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Multiple Sclerosis and Related Disorders
journal homepage: www.elsevier.com/locate/msard
The Bayesian risk estimate at onset (BREMSO) correlates with cognitive and
physical disability in patients with early multiple sclerosis
Marianne Said
a,1
, Nabil K. El Ayoubi
a,1
, Salem Hannoun
a,b
, Ribal Haddad
a
, Leslie Saba
c
,
Youmna Jalkh
a
, Bassem I Yamout
a
, Samia J Khoury
a,b,
⁎
a
Nehme and Therese Tohme Multiple Sclerosis Center, American University of Beirut Medical Center, PO Box: 11-0236, Riad El Solh, Beirut 1107 2020, Lebanon
b
Abu-Haidar Neuroscience Institute, American University of Beirut Medical Center, PO Box: 11-0236, Riad El Solh, Beirut 1107 2020, Lebanon
c
UCD School of Medicine, University College Dublin, Belfield, Dublin 4, Ireland
ARTICLE INFO
Keywords:
Multiple sclerosis
Bayesian Risk Estimate for MS at Onset
(BREMSO)
Predictive score
Multiple sclerosis severity score (MSSS)
Symbol digit modalities test (SDMT)
Magnetic resonance imaging (MRI)
ABSTRACT
Background: Prevention of long-term disability is the goal of therapeutic intervention in Relapsing Remitting MS
(RRMS). The Bayesian Risk Estimate for MS at Onset (BREMSO) gives an individual risk score predicting disease
evolution into Secondary Progressive MS (SPMS). We investigated whether BREMSO correlates with physical
disability, cognitive dysfunction, and regional brain atrophy early in MS.
Methods: One hundred RRMS patients with at least two years of follow-up were enrolled. BREMSO score as well
as Symbol Digit Modalities Test (SDMT) and Multiple Sclerosis Severity Score (MSSS), Timed 25-Foot Walk Test
(T25-FW) and 9-Hole Peg Test (9-HPT), were assessed. Intracranial volume (ICV), subcortical gray matter
structures and corpus callosum (CC) were automatically segmented on MRI images and their volumes measured.
Results: BREMSO score correlated negatively with SDMT at visit1 (β = -0.33, p = 0.019), visit2 (β = -0.34,
p = 0.017) and visit3 (β = -0.34, p = 0.014), and positively with MSSS at visit1 (r = 0.38, p = 0.006), visit2
(r=0.47, p < 0.0001) and visit3 (r = 0.42, p = 0.002), but not with T25-FW and 9-HPT. BREMSO negatively
correlated with CC volume at baseline (p < 0.03). No correlations were found with ICV and subcortical gray
matter.
Conclusions: BREMSO score at onset correlated with physical disability (MSSS), cognitive function (SDMT) and
CC volume measurements in patients with early MS.
1. Introduction
Multiple sclerosis is a chronic inflammatory demyelinating disease
of the CNS that affects more than two million people worldwide. It is
the most common cause of permanent disability in young adults and the
peak incidence is between age 20 and 40 (Weiner and
Stankiewicz, 2012). MS is characterized by regression of both motor
and cognitive abilities that evolve independently (Chiaravalloti and
DeLuca, 2008). Cognitive impairment (CI) symptoms affect primarily
processing speed, attention and executive functions (Hankomäki et al.,
2014) and are usually under-recognized and not commonly clinically
quantified due to time and cost limitations (Patti, 2009). Nonetheless,
CI has a major impact on the patient's quality of life; it affects work
performance, management of family tasks and daily routine. Cogni-
tively-impaired MS patients are often more limited in independence
(Fischer, 2001). Moreover, CI occurs in up to 70% of patients and can
be seen in radiologically isolated syndrome (RIS), clinically isolated
syndrome (CIS) and all phases of MS (including pediatric onset)
(Jongen et al., 2012). In addition, cognitive impairment could be more
subtle in one third of patients with early MS (Amato et al., 2010) and
predicts disease progression to SPMS (Moccia et al., 2016). The Symbol
Digit Modalities Test (SDMT) is a standardized test used clinically to
https://doi.org/10.1016/j.msard.2018.09.003
Received 6 March 2018; Received in revised form 3 September 2018; Accepted 6 September 2018
Abbreviations: BREMSO, Bayesian risk estimate for MS at onset; CC, Corpus callosum; CI, Cognitive impairment; CIS, Clinically isolated syndrome; DMTs, Disease
modifying treatments; EDSS, Expanded disability status scale; FLAIR, Fluid-attenuated inversion recovery; GM, Grey matter; ICV, Intracranial volume; MRI, Magnetic
resonance imaging; MSFC, MS functional composite; MSSS, Multiple sclerosis severity score; 9-HPT, 9-Hole peg test; PASAT, Paced auditory serial addition test; RIS,
Radiologically isolated syndrome; RRMS, Relapsing remitting multiple sclerosis; SD, Standard deviation; SDMT, Symbol digit modalities test; SPMS, Secondary
progressive multiple sclerosis; T25-FW, Timed 25-foot walk test
⁎
Corresponding author at: Nehme and Therese Tohme Multiple Sclerosis Center, American University of Beirut Medical Center, PO Box: 11-0236, Riad El Solh,
Beirut 1107 2020, Lebanon
1
Authors contributed equally to this work
E-mail address: sk88@aub.edu.lb (S.J. Khoury).
Multiple Sclerosis and Related Disorders 26 (2018) 96–102
2211-0348/ © 2018 Elsevier B.V. All rights reserved.
T