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Research ArticleAdult Brain
Open Access

NAA is a Marker of Disability in Secondary-Progressive MS: A Proton MR Spectroscopic Imaging Study

B.S. Solanky, N.A. John, F. DeAngelis, J. Stutters, F. Prados, T. Schneider, R.A. Parker, C.J. Weir, A. Monteverdi, D. Plantone, A. Doshi, D. MacManus, I. Marshall, F. Barkhof, C.A.M. Gandini Wheeler-Kingshott, J. Chataway and for the MS-SMART Investigators
American Journal of Neuroradiology December 2020, 41 (12) 2209-2218; DOI: https://doi.org/10.3174/ajnr.A6809
B.S. Solanky
aFrom the Department of Neuroinflammation (B.S.S., N.A.J., F.D., J.S., F.P., D.P., A.D., D.M., C.A.M.G.W.-K., J.C.), Faculty of Brain Sciences, Queen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology
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N.A. John
aFrom the Department of Neuroinflammation (B.S.S., N.A.J., F.D., J.S., F.P., D.P., A.D., D.M., C.A.M.G.W.-K., J.C.), Faculty of Brain Sciences, Queen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology
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F. DeAngelis
aFrom the Department of Neuroinflammation (B.S.S., N.A.J., F.D., J.S., F.P., D.P., A.D., D.M., C.A.M.G.W.-K., J.C.), Faculty of Brain Sciences, Queen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology
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J. Stutters
aFrom the Department of Neuroinflammation (B.S.S., N.A.J., F.D., J.S., F.P., D.P., A.D., D.M., C.A.M.G.W.-K., J.C.), Faculty of Brain Sciences, Queen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology
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F. Prados
aFrom the Department of Neuroinflammation (B.S.S., N.A.J., F.D., J.S., F.P., D.P., A.D., D.M., C.A.M.G.W.-K., J.C.), Faculty of Brain Sciences, Queen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology
bCentre for Medical Image Computing (F.P., F.B.), Department of Medical Physics and Biomedical Engineering, University College London, London, UK
jUniversitat Oberta de Catalunya (F.P.), Barcelona, Spain
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T. Schneider
iPhilips UK (T.S.), Guildford, Surrey, UK
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R.A. Parker
cEdinburgh Clinical Trials Unit (R.A.P., C.J.W.), Usher Institute
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C.J. Weir
cEdinburgh Clinical Trials Unit (R.A.P., C.J.W.), Usher Institute
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A. Monteverdi
fDepartment of Brain and Behavioural Sciences (A.M., C.A.M.G.W.-K.), University of Pavia, Pavia, Italy
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D. Plantone
aFrom the Department of Neuroinflammation (B.S.S., N.A.J., F.D., J.S., F.P., D.P., A.D., D.M., C.A.M.G.W.-K., J.C.), Faculty of Brain Sciences, Queen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology
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A. Doshi
aFrom the Department of Neuroinflammation (B.S.S., N.A.J., F.D., J.S., F.P., D.P., A.D., D.M., C.A.M.G.W.-K., J.C.), Faculty of Brain Sciences, Queen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology
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D. MacManus
aFrom the Department of Neuroinflammation (B.S.S., N.A.J., F.D., J.S., F.P., D.P., A.D., D.M., C.A.M.G.W.-K., J.C.), Faculty of Brain Sciences, Queen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology
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I. Marshall
dCentre for Clinical Brain Sciences (I.M.), University of Edinburgh, Edinburgh, UK.
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F. Barkhof
bCentre for Medical Image Computing (F.P., F.B.), Department of Medical Physics and Biomedical Engineering, University College London, London, UK
gNational Institute for Health Research (F.B.), University College London Hospitals Biomedical Research Centre, London, UK
hDepartment of Radiology and Nuclear Medicine (F.B., J.C.), MS Center Amsterdam, Amsterdam, the Netherlands
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C.A.M. Gandini Wheeler-Kingshott
aFrom the Department of Neuroinflammation (B.S.S., N.A.J., F.D., J.S., F.P., D.P., A.D., D.M., C.A.M.G.W.-K., J.C.), Faculty of Brain Sciences, Queen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology
eBrain MRI 3T Research Center (C.A.M.G.W.-K.), Scientific Institute for Research, Hospitalization and Healthcare Mondino National Neurological Institute Foundation, Pavia, Italy
fDepartment of Brain and Behavioural Sciences (A.M., C.A.M.G.W.-K.), University of Pavia, Pavia, Italy
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J. Chataway
aFrom the Department of Neuroinflammation (B.S.S., N.A.J., F.D., J.S., F.P., D.P., A.D., D.M., C.A.M.G.W.-K., J.C.), Faculty of Brain Sciences, Queen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology
hDepartment of Radiology and Nuclear Medicine (F.B., J.C.), MS Center Amsterdam, Amsterdam, the Netherlands
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    FIG 1.

    Proton MR spectroscopy slice placement and mask. The upper panel demonstrates slice placement in the sagittal, coronal, and axial planes. The lower panel shows an example of the chemical shift mask for normal-appearing white matter and gray matter.

  • FIG 2.
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    FIG 2.

    Sample spectra and the chemical shift grid show the position where representative spectra originate, including a lesion (A), accepted spectra in red and lesion in black (B), and spectra from a rejected voxel (C). The position is shown in green in A.

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    FIG 3.

    Associations between neurometabolites and clinical disability measures. The scatterplots with the line of best fit and 95% confidence intervals are shown for the associations in normal-appearing white matter among the following: A, tNAA/tCr and 9HPT (ρ = 0.23; 95% CI, 0.06–0.40). B, tNAA and Paced Auditory Serial Addition Test (ρ  = 0.21; 95% CI, 0.03–0.38). C, tNAA/tCr and Paced Auditory Serial Addition Test (ρ  = 0.19; 95% CI, 0.01–0.36). D, mIns/tCr and Paced Auditory Serial Addition Test (ρ = –0.23; 95% CI,–0.39 to −0.05) and in gray matter between tCho and Paced Auditory Serial Addition Test (ρ = –0.24; 95% CI, –0.40 to −0.06) (E).

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    Table 1:

    Baseline demographics and characteristics (n = 119)

    Clinical VariableMean (SD)
    Age (yr)54.2 (6.7)
    EDSSa6.0 (4.0–6.5)
    Normalized brain volume (mL)1418 (87.3)
    Nine-Hole Peg Test (sec–1)b0.035 (0.01)
    SPMS duration (yr)22.3 (9.2)
    PASAT3 score (of 60)43.0 (11.5)
    SDMT score (of 110)46.9 (11.0)
    T2 lesion volume (mL)a9.7 (0.3–34.6)
    T25–FW (sec)a10.6 (4.3–180.0)
    • ↵a Median (range).

    • ↵b The Nine-Hole Peg Test was calculated by taking the reciprocal of the average of 2 trials for each arm and taking the mean.

    • View popup
    Table 2:

    Results from multiple regression analysis examining associations between neurometabolites and clinical disability measuresa

    PredictorsStandardized βStandardized 95% CIP
    Nine-Hole Peg Test (n = 118)b
     NAWM tNAA/tCr0.190.01–0.36.04
    Paced Auditory Serial Addition Test (n = 119)
     NAWM tNAA0.170.01–0.34.04
     Sexc–0.23–0.42 to –0.05.01
     T2 lesion volume–0.47–0.64 to –0.30<.001
    Paced Auditory Serial Addition Test (n = 118)d
     NAWM tNAA/tCr0.190.03–0.35.02
     Sexc–0.26–0.44 to –0.08.006
     T2 lesion volume–0.46–0.63 to –0.29<.001
    Paced Auditory Serial Addition Test (n = 119)
     NAWM mIns/tCr–0.22–0.39 to –0.06.007
     Sexc–0.25–0.43 to –0.07.008
     T2 lesion volume–0.47–0.64 to –0.30<.001
    Paced Auditory Serial Addition Test (n = 119)
     GM tCho–0.17–0.33 to –0.01.04
     T2 lesion volume–0.48–0.65 to –0.31<.001
    • ↵a Covariates in the model include age, sex, duration from onset, occurrence of relapse in the 2 years preceding randomization, T2 lesion volume, and normalized brain volume. The table highlights only the predictor variables that were significant from the multiple regression models.

    • ↵b The Nine–Hole Peg Test was calculated by taking the reciprocal of the average of 2 trials for each arm and taking the mean.

    • ↵c Male is reference category.

    • ↵d One hundred eighteen participants in this cohort because 1 case was removed due to a highly leveraged point.

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American Journal of Neuroradiology: 41 (12)
American Journal of Neuroradiology
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1 Dec 2020
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B.S. Solanky, N.A. John, F. DeAngelis, J. Stutters, F. Prados, T. Schneider, R.A. Parker, C.J. Weir, A. Monteverdi, D. Plantone, A. Doshi, D. MacManus, I. Marshall, F. Barkhof, C.A.M. Gandini Wheeler-Kingshott, J. Chataway, for the MS-SMART Investigators
NAA is a Marker of Disability in Secondary-Progressive MS: A Proton MR Spectroscopic Imaging Study
American Journal of Neuroradiology Dec 2020, 41 (12) 2209-2218; DOI: 10.3174/ajnr.A6809

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NAA is a Marker of Disability in Secondary-Progressive MS: A Proton MR Spectroscopic Imaging Study
B.S. Solanky, N.A. John, F. DeAngelis, J. Stutters, F. Prados, T. Schneider, R.A. Parker, C.J. Weir, A. Monteverdi, D. Plantone, A. Doshi, D. MacManus, I. Marshall, F. Barkhof, C.A.M. Gandini Wheeler-Kingshott, J. Chataway, for the MS-SMART Investigators
American Journal of Neuroradiology Dec 2020, 41 (12) 2209-2218; DOI: 10.3174/ajnr.A6809
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