory approvals (e.g., institutional review boards/institutional ethics committees) in accordance with local regulations, including local data protection regulations used in the original collection of the data for this secondary data analysis.
Study design.
The data set for this analysis was derived from the PROMiSe study, a randomized, double-blind, placebo-controlled clinical trial with a planned duration of 3 years.11 The design of the PROMiSe study has been reported previously.11 In summary, patients who took part in the PROMiSe study (N = 943) were randomized in a 2:1 ratio to receive glatiramer acetate (GA) 20 mg once daily (n = 627) or identical-appearing placebo (n = 316) by daily subcutaneous injection.11 The primary endpoint was time to confirmed disability progression (CDP), with CDP being defined as a change of ≥1 point on the EDSS sustained for 3 months in patients with a baseline EDSS score of 3.0–5.0, or a change of ≥0.5 points for 3 months in those with a baseline score of 5.5–6.5.11 Patients also completed the MS Functional Composite (MSFC) evaluation, a 3-part test including the T25FW and 9HPT and the Paced Auditory Serial Addition Test (PASAT).11
Patients.
Patients eligible to participate in the PROMiSe study were aged between 30 and 65 years, with an EDSS score of 3.0–6.5, investigator-confirmed PPMS, and progressive symptoms including myelopathy for ≥6 months before screening. Additional eligibility criteria included evidence of pyramidal damage on neurologic examination, including a pyramidal functional system score ≥2, and evidence of multilevel CNS disease.11 Patients with any history of MS relapse, those with lymphopenia <3,000 cells/mL, and those who had used an interferon-β drug, immunosuppressant, immunomodulating agent, corticosteroid, or investigational drug within 3 months of study initiation were not eligible to take part.11
Only data for patients randomized to placebo in the PROMiSe trial were included in this analysis in order to compare clinical measures in patients with PPMS for whom the natural course of the disease was not potentially affected by exposure to GA treatment.
Outcome evaluations.
Disability was assessed using change in single (EDSS, T25FW, and 9HPT) and composite disability measures. Combination endpoints were defined as progression by EDSS or T25FW, 9HPT or T25FW, or by EDSS or T25FW or 9HPT. The PASAT was not included in this analysis of the PROMiSe database because of the potential for practice effects occurring from repeated administration. Moreover, the test may have limited measurement reliability, is sometimes difficult to administer, has been used less frequently in recent MS trials, and is not anticipated to be featured in future trials.
As per the PROMiSe study protocol, worsening of the EDSS was defined as a change from baseline of ≥1 point (for baseline EDSS 3.0–5.0) or ≥0.5 points (for baseline EDSS 5.5–6.5).11 Worsening of the T25FW was defined as an increase of ≥20% compared with baseline or as the inability to complete the T25FW after baseline due to worsening disability (increase of EDSS to 7.0 or higher).12 Worsening of the 9HPT was defined as an increase of ≥20% compared with baseline (calculated as the average across 4 trials: 2 in the dominant hand and 2 in the nondominant hand) or as the inability to complete the 9HPT after baseline due to worsening disability.12 For each measure, rates of unconfirmed disability progression (UDP) and of 3-month CDP were determined.
Two trial methodologies were evaluated: cumulative and cross-sectional. The cumulative approach describes the design of the PROMiSe trial and similar large-scale randomized clinical trials, with outcome measurement every 3 months and disability progression at any time point during follow-up contributing to an overall CDP proportion. The cross-sectional approach describes the design for simple, straightforward investigator-initiated trials such as futility trials13 and observational studies on PPMS disability progression.10 In this case, the measurement at one follow-up time point (e.g., 12 months) is compared with the baseline measurement. This analysis is restricted to patients in the PROMiSe trial receiving placebo in order to compare clinical measures in patients with PPMS for whom the natural course of the disease was not affected by exposure to GA treatment.
Statistical analyses.
Cumulative progression rates were estimated using the Kaplan-Meier methodology. For summaries by month, 1 month was defined as 28 days. For confirmed disability events, patients who experienced a worsening event in the measure of interest that could not be confirmed due to the patient's discontinuation from the trial prior to the confirmation visit were censored at the time of the worsening. Other patients who did not experience the progression event were censored at their last day in the study. Cross-sectional progression rates were determined by comparing baseline and follow-up disability measures. Patients missing any of the 3 disability measures at baseline, the time point of interest, or the corresponding confirmation assessment were excluded from the analysis. The relative percentage contribution of each disability measure to disease progression rates observed for the combined EDSS or T25FW or 9HPT measure was derived by determining the number of individual patients progressing on 1, 2, or all 3 outcomes measures.
RESULTS
A total of 316 patients were assigned to receive placebo in the PROMiSe study; 314 of these patients had a postbaseline EDSS assessment, and these patients constituted the population for the cumulative analyses presented here. Of these, 272 patients were included in the 12-month cross-sectional analysis, and 214 patients constitute the population for the 24-month cross-sectional analysis. Baseline demographic and clinical characteristics for the 314 patients who received placebo are shown in table 1.11 The baseline characteristics of the subgroup of patients assigned to receive placebo were consistent with those of the entire PROMiSe patient population.11
Baseline demographic and clinical characteristics of patients who took part in the PROMiSe trial and were randomized to receive placebo
Table 2 shows cumulative and cross-sectional UDP and CDP rates at 12 and 24 months. Among single measures, a ≥20% worsening in T25FW (T25FW 20%) was associated with the highest cumulative progression rates, followed by EDSS and then a ≥20% worsening in 9HPT (9HPT 20%) at both the 12- and 24-month time points. Among combined measures, the composite of all 3 individual measures (i.e., EDSS or T25FW 20% or 9HPT 20%) had the highest cumulative 3-month CDP rate at both 12 and 24 months (41.4% and 63.9%, respectively). Cross-sectional 3-month CDP rates were also highest for the composite of all 3 scores than for any single or dual combination of scores at both 12 and 24 months (37.5% and 57.5%, respectively). UDP proportions were consistently higher than CDP proportions for all measures, with a considerably greater difference between UDP and CDP in the cumulative incidence of the composite of all 3 individual measures (1 year: 63.8% and 41.4%, respectively; 2 years: 82.1% and 63.9%, respectively) compared with the cross-sectional proportions (1 year: 47.8% and 37.5%, respectively; 2 years: 57.5% and 52.8%, respectively).
Cumulative and cross-sectional PROMiSe disease progression rates at 12 and 24 months
The proportion of patients with UDP and 3-month CDP for each of the disability metrics over the course of the study is shown in figure 1 for each study paradigm (cumulative and cross sectional). The T25FW 20%-alone values were closely aligned with those from the combined EDSS-or-T25FW 20% values at all time points over the course of the study (table 3).
(A) EDSS rates. (B) T25FW 20% rates. (C) 9HPT 20% rates. 3M CDP = 3-month confirmed disability progression; 9HPT = 9-hole peg test; EDSS = Expanded Disability Status Scale; T25FW = timed 25-foot walk; UDP = unconfirmed disability progression.
Disease progression rates over the course of the PROMiSe study
The relative contribution of each of the individual component measures—together and in different combinations—of a 3-part composite measure (EDSS or T25FW 20% or 9HPT 20%) is shown in figure 2 and figure e-1 at Neurology.org/nn. T25FW 20% had the greatest contribution to the overall measure, followed by EDSS, and then 9HPT 20%. These figures support the notion that CDP as defined by T25FW identifies individuals as progressors that the other measures would not have been identified. In other words, a greater proportion of patients identified as progressors by T25FW were not identified as progressors by EDSS or 9HPT, as compared with the proportion of patients identified as progressors by EDSS who were not identified as progressors by T25FW or 9HPT (figure e-2).
(A) Cumulative UDP. (B) Cumulative 3-month CDP. (C) Cross-sectional UDP. (D) Cross-sectional 3-month CDP. 3M CDP = 3-month confirmed disability progression; 9HPT = 9-hole peg test; EDSS = Expanded Disability Status Scale; T25FW = timed 25-foot walk; UDP = unconfirmed disability progression.
DISCUSSION
The data presented here show that among patients with PPMS randomized to receive placebo in the PROMiSe study, T25FW 20% at 12 and 24 months was associated with higher rates of disability progression than EDSS, and both T25FW 20% and EDSS were associated with higher disability rates than 9HPT 20%. The 3-part combination measure (EDSS or T25FW 20% or 9HPT 20%) was associated with more 3-month CDP events (41.4% and 63.9% of patients as 12 and 24 months, respectively) than the 2-part measure (EDSS or T25FW 20% [38.5% and 59.5%, respectively]), and more progression events than any single measure (EDSS, 14.9% and 32.4%, respectively; T25FW, 33.5% and 52.0%, respectively; 9HPT, 8.4% and 18.0%, respectively).
Minimal changes in the 9HPT 20% outcome were noted over the course of the PROMiSe trial. As such, this measure may be less suitable than EDSS and T25FW 20% when used alone; however, 9HPT may still have utility as part of a composite measure. Moreover, future studies should explore thresholds other than 20% worsening on performance measures such as 9HPT.
A marked difference was noted between cumulative and cross-sectional progression rates, which may inform the design of PPMS trials. Cumulative progression rates were generally higher than cross-sectional rates, but more strikingly, there was a greater difference between unconfirmed and CDP using the cumulative approach. Based on our results, the normative approach to use CDP in classic randomized controlled trials is supported. Failure to confirm disability progression may have a neurobiological basis or may be due to measurement unreliability; it would be preferable to exclude these from pivotal trial analyses in both cases. For trials using the cross-sectional approach, measures of UDP may still be feasible. Such studies would be resource-sparing and less burdensome for participants, but would have acknowledged data sparsity and methodological limitations.
The observations presented here add to a growing body of evidence that suggests that combining specific disability measurements may be more useful in the clinical trial setting for assessing progression in patients with PPMS than single measures.9,10,14,–,16 In a retrospective database study of 181 patients with progressive MS (primary 47% of patients and secondary 53% of patients), combining change in T25FW with EDSS was significantly more predictive of patient prognosis than EDSS alone.15 An earlier retrospective database study of 161 patients with PPMS found that when comparing single measures or 2-instrument combinations involving EDSS, T25FW, and 9HPT, T25FW/9HPT predicted the greatest number of progression events after 1 year (46% of patients progressed compared with 17%, 34%, and 20% for the individual measures, respectively), and the combination of T25FW/EDSS predicted the greatest number of progression events after the second year (57% of patients progressed compared with 32%, 46%, and 24% for the individual measures, respectively).11 An evaluation of data from the 96-week Olympus (rituximab) trial17 in the 147 patients with PPMS randomized to placebo found that a combined measure consisting of EDSS/T25FW/9HPT was associated with more CDP events than did any single or dual combination measure.11 Progression rates at 96 weeks were 61.9% and 54.8% for those patients with an initial confirmed progression event at 12 and 24 weeks, respectively.9 Confirmed progression rates for EDSS alone were 38.5% and 30.4%; for T25FW alone the rates were 51.0% and 44.5%; and for the 9HPT alone the rates were 21.1% and 17.4%, respectively.9 Most recently, the large, prospective INFORMS (fingolimod) study, comprising patients with PPMS treated for at least 3 years, reported that a composite of EDSS, T25FW, or 9HPT predicted more progression events (80.3% cumulative probability of CDP) than any of the individual components alone (EDSS 58.7%, T25FW 70.0%, and 9HPT 41.3% of patients) among those randomized to placebo.14
Although those previous published studies offer similar conclusions to this study regarding the relative utility of outcome measures, they differ in several important ways that distinguish them from our analysis of the PROMiSe data set. The retrospective database study included both primary and secondary progressive patients with MS, was primarily focused on outcomes of early vs late changes on clinical scales, included patients who were exposed to disease-modifying therapies (DMTs) during the course of the study, did not set a minimum disability criterion as per EDSS for study entry, and included less-frequent patient assessment.15 Similarly, the earlier study likely included patients exposed to DMTs, while its entry criteria included an EDSS threshold score of 2.0–6.5, representing a less-disabled patient population than that of the PROMiSe study.10 The same EDSS criteria applied to the Olympus study, whereas none of these 3 studies, nor the INFORMS study, compared confirmed with unconfirmed progression or offered a cross-sectional analysis of disease progression data.9,14
Two other recently published studies address similar themes and arrive at compatible conclusions to those of this study.18,19 In one of these studies, however, the patient population consisted entirely of those with secondary progressive MS,18 whereas the other had a lower EDSS inclusion threshold (1–7), allowed inclusion of patients who had been treated with DMTs as recently as 3 months prior to study entry, and was intended as a validation study of a novel disability score (CombiWISE); that scoring measure, in addition to EDSS, T25FW, and 9HPT, also includes the Scripps Neurological Rating Scale.19 And, as with the previously noted studies, neither unconfirmed disease nor a cross-sectional analysis was included in the design of these studies.18,19 Thus, this study offers several unique features that make it a potentially valuable contribution to the literature, such as reflecting the untreated natural history of PPMS by including only patients receiving placebo, including patients with more severe disability, comparing confirmed and unconfirmed disease progression, and including a cross-sectional analysis.
There is an unmet need for controlling disease progression in patients with PPMS. For these patients, individual measures of disease progression may limit the potential to assess the benefit of new agents to the extent that the composite measures have higher event rates. Based on the observations presented here and those from previous studies, future studies of agents for the treatment of PPMS may benefit from either using T25FW 20% as a single outcome measure or using T25FW 20% in combination with the EDSS as a primary efficacy endpoint rather than EDSS alone, particularly if higher event rates over shorter exposure periods are sought. It is largely unknown whether specific disability outcomes would differentially detect treatment effects or whether this would differ according to the mechanism of the treatment under study.
AUTHOR CONTRIBUTIONS
Marcus W. Koch: conception of the study, data analysis, writing of the first draft, and revision of the manuscript. Gary R. Cutter: study/analysis review, manuscript review, and approval. Gavin Giovannoni: study/analysis design, manuscript review, and approval. Bernard M.J. Uitdehaag: study/analysis review, manuscript review, and approval. Jerry S. Wolinsky: overall conduct and image analysis of the original clinical trial, warehoused components of the trial data, early investigation of the database for clinical-biomarker correlations, evaluation plan and data review, and preparation of this manuscript. Mat D. Davis: study/analysis design, data analysis, manuscript preparation, review, and approval. Joshua R. Steinerman: study/analysis design, manuscript preparation, review, and approval. Volker Knappertz: study/analysis design, data analysis, manuscript preparation, review, and approval.
STUDY FUNDING
This study was funded by Teva Pharmaceutical Industries.
DISCLOSURE
M.W. Koch served on the scientific advisory board for Roche and Biogen; received travel funding and/or speaker honoraria from Genzyme Sanofi and Biogen; and received research support from Teva and Alberta Innovated Health Solutions. G.R. Cutter served on the data and safety monitoring committees for AMO Pharmaceuticals, Apotek, Gilead, Horizon, Modigenetech/Prolor, Merck, Merck/Pfizer, OPKO Biologics, Sanofi-Aventis, Reata, Receptos/Celgene, Teva, NHLBI, and NICHD; received speaker honoraria from Consortium of MS Centers and Teva; served on the editorial board for Multiple Sclerosis, JASN, Alzheimer's & Dementia: Translational Research & Clinical Interventions; is president of Pythagoras; has consulted for Atara Biotherapeutics, Biogen GmbH, CereSpir Inc., Consortium of MS Centers, Genzyme, Genentech, Innate Therapeutics, Janssen, Klein-Buendel Incorporated, MedImmune, MedDay, Nivalis, Novartis, Opexa Therapeutics, Roche, Savara Inc., Somahlution, Teva, Transparency Life Sciences, and TG Therapeutics; participated in NARCOMS MS Patient Registry; and received research support from NIH/NAID, NIH/National Institute of Neurological Disorders and Stroke, NIH/NHLBI, NIH/NICHD, NIH/NIA, Consortium of MS Centers, US Department of Defense, NIH/NIAMS, NIH/NIDDK, UAB/UCSD, Children's Hospital (Boston), the State of Alabama, and the Myasthenia Gravis Foundation. G. Giovannoni served on the scientific advisory board for Biogen Idec, Five Prime, Genzyme, GQ Pharma, Ironwood, Merck Serono, Novartis, Roche, Sanofi-Aventis, Synthon BV, Teva, Vertex, AbbVie, and Canbex; received speaker honoraria from Biogen Idec, Genzyme, GW Pharma, Merck Serono, Novartis, Roche, and Teva; is editor for Multiple Sclerosis and Related Disorders; consulted for Biogen Idec, Five Prime, Genzyme, GW Pharma, Ironwood, Merck Serono, Novartis, Roche, Sanofi-Aventis, Synthon BV, Teva, Vertex, AbbVie, and Canbex; served on the speakers' bureau for Novartis and Teva; and received research support from Genzyme and Merck. B.M.J. Uitdehaag consulted for Novartis, Merck Serono, Biogen Idec, Teva, Sanofi Genzyme, and Roche. JS Wolinsky served on the scientific advisory board for Clene Nanomedicine, Forward Pharma, MedDay, Novartis, Roche/Genentech, and Sanofi/Genzyme; received travel funding and/or speaker honoraria from ACTRIMS, Academic CME, CMSC, PRIME, WebMD, University of Kansas, University of Maryland, ECTRIMS, and ACTRIMS; served on the editorial board for Multiple Sclerosis Journal; was editor for Multiple Sclerosis and Related Disorders; has consulted for AbbVie, Acetylon, Alkermes, Bayer HealthCare, Celgene, Forward Pharma, EMD Serono, Genzyme, Novartis, Roche, Takeda, and Teva; received research support from NIH; and receives royalties for monoclonal antibodies out-licensed through the University of Texas Health Science Center at Houston to Millipore (Chemicon International) Corporation. M.D. Davis is employed by and holds stock or stock options in Teva Pharmaceutical Industries. J.R. Steinerman served on the data safety monitoring board for NIH; has been employed by Teva Pharmaceutical Industries; consulted for Click Therapeutics; and holds stock or stock options in Teva and Click Therapeutics. V. Knappertz is employed by Teva Pharmaceutical Industries and holds stock or stock options in Teva and Knopp Biosciences. Go to Neurology.org/nn for full disclosure forms.
ACKNOWLEDGMENT
The authors thank the patients, investigators, and site personnel involved with the PROMiSe study. Dr. Justin Potuzak provided editorial support at the express direction of the authors. He had no role in the design or conceptualization of the study, in analysis or interpretation of the data, or in revising the manuscript for intellectual content.
Footnotes
Funding information and disclosures are provided at the end of the article. Go to Neurology.org/nn for full disclosure forms. The Article Processing Charge was funded by the authors.
Supplemental data at Neurology.org/nn
- Received January 3, 2017.
- Accepted in final form March 23, 2017.
- Copyright © 2017 The Author(s). Published by Wolters Kluwer Health, Inc. on behalf of the American Academy of Neurology
This is an open access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND), which permits downloading and sharing the work provided it is properly cited. The work cannot be changed in any way or used commercially without permission from the journal.
REFERENCES
- 1.↵
- 2.↵
- 3.↵
- 4.↵
- Holland NJ,
- Schneider DM,
- Rapp R,
- Kalb RC
- 5.↵
- 6.↵
- Ziemssen T,
- Rauer S,
- Stadelmann C, et al
- 7.↵
- 8.↵
- 9.↵
- 10.↵
- 11.↵
- 12.↵
- 13.↵
- Koch MW,
- Korngut L,
- Patry DG, et al
- 14.↵
- 15.↵
- 16.↵
- 17.↵
- 18.↵
- Cadavid D,
- Cohen JA,
- Freedman MS, et al
- 19.↵
- Kosa P,
- Ghazali D,
- Tanigawa M, et al
Letters: Rapid online correspondence
REQUIREMENTS
You must ensure that your Disclosures have been updated within the previous six months. Please go to our Submission Site to add or update your Disclosure information.
Your co-authors must send a completed Publishing Agreement Form to Neurology Staff (not necessary for the lead/corresponding author as the form below will suffice) before you upload your comment.
If you are responding to a comment that was written about an article you originally authored:
You (and co-authors) do not need to fill out forms or check disclosures as author forms are still valid
and apply to letter.
Submission specifications:
- Submissions must be < 200 words with < 5 references. Reference 1 must be the article on which you are commenting.
- Submissions should not have more than 5 authors. (Exception: original author replies can include all original authors of the article)
- Submit only on articles published within 6 months of issue date.
- Do not be redundant. Read any comments already posted on the article prior to submission.
- Submitted comments are subject to editing and editor review prior to posting.
You May Also be Interested in
Hastening the Diagnosis of Amyotrophic Lateral Sclerosis
Dr. Brian Callaghan and Dr. Kellen Quigg
► Watch
Topics Discussed
Alert Me
Recommended articles
-
Article
Reliability of Outcome Measures in Clinical Trials in Secondary Progressive Multiple SclerosisMarcus W. Koch, Jop Mostert, Pavle Repovic et al.Neurology, October 26, 2020 -
Article
Evaluation of multiple sclerosis disability outcome measures using pooled clinical trial dataMyla D. Goldman, Nicholas G. LaRocca, Richard A. Rudick et al.Neurology, October 22, 2019 -
Articles
The Multiple Sclerosis Functional CompositeA clinically meaningful measure of disabilityChris H. Polman, Richard A. Rudick et al.Neurology, April 26, 2010 -
Article
Siponimod and Cognition in Secondary Progressive Multiple SclerosisEXPAND Secondary AnalysesRalph H.B. Benedict, Davorka Tomic, Bruce A. Cree et al.Neurology, December 16, 2020