Worse Physical Disability Is Associated With the Expression of PD-1 on Inflammatory T-Cells in Multiple Sclerosis Patients With Older Appearing Brains

Background: Magnetic Resonance Imaging (MRI) analysis method “brain-age” paradigm could offer an intuitive prognostic metric (brain-predicted age difference: brain-PAD) for disability in Multiple Sclerosis (MS), reflecting structural brain health adjusted for aging. Equally, cellular senescence has...

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Main Authors: Sophie A. H. Jacobs, Paolo A. Muraro, Maria T. Cencioni, Sarah Knowles, James H. Cole, Richard Nicholas
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-01-01
Series:Frontiers in Neurology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fneur.2021.801097/full
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author Sophie A. H. Jacobs
Sophie A. H. Jacobs
Paolo A. Muraro
Paolo A. Muraro
Maria T. Cencioni
Sarah Knowles
James H. Cole
Richard Nicholas
author_facet Sophie A. H. Jacobs
Sophie A. H. Jacobs
Paolo A. Muraro
Paolo A. Muraro
Maria T. Cencioni
Sarah Knowles
James H. Cole
Richard Nicholas
author_sort Sophie A. H. Jacobs
collection DOAJ
description Background: Magnetic Resonance Imaging (MRI) analysis method “brain-age” paradigm could offer an intuitive prognostic metric (brain-predicted age difference: brain-PAD) for disability in Multiple Sclerosis (MS), reflecting structural brain health adjusted for aging. Equally, cellular senescence has been reported in MS using T-cell biomarker CD8+CD57+.Objective: Here we explored links between MRI-derived brain-age and blood-derived cellular senescence. We examined the value of combining brain-PAD with CD8+CD57+(ILT2+PD-1+) T-cells when predicting disability score in MS and considered whether age-related biological mechanisms drive disability.Methods: Brain-age analysis was applied to T1-weighted MRI images. Disability was assessed and peripheral blood was examined for CD8+CD57+ T-cell phenotypes. Linear regression models were used, adjusted for sex, age and normalized brain volume.Results: We included 179 mainly relapsing-remitting MS patients. A high brain-PAD was associated with high physical disability (mean brain-PAD = +6.54 [5.12–7.95]). CD8+CD57+(ILT2+PD-1+) T-cell frequency was neither associated with disability nor with brain-PAD. Physical disability was predicted by the interaction between brain-PAD and CD8+CD57+ILT2+PD-1+ T-cell frequency (AR2 = 0.196), yet without improvement compared to brain-PAD alone (AR2 = 0.206; AICc = 1.8).Conclusion: Higher frequency of CD8+CD57+ILT2+PD-1+ T-cells in the peripheral blood in patients with an older appearing brain was associated with worse disability scores, suggesting a role of these cells in the development of disability in MS patients with poorer brain health.
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spelling doaj.art-7ed8e2dbfab04bc69b99882a05a474092022-12-22T04:04:33ZengFrontiers Media S.A.Frontiers in Neurology1664-22952022-01-011210.3389/fneur.2021.801097801097Worse Physical Disability Is Associated With the Expression of PD-1 on Inflammatory T-Cells in Multiple Sclerosis Patients With Older Appearing BrainsSophie A. H. Jacobs0Sophie A. H. Jacobs1Paolo A. Muraro2Paolo A. Muraro3Maria T. Cencioni4Sarah Knowles5James H. Cole6Richard Nicholas7Department of Computer Science, Centre for Medical Image Computing, University College London, London, United KingdomDepartment of Neurology, Imperial College Healthcare, London, United KingdomDepartment of Neurology, Imperial College Healthcare, London, United KingdomDivision of Clinical Neurology, Department of Brain Sciences, Imperial College London, London, United KingdomDivision of Clinical Neurology, Department of Brain Sciences, Imperial College London, London, United KingdomDepartment of Neurology, Imperial College Healthcare, London, United KingdomDepartment of Computer Science, Centre for Medical Image Computing, University College London, London, United KingdomDepartment of Neurology, Imperial College Healthcare, London, United KingdomBackground: Magnetic Resonance Imaging (MRI) analysis method “brain-age” paradigm could offer an intuitive prognostic metric (brain-predicted age difference: brain-PAD) for disability in Multiple Sclerosis (MS), reflecting structural brain health adjusted for aging. Equally, cellular senescence has been reported in MS using T-cell biomarker CD8+CD57+.Objective: Here we explored links between MRI-derived brain-age and blood-derived cellular senescence. We examined the value of combining brain-PAD with CD8+CD57+(ILT2+PD-1+) T-cells when predicting disability score in MS and considered whether age-related biological mechanisms drive disability.Methods: Brain-age analysis was applied to T1-weighted MRI images. Disability was assessed and peripheral blood was examined for CD8+CD57+ T-cell phenotypes. Linear regression models were used, adjusted for sex, age and normalized brain volume.Results: We included 179 mainly relapsing-remitting MS patients. A high brain-PAD was associated with high physical disability (mean brain-PAD = +6.54 [5.12–7.95]). CD8+CD57+(ILT2+PD-1+) T-cell frequency was neither associated with disability nor with brain-PAD. Physical disability was predicted by the interaction between brain-PAD and CD8+CD57+ILT2+PD-1+ T-cell frequency (AR2 = 0.196), yet without improvement compared to brain-PAD alone (AR2 = 0.206; AICc = 1.8).Conclusion: Higher frequency of CD8+CD57+ILT2+PD-1+ T-cells in the peripheral blood in patients with an older appearing brain was associated with worse disability scores, suggesting a role of these cells in the development of disability in MS patients with poorer brain health.https://www.frontiersin.org/articles/10.3389/fneur.2021.801097/fullmultiple sclerosisbrain agebiomarkersimmunologyMRIatrophy
spellingShingle Sophie A. H. Jacobs
Sophie A. H. Jacobs
Paolo A. Muraro
Paolo A. Muraro
Maria T. Cencioni
Sarah Knowles
James H. Cole
Richard Nicholas
Worse Physical Disability Is Associated With the Expression of PD-1 on Inflammatory T-Cells in Multiple Sclerosis Patients With Older Appearing Brains
Frontiers in Neurology
multiple sclerosis
brain age
biomarkers
immunology
MRI
atrophy
title Worse Physical Disability Is Associated With the Expression of PD-1 on Inflammatory T-Cells in Multiple Sclerosis Patients With Older Appearing Brains
title_full Worse Physical Disability Is Associated With the Expression of PD-1 on Inflammatory T-Cells in Multiple Sclerosis Patients With Older Appearing Brains
title_fullStr Worse Physical Disability Is Associated With the Expression of PD-1 on Inflammatory T-Cells in Multiple Sclerosis Patients With Older Appearing Brains
title_full_unstemmed Worse Physical Disability Is Associated With the Expression of PD-1 on Inflammatory T-Cells in Multiple Sclerosis Patients With Older Appearing Brains
title_short Worse Physical Disability Is Associated With the Expression of PD-1 on Inflammatory T-Cells in Multiple Sclerosis Patients With Older Appearing Brains
title_sort worse physical disability is associated with the expression of pd 1 on inflammatory t cells in multiple sclerosis patients with older appearing brains
topic multiple sclerosis
brain age
biomarkers
immunology
MRI
atrophy
url https://www.frontiersin.org/articles/10.3389/fneur.2021.801097/full
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