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John N, Li Y, De Angelis F, Stutters J, Prados Carrasco F, Eshaghi A, Doshi A, Calvi A, Williams T, Plantone D, Phan T, Barkhof F, Chataway J, Ourselin S, Braisher M, Beyene T, Bassan V, Zapata A, Chandran S, Connick P, Lyle D, Cameron J, Mollison D, Colville S, Dhillon B, Ross M, Cranswick G, Walker A, Smith L, Giovannoni G, Gnanapavan S, Nicholas R, Rashid W, Aram J, Ford H, Pavitt SH, Overell J, Young C, Arndt H, Duddy M, Guadagno J, Evangelou N, Craner M, Palace J, Hobart J, Sharrack B, Paling D, Hawkins C, Kalra S, McLean B, Stallard N, Bastow R. Brain reserve and physical disability in secondary progressive multiple sclerosis. BMJ Neurol Open 2024; 6:e000670. [PMID: 39262426 PMCID: PMC11387515 DOI: 10.1136/bmjno-2024-000670] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Accepted: 07/27/2024] [Indexed: 09/13/2024] Open
Abstract
Background The brain reserve hypothesis posits that larger maximal lifetime brain growth (MLBG) may confer protection against physical disability in multiple sclerosis (MS). Larger MLBG as a proxy for brain reserve, has been associated with reduced progression of physical disability in patients with early MS; however, it is unknown whether this association remains once in the secondary progressive phase of MS (SPMS). Our aim was to assess whether larger MLBG is associated with decreased physical disability progression in SPMS. Methods We conducted a post hoc analysis of participants in the MS-Secondary Progressive Multi-Arm Randomisation Trial (NCT01910259), a multicentre randomised placebo-controlled trial of the neuroprotective potential of three agents in SPMS. Physical disability was measured by Expanded Disability Status Scale (EDSS), 9-hole peg test (9HPT) and 25-foot timed walk test (T25FW) at baseline, 48 and 96 weeks. MLBG was estimated by baseline intracranial volume (ICV). Multivariable time-varying Cox regression models were used to investigate the association between MLBG and physical disability progression. Results 383 participants (mean age 54.5 years, 298 female) were followed up over 96 weeks. Median baseline EDSS was 6.0 (range 4.0-6.5). Adjusted for covariates, larger MLBG was associated with a reduced risk of EDSS progression (HR 0.84,95% CI:0.72 to 0.99;p=0.04). MLBG was not independently associated with time to progression as measured by 9HPT or T25FW. Conclusion Larger MLBG is independently associated with physical disability progression over 96 weeks as measured by EDSS in SPMS. This suggests that MLBG as a proxy for brain reserve may continue to confer protection against disability when in the secondary progression phase of MS. Trail registration number NCT01910259.
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Affiliation(s)
- Nevin John
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
| | - Yingtong Li
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
| | - Floriana De Angelis
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
| | - Jonathan Stutters
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
| | - Ferran Prados Carrasco
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
| | - Arman Eshaghi
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
| | - Anisha Doshi
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
| | - Alberto Calvi
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
| | - Thomas Williams
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
| | - Domenico Plantone
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
| | - Thanh Phan
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
| | - Frederik Barkhof
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Jeremy Chataway
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
| | - Sebastien Ourselin
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Marie Braisher
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Tiggy Beyene
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Vanessa Bassan
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Alvin Zapata
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Siddharthan Chandran
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Peter Connick
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Dawn Lyle
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - James Cameron
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Daisy Mollison
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Shuna Colville
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Baljean Dhillon
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Moira Ross
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Gina Cranswick
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Allan Walker
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Lorraine Smith
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Gavin Giovannoni
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Sharmilee Gnanapavan
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Richard Nicholas
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Waqar Rashid
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Julia Aram
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Helen Ford
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Sue H Pavitt
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - James Overell
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Carolyn Young
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Heinke Arndt
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Martin Duddy
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Joe Guadagno
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Nikolaos Evangelou
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Matthew Craner
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Jacqueline Palace
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Jeremy Hobart
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Basil Sharrack
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - David Paling
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Clive Hawkins
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Seema Kalra
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Brendan McLean
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Nigel Stallard
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Roger Bastow
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
- Department of Neurology, Monash Health, Clayton, Victoria, Australia
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Translational Imaging Group, Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK
- e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
- Advanced Imaging in Neuroimmunological Diseases Lab (ImaginEM), Fundacio Clinic per la Recerca Biomedica, Barcelona, Spain
- Department of Medicine, Surgery & Neuroscience, University of Siena, Siena, Italy
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
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