Multiple sclerosis disease activity, a multi-biomarker score of disease activity and response to treatment in multiple sclerosis

Regular assessment of disease activity in relapsing-remitting multiple sclerosis (RRMS) is required to optimize clinical outcomes. Biomarkers can be a valuable tool for measuring disease activity in multiple sclerosis (MS) if they reflect the pathological processes underlying MS pathogenicity. In th...

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Published in:Frontiers in immunology Vol. 15; p. 1338585
Main Authors: Tatomir, Alexandru, Anselmo, Freidrich, Boodhoo, Dallas, Chen, Hegang, Mekala, Armugam P, Nguyen, Vinh, Cuevas, Jacob, Rus, Violeta, Rus, Horea
Format: Journal Article
Language:English
Published: Switzerland Frontiers Media S.A 27-06-2024
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Abstract Regular assessment of disease activity in relapsing-remitting multiple sclerosis (RRMS) is required to optimize clinical outcomes. Biomarkers can be a valuable tool for measuring disease activity in multiple sclerosis (MS) if they reflect the pathological processes underlying MS pathogenicity. In this pilot study, we combined multiple biomarkers previously analyzed in RRMS patients into an MS disease activity (MSDA) score to evaluate their ability to predict relapses and treatment response to glatiramer acetate (GA). Response Gene to Complement 32 (RGC-32), FasL, IL-21, SIRT1, phosphorylated SIRT1 (p-SIRT1), and JNK1 p54 levels were used to generate cut-off values for each biomarker. Any value below the cutoff for RGC-32, FasL SIRT1, or p-SIRT1 or above the cutoff for IL-21 or JNK1 p54 was given a +1 value, indicating relapse or lack of response to GA. Any value above the cutoff value for RGC-32, FasL, SIRT1, p-SIRT1 or below that for IL-21 or JNK1 p54 was given a -1 value, indicating clinical stability or response to GA. An MSDA score above +1 indicated a relapse or lack of response to treatment. An MSDA score below -1 indicated clinical stability or response to treatment. Our results showed that the MSDA scores generated using either four or six biomarkers had a higher sensitivity and specificity and significantly correlated with the expanded disability status scale. Although these results suggest that the MSDA test can be useful for monitoring therapeutic response to biologic agents and assessing clinically challenging situations, the present findings need to be confirmed in larger studies.
AbstractList Regular assessment of disease activity in relapsing-remitting multiple sclerosis (RRMS) is required to optimize clinical outcomes. Biomarkers can be a valuable tool for measuring disease activity in multiple sclerosis (MS) if they reflect the pathological processes underlying MS pathogenicity. In this pilot study, we combined multiple biomarkers previously analyzed in RRMS patients into an MS disease activity (MSDA) score to evaluate their ability to predict relapses and treatment response to glatiramer acetate (GA). Response Gene to Complement 32 (RGC-32), FasL, IL-21, SIRT1, phosphorylated SIRT1 (p-SIRT1), and JNK1 p54 levels were used to generate cut-off values for each biomarker. Any value below the cutoff for RGC-32, FasL SIRT1, or p-SIRT1 or above the cutoff for IL-21 or JNK1 p54 was given a +1 value, indicating relapse or lack of response to GA. Any value above the cutoff value for RGC-32, FasL, SIRT1, p-SIRT1 or below that for IL-21 or JNK1 p54 was given a -1 value, indicating clinical stability or response to GA. An MSDA score above +1 indicated a relapse or lack of response to treatment. An MSDA score below -1 indicated clinical stability or response to treatment. Our results showed that the MSDA scores generated using either four or six biomarkers had a higher sensitivity and specificity and significantly correlated with the expanded disability status scale. Although these results suggest that the MSDA test can be useful for monitoring therapeutic response to biologic agents and assessing clinically challenging situations, the present findings need to be confirmed in larger studies.
Regular assessment of disease activity in relapsing-remitting multiple sclerosis (RRMS) is required to optimize clinical outcomes. Biomarkers can be a valuable tool for measuring disease activity in multiple sclerosis (MS) if they reflect the pathological processes underlying MS pathogenicity. In this pilot study, we combined multiple biomarkers previously analyzed in RRMS patients into an MS disease activity (MSDA) score to evaluate their ability to predict relapses and treatment response to glatiramer acetate (GA). Response Gene to Complement 32 (RGC-32), FasL, IL-21, SIRT1, phosphorylated SIRT1 (p-SIRT1), and JNK1 p54 levels were used to generate cut-off values for each biomarker. Any value below the cutoff for RGC-32, FasL SIRT1, or p-SIRT1 or above the cutoff for IL-21 or JNK1 p54 was given a +1 value, indicating relapse or lack of response to GA. Any value above the cutoff value for RGC-32, FasL, SIRT1, p-SIRT1 or below that for IL-21 or JNK1 p54 was given a -1 value, indicating clinical stability or response to GA. An MSDA score above +1 indicated a relapse or lack of response to treatment. An MSDA score below -1 indicated clinical stability or response to treatment. Our results showed that the MSDA scores generated using either four or six biomarkers had a higher sensitivity and specificity and significantly correlated with the expanded disability status scale. Although these results suggest that the MSDA test can be useful for monitoring therapeutic response to biologic agents and assessing clinically challenging situations, the present findings need to be confirmed in larger studies.Regular assessment of disease activity in relapsing-remitting multiple sclerosis (RRMS) is required to optimize clinical outcomes. Biomarkers can be a valuable tool for measuring disease activity in multiple sclerosis (MS) if they reflect the pathological processes underlying MS pathogenicity. In this pilot study, we combined multiple biomarkers previously analyzed in RRMS patients into an MS disease activity (MSDA) score to evaluate their ability to predict relapses and treatment response to glatiramer acetate (GA). Response Gene to Complement 32 (RGC-32), FasL, IL-21, SIRT1, phosphorylated SIRT1 (p-SIRT1), and JNK1 p54 levels were used to generate cut-off values for each biomarker. Any value below the cutoff for RGC-32, FasL SIRT1, or p-SIRT1 or above the cutoff for IL-21 or JNK1 p54 was given a +1 value, indicating relapse or lack of response to GA. Any value above the cutoff value for RGC-32, FasL, SIRT1, p-SIRT1 or below that for IL-21 or JNK1 p54 was given a -1 value, indicating clinical stability or response to GA. An MSDA score above +1 indicated a relapse or lack of response to treatment. An MSDA score below -1 indicated clinical stability or response to treatment. Our results showed that the MSDA scores generated using either four or six biomarkers had a higher sensitivity and specificity and significantly correlated with the expanded disability status scale. Although these results suggest that the MSDA test can be useful for monitoring therapeutic response to biologic agents and assessing clinically challenging situations, the present findings need to be confirmed in larger studies.
Author Mekala, Armugam P
Boodhoo, Dallas
Cuevas, Jacob
Nguyen, Vinh
Rus, Violeta
Tatomir, Alexandru
Chen, Hegang
Anselmo, Freidrich
Rus, Horea
AuthorAffiliation 4 Department of Medicine, Division of Rheumatology and Clinical Immunology, University of Maryland, School of Medicine , Baltimore, MD , United States
1 Department of Neurology, University of Maryland, School of Medicine , Baltimore, MD , United States
2 Neurology Department, Baltimore Veterans Administration Hospital , Baltimore, MD , United States
3 Department of Epidemiology and Public Health, University of Maryland, School of Medicine , Baltimore, MD , United States
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Cites_doi 10.1016/j.jneuroim.2014.11.004
10.1186/s12974-023-02811-z
10.1177/1352458521993066
10.1007/s12026-390018-9011-x
10.3389/fimmu.2022.979414
10.1016/j.clim.2019.108297
10.1038/s41392-023-01471-y
10.1097/NRL.0b013e31817acf1a
10.1016/j.jneuroim.2013.09.019
10.1016/j.yexmp.2018.07.008
10.1007/978-1-0716-1282-8
10.1007/s12031-014-0476-3
10.1007/s12026-019-09080-0
10.1016/j.yexmp.2017.01.014
10.1016/j.ibneur.2022.11.001
10.1016/S1474-3984422(14)70305-9
10.1038/s41572-018-0041-4
10.1111/ene.13819
10.1146/annurev-immunol-032713-120227
10.1056/NEJMra1401483
10.1016/j.it.2016.06.001
10.1016/j.amjmed.2020.05.049
10.1016/S1474-4422(21)00063-6
10.1016/j.yexmp.2015.03.011
10.1097/WCO.0000000000000622
10.1016/j.yexmp.2013.12.010
10.3389/fnmol.2022.865529
10.1002/wsbm.1583
10.1212/WNL.33.11.1444
10.3389/fimmu.2023.1226130
10.1186/s12974-019-1674-2
10.1016/S0140-6736(18)30481-1
10.1007/s00415-020-10275-x
10.1146/annurev.neuro.30.051606.094313
10.5603/PJNNS.a2020.0037
10.1016/j.msard.2021.103126
10.3390/ijms23115877
10.1016/j.neuron.2018.01.021
10.1016/j.yexmp.2015.09.007
10.1002/ana.22366
10.1097/WCO.0000000000000818
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Keywords peripheral blood mononuclear cells
biomarkers
multiple sclerosis
JNK1
RGC-32
glatiramer acetate
SIRT1
Language English
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Edited by: Noel G. Carlson, The University of Utah, United States
Reviewed by: Borros Arneth, University of Marburg, Germany
Emanuele D’Amico, University of Foggia, Italy
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References Sun (B21) 2023; 8
Perez (B34) 2022; 13
Kacperska (B37) 2015; 56
Kurtzke (B24) 1983; 33
Tatomir (B25) 2018; 66
Hemmer (B28) 2015; 14
Kruszewski (B15) 2015; 99
Polman (B23) 2011; 69
Tatomir (B27) 2022; 13
Wang (B35) 2022; 15
Aung (B39) 2015; 278
Hewes (B16) 2017; 102
Hauser (B5) 2020; 133
Mey (B11) 2023; 15
Vlaicu (B26) 2019; 67
Reich (B8) 2018; 378
Thompson (B4) 2018; 391
Steinman (B12) 2014; 32
Ciriello (B17) 2018; 105
Perrin Ross (B30) 2013; 19
Absinta (B10) 2020; 33
Baecher-Allan (B9) 2018; 97
Sapko (B32) 2020; 54
Zhang (B38) 2014; 266
Thebault (B14) 2022; 28
Giuliani (B40) 2021; 54
Thrower (B29) 2009; 15
Filippi (B6) 2018; 4
Yang (B31) 2022; 23
Ziemssen (B33) 2019; 16
Tian (B22) 2016; 37
Tegla (B20) 2015; 98
Gonzalez-Martinez (B41) 2023; 20
Dobson (B3) 2019; 26
Tegla (B19) 2014; 96
Bar-Or (B7) 2021; 20
Anselmo (B18) 2020; 210
Zanghi (B36) 2023; 14
Trapp (B2) 2008; 31
Oh (B1) 2018; 31
Arneth (B13) 2021; 268
References_xml – volume: 278
  year: 2015
  ident: B39
  article-title: MMP-9 expression is increased in B lymphocytes during multiple sclerosis exacerbation and is regulated by microRNA-320a
  publication-title: J Neuroimmunol
  doi: 10.1016/j.jneuroim.2014.11.004
  contributor:
    fullname: Aung
– volume: 20
  start-page: 131
  year: 2023
  ident: B41
  article-title: miRNA 548a-3p as biomarker of NEDA-3 at 2 years in multiple sclerosis patients treated with fingolimod
  publication-title: J Neuroinflamm
  doi: 10.1186/s12974-023-02811-z
  contributor:
    fullname: Gonzalez-Martinez
– volume: 28
  year: 2022
  ident: B14
  article-title: Serum neurofilament light in MS: The first true blood-based biomarker
  publication-title: Mult Scler
  doi: 10.1177/1352458521993066
  contributor:
    fullname: Thebault
– volume: 66
  year: 2018
  ident: B25
  article-title: RGC-32 regulates reactive astrocytosis and extracellular matrix deposition in experimental autoimmune encephalomyelitis
  publication-title: Immunol Res
  doi: 10.1007/s12026-390018-9011-x
  contributor:
    fullname: Tatomir
– volume: 13
  year: 2022
  ident: B27
  article-title: Role of RGC-32 in multiple sclerosis and neuroinflammation - few answers and many questions
  publication-title: Front Immunol
  doi: 10.3389/fimmu.2022.979414
  contributor:
    fullname: Tatomir
– volume: 210
  year: 2020
  ident: B18
  article-title: JNK and phosphorylated Bcl-2 predict multiple sclerosis clinical activity and glatiramer acetate therapeutic response
  publication-title: Clin Immunol
  doi: 10.1016/j.clim.2019.108297
  contributor:
    fullname: Anselmo
– volume: 8
  start-page: 235
  year: 2023
  ident: B21
  article-title: T cells in health and disease
  publication-title: Signal Transduct Target Ther
  doi: 10.1038/s41392-023-01471-y
  contributor:
    fullname: Sun
– volume: 15
  start-page: 1
  year: 2009
  ident: B29
  article-title: Relapse management in multiple sclerosis
  publication-title: Neurologist
  doi: 10.1097/NRL.0b013e31817acf1a
  contributor:
    fullname: Thrower
– volume: 266
  start-page: 56
  year: 2014
  ident: B38
  article-title: MicroRNA-155 modulates Th1 and Th17 cell differentiation and is associated with multiple sclerosis and experimental autoimmune encephalomyelitis
  publication-title: J Neuroimmunol
  doi: 10.1016/j.jneuroim.2013.09.019
  contributor:
    fullname: Zhang
– volume: 105
  year: 2018
  ident: B17
  article-title: Phosphorylated SIRT1 as a biomarker of relapse and response to treatment with glatiramer acetate in multiple sclerosis
  publication-title: Exp Mol Pathol
  doi: 10.1016/j.yexmp.2018.07.008
  contributor:
    fullname: Ciriello
– volume: 19
  year: 2013
  ident: B30
  article-title: Management of multiple sclerosis
  publication-title: Am J Manag Care
  doi: 10.1007/978-1-0716-1282-8
  contributor:
    fullname: Perrin Ross
– volume: 56
  year: 2015
  ident: B37
  article-title: Selected extracellular microRNA as potential biomarkers of multiple sclerosis activity–preliminary study
  publication-title: J Mol Neurosci
  doi: 10.1007/s12031-014-0476-3
  contributor:
    fullname: Kacperska
– volume: 67
  year: 2019
  ident: B26
  article-title: RGC-32 and diseases: the first 20 years
  publication-title: Immunol Res
  doi: 10.1007/s12026-019-09080-0
  contributor:
    fullname: Vlaicu
– volume: 102
  year: 2017
  ident: B16
  article-title: SIRT1 as a potential biomarker of response to treatment with glatiramer acetate in multiple sclerosis
  publication-title: Exp Mol Pathol
  doi: 10.1016/j.yexmp.2017.01.014
  contributor:
    fullname: Hewes
– volume: 13
  year: 2022
  ident: B34
  article-title: MicroRNAs as a possible biomarker in the treatment of multiple sclerosis
  publication-title: IBRO Neurosci Rep
  doi: 10.1016/j.ibneur.2022.11.001
  contributor:
    fullname: Perez
– volume: 14
  year: 2015
  ident: B28
  article-title: Role of the innate and adaptive immune responses in the course of multiple sclerosis
  publication-title: Lancet Neurol
  doi: 10.1016/S1474-3984422(14)70305-9
  contributor:
    fullname: Hemmer
– volume: 4
  start-page: 43
  year: 2018
  ident: B6
  article-title: Multiple sclerosis
  publication-title: Nat Rev Dis Primers
  doi: 10.1038/s41572-018-0041-4
  contributor:
    fullname: Filippi
– volume: 26
  start-page: 27
  year: 2019
  ident: B3
  article-title: Multiple sclerosis - a review
  publication-title: Eur J Neurol
  doi: 10.1111/ene.13819
  contributor:
    fullname: Dobson
– volume: 32
  year: 2014
  ident: B12
  article-title: Immunology of relapse and remission in multiple sclerosis
  publication-title: Annu Rev Immunol
  doi: 10.1146/annurev-immunol-032713-120227
  contributor:
    fullname: Steinman
– volume: 378
  year: 2018
  ident: B8
  article-title: Multiple sclerosis
  publication-title: N Engl J Med
  doi: 10.1056/NEJMra1401483
  contributor:
    fullname: Reich
– volume: 37
  year: 2016
  ident: B22
  article-title: IL-21 and T cell differentiation: consider the context
  publication-title: Trends Immunol
  doi: 10.1016/j.it.2016.06.001
  contributor:
    fullname: Tian
– volume: 133
  start-page: 1380
  year: 2020
  ident: B5
  article-title: Treatment of multiple sclerosis: A review
  publication-title: Am J Med
  doi: 10.1016/j.amjmed.2020.05.049
  contributor:
    fullname: Hauser
– volume: 20
  year: 2021
  ident: B7
  article-title: Cellular immunology of relapsing multiple sclerosis: interactions, checks, and balances
  publication-title: Lancet Neurol
  doi: 10.1016/S1474-4422(21)00063-6
  contributor:
    fullname: Bar-Or
– volume: 98
  year: 2015
  ident: B20
  article-title: RGC-32 is a novel regulator of the T-lymphocyte cell cycle
  publication-title: Exp Mol Pathol
  doi: 10.1016/j.yexmp.2015.03.011
  contributor:
    fullname: Tegla
– volume: 31
  year: 2018
  ident: B1
  article-title: Multiple sclerosis: clinical aspects
  publication-title: Curr Opin Neurol
  doi: 10.1097/WCO.0000000000000622
  contributor:
    fullname: Oh
– volume: 96
  year: 2014
  ident: B19
  article-title: SIRT1 is decreased during relapses in patients with multiple sclerosis
  publication-title: Exp Mol Pathol
  doi: 10.1016/j.yexmp.2013.12.010
  contributor:
    fullname: Tegla
– volume: 15
  year: 2022
  ident: B35
  article-title: MicroRNAs as T lymphocyte regulators in multiple sclerosis
  publication-title: Front Mol Neurosci
  doi: 10.3389/fnmol.2022.865529
  contributor:
    fullname: Wang
– volume: 15
  year: 2023
  ident: B11
  article-title: Neurodegeneration in multiple sclerosis
  publication-title: WIREs Mech Dis
  doi: 10.1002/wsbm.1583
  contributor:
    fullname: Mey
– volume: 33
  year: 1983
  ident: B24
  article-title: Rating neurologic impairment in multiple sclerosis: an expanded disability status scale (EDSS)
  publication-title: Neurology
  doi: 10.1212/WNL.33.11.1444
  contributor:
    fullname: Kurtzke
– volume: 14
  year: 2023
  ident: B36
  article-title: MiRNA 106a-5p in cerebrospinal fluid as signature of early relapsing remitting multiple sclerosis: a cross sectional study
  publication-title: Front Immunol
  doi: 10.3389/fimmu.2023.1226130
  contributor:
    fullname: Zanghi
– volume: 16
  start-page: 272
  year: 2019
  ident: B33
  article-title: Molecular biomarkers in multiple sclerosis
  publication-title: J Neuroinflamm
  doi: 10.1186/s12974-019-1674-2
  contributor:
    fullname: Ziemssen
– volume: 391
  year: 2018
  ident: B4
  article-title: Multiple sclerosis
  publication-title: Lancet
  doi: 10.1016/S0140-6736(18)30481-1
  contributor:
    fullname: Thompson
– volume: 268
  year: 2021
  ident: B13
  article-title: Contributions of T cells in multiple sclerosis: what do we currently know
  publication-title: J Neurol
  doi: 10.1007/s00415-020-10275-x
  contributor:
    fullname: Arneth
– volume: 31
  year: 2008
  ident: B2
  article-title: Multiple sclerosis: an immune or neurodegenerative disorder
  publication-title: Annu Rev Neurosci
  doi: 10.1146/annurev.neuro.30.051606.094313
  contributor:
    fullname: Trapp
– volume: 54
  year: 2020
  ident: B32
  article-title: Biomarkers in Multiple Sclerosis: a review of diagnostic and prognostic factors
  publication-title: Neurol Neurochir Pol
  doi: 10.5603/PJNNS.a2020.0037
  contributor:
    fullname: Sapko
– volume: 54
  year: 2021
  ident: B40
  article-title: Potential prognostic value of circulating inflamma-miR-146a-5p and miR-125a-5p in relapsing-remitting multiple sclerosis
  publication-title: Mult Scler Relat Disord
  doi: 10.1016/j.msard.2021.103126
  contributor:
    fullname: Giuliani
– volume: 23
  year: 2022
  ident: B31
  article-title: Current and future biomarkers in multiple sclerosis
  publication-title: Int J Mol Sci
  doi: 10.3390/ijms23115877
  contributor:
    fullname: Yang
– volume: 97
  year: 2018
  ident: B9
  article-title: Multiple sclerosis: mechanisms and immunotherapy
  publication-title: Neuron
  doi: 10.1016/j.neuron.2018.01.021
  contributor:
    fullname: Baecher-Allan
– volume: 99
  start-page: 498
  year: 2015
  ident: B15
  article-title: RGC-32 as a potential biomarker of relapse and response to treatment with glatiramer acetate in multiple sclerosis
  publication-title: Exp Mol Pathol
  doi: 10.1016/j.yexmp.2015.09.007
  contributor:
    fullname: Kruszewski
– volume: 69
  start-page: 292
  year: 2011
  ident: B23
  article-title: Diagnostic criteria for multiple sclerosis: 2010 revisions to the McDonald criteria
  publication-title: Ann Neurol
  doi: 10.1002/ana.22366
  contributor:
    fullname: Polman
– volume: 33
  year: 2020
  ident: B10
  article-title: Mechanisms underlying progression in multiple sclerosis
  publication-title: Curr Opin Neurol
  doi: 10.1097/WCO.0000000000000818
  contributor:
    fullname: Absinta
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Snippet Regular assessment of disease activity in relapsing-remitting multiple sclerosis (RRMS) is required to optimize clinical outcomes. Biomarkers can be a valuable...
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StartPage 1338585
SubjectTerms Adult
Biomarkers
Fas Ligand Protein - metabolism
Female
Glatiramer Acetate - therapeutic use
Humans
Immunology
Immunosuppressive Agents - therapeutic use
Interleukins
JNK1
Male
Middle Aged
Mitogen-Activated Protein Kinase 8 - metabolism
multiple sclerosis
Multiple Sclerosis - diagnosis
Multiple Sclerosis - drug therapy
Multiple Sclerosis, Relapsing-Remitting - diagnosis
Multiple Sclerosis, Relapsing-Remitting - drug therapy
peripheral blood mononuclear cells
Pilot Projects
RGC-32
Severity of Illness Index
SIRT1
Sirtuin 1 - metabolism
Treatment Outcome
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Title Multiple sclerosis disease activity, a multi-biomarker score of disease activity and response to treatment in multiple sclerosis
URI https://www.ncbi.nlm.nih.gov/pubmed/38994359
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