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MRI Patterns Distinguish AQP4 Antibody Positive Neuromyelitis Optica Spectrum Disorder From Multiple Sclerosis
Neuromyelitis optica spectrum disorder (NMOSD) and multiple sclerosis (MS) are inflammatory diseases of the CNS. Overlap in the clinical and MRI features of NMOSD and MS means that distinguishing these conditions can be difficult. With the aim of evaluating the diagnostic utility of MRI features in...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8458658/ https://www.ncbi.nlm.nih.gov/pubmed/34566866 http://dx.doi.org/10.3389/fneur.2021.722237 |
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author | Clarke, Laura Arnett, Simon Bukhari, Wajih Khalilidehkordi, Elham Jimenez Sanchez, Sofia O'Gorman, Cullen Sun, Jing Prain, Kerri M. Woodhall, Mark Silvestrini, Roger Bundell, Christine S. Abernethy, David A. Bhuta, Sandeep Blum, Stefan Boggild, Mike Boundy, Karyn Brew, Bruce J. Brownlee, Wallace Butzkueven, Helmut Carroll, William M. Chen, Cella Coulthard, Alan Dale, Russell C. Das, Chandi Fabis-Pedrini, Marzena J. Gillis, David Hawke, Simon Heard, Robert Henderson, Andrew P. D. Heshmat, Saman Hodgkinson, Suzanne Kilpatrick, Trevor J. King, John Kneebone, Christopher Kornberg, Andrew J. Lechner-Scott, Jeannette Lin, Ming-Wei Lynch, Christopher Macdonell, Richard A. L. Mason, Deborah F. McCombe, Pamela A. Pereira, Jennifer Pollard, John D. Ramanathan, Sudarshini Reddel, Stephen W. Shaw, Cameron P. Spies, Judith M. Stankovich, James Sutton, Ian Vucic, Steve Walsh, Michael Wong, Richard C. Yiu, Eppie M. Barnett, Michael H. Kermode, Allan G. K. Marriott, Mark P. Parratt, John D. E. Slee, Mark Taylor, Bruce V. Willoughby, Ernest Brilot, Fabienne Vincent, Angela Waters, Patrick Broadley, Simon A. |
author_facet | Clarke, Laura Arnett, Simon Bukhari, Wajih Khalilidehkordi, Elham Jimenez Sanchez, Sofia O'Gorman, Cullen Sun, Jing Prain, Kerri M. Woodhall, Mark Silvestrini, Roger Bundell, Christine S. Abernethy, David A. Bhuta, Sandeep Blum, Stefan Boggild, Mike Boundy, Karyn Brew, Bruce J. Brownlee, Wallace Butzkueven, Helmut Carroll, William M. Chen, Cella Coulthard, Alan Dale, Russell C. Das, Chandi Fabis-Pedrini, Marzena J. Gillis, David Hawke, Simon Heard, Robert Henderson, Andrew P. D. Heshmat, Saman Hodgkinson, Suzanne Kilpatrick, Trevor J. King, John Kneebone, Christopher Kornberg, Andrew J. Lechner-Scott, Jeannette Lin, Ming-Wei Lynch, Christopher Macdonell, Richard A. L. Mason, Deborah F. McCombe, Pamela A. Pereira, Jennifer Pollard, John D. Ramanathan, Sudarshini Reddel, Stephen W. Shaw, Cameron P. Spies, Judith M. Stankovich, James Sutton, Ian Vucic, Steve Walsh, Michael Wong, Richard C. Yiu, Eppie M. Barnett, Michael H. Kermode, Allan G. K. Marriott, Mark P. Parratt, John D. E. Slee, Mark Taylor, Bruce V. Willoughby, Ernest Brilot, Fabienne Vincent, Angela Waters, Patrick Broadley, Simon A. |
author_sort | Clarke, Laura |
collection | PubMed |
description | Neuromyelitis optica spectrum disorder (NMOSD) and multiple sclerosis (MS) are inflammatory diseases of the CNS. Overlap in the clinical and MRI features of NMOSD and MS means that distinguishing these conditions can be difficult. With the aim of evaluating the diagnostic utility of MRI features in distinguishing NMOSD from MS, we have conducted a cross-sectional analysis of imaging data and developed predictive models to distinguish the two conditions. NMOSD and MS MRI lesions were identified and defined through a literature search. Aquaporin-4 (AQP4) antibody positive NMOSD cases and age- and sex-matched MS cases were collected. MRI of orbits, brain and spine were reported by at least two blinded reviewers. MRI brain or spine was available for 166/168 (99%) of cases. Longitudinally extensive (OR = 203), “bright spotty” (OR = 93.8), whole (axial; OR = 57.8) or gadolinium (Gd) enhancing (OR = 28.6) spinal cord lesions, bilateral (OR = 31.3) or Gd-enhancing (OR = 15.4) optic nerve lesions, and nucleus tractus solitarius (OR = 19.2), periaqueductal (OR = 16.8) or hypothalamic (OR = 7.2) brain lesions were associated with NMOSD. Ovoid (OR = 0.029), Dawson's fingers (OR = 0.031), pyramidal corpus callosum (OR = 0.058), periventricular (OR = 0.136), temporal lobe (OR = 0.137) and T1 black holes (OR = 0.154) brain lesions were associated with MS. A score-based algorithm and a decision tree determined by machine learning accurately predicted more than 85% of both diagnoses using first available imaging alone. We have confirmed NMOSD and MS specific MRI features and combined these in predictive models that can accurately identify more than 85% of cases as either AQP4 seropositive NMOSD or MS. |
format | Online Article Text |
id | pubmed-8458658 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-84586582021-09-24 MRI Patterns Distinguish AQP4 Antibody Positive Neuromyelitis Optica Spectrum Disorder From Multiple Sclerosis Clarke, Laura Arnett, Simon Bukhari, Wajih Khalilidehkordi, Elham Jimenez Sanchez, Sofia O'Gorman, Cullen Sun, Jing Prain, Kerri M. Woodhall, Mark Silvestrini, Roger Bundell, Christine S. Abernethy, David A. Bhuta, Sandeep Blum, Stefan Boggild, Mike Boundy, Karyn Brew, Bruce J. Brownlee, Wallace Butzkueven, Helmut Carroll, William M. Chen, Cella Coulthard, Alan Dale, Russell C. Das, Chandi Fabis-Pedrini, Marzena J. Gillis, David Hawke, Simon Heard, Robert Henderson, Andrew P. D. Heshmat, Saman Hodgkinson, Suzanne Kilpatrick, Trevor J. King, John Kneebone, Christopher Kornberg, Andrew J. Lechner-Scott, Jeannette Lin, Ming-Wei Lynch, Christopher Macdonell, Richard A. L. Mason, Deborah F. McCombe, Pamela A. Pereira, Jennifer Pollard, John D. Ramanathan, Sudarshini Reddel, Stephen W. Shaw, Cameron P. Spies, Judith M. Stankovich, James Sutton, Ian Vucic, Steve Walsh, Michael Wong, Richard C. Yiu, Eppie M. Barnett, Michael H. Kermode, Allan G. K. Marriott, Mark P. Parratt, John D. E. Slee, Mark Taylor, Bruce V. Willoughby, Ernest Brilot, Fabienne Vincent, Angela Waters, Patrick Broadley, Simon A. Front Neurol Neurology Neuromyelitis optica spectrum disorder (NMOSD) and multiple sclerosis (MS) are inflammatory diseases of the CNS. Overlap in the clinical and MRI features of NMOSD and MS means that distinguishing these conditions can be difficult. With the aim of evaluating the diagnostic utility of MRI features in distinguishing NMOSD from MS, we have conducted a cross-sectional analysis of imaging data and developed predictive models to distinguish the two conditions. NMOSD and MS MRI lesions were identified and defined through a literature search. Aquaporin-4 (AQP4) antibody positive NMOSD cases and age- and sex-matched MS cases were collected. MRI of orbits, brain and spine were reported by at least two blinded reviewers. MRI brain or spine was available for 166/168 (99%) of cases. Longitudinally extensive (OR = 203), “bright spotty” (OR = 93.8), whole (axial; OR = 57.8) or gadolinium (Gd) enhancing (OR = 28.6) spinal cord lesions, bilateral (OR = 31.3) or Gd-enhancing (OR = 15.4) optic nerve lesions, and nucleus tractus solitarius (OR = 19.2), periaqueductal (OR = 16.8) or hypothalamic (OR = 7.2) brain lesions were associated with NMOSD. Ovoid (OR = 0.029), Dawson's fingers (OR = 0.031), pyramidal corpus callosum (OR = 0.058), periventricular (OR = 0.136), temporal lobe (OR = 0.137) and T1 black holes (OR = 0.154) brain lesions were associated with MS. A score-based algorithm and a decision tree determined by machine learning accurately predicted more than 85% of both diagnoses using first available imaging alone. We have confirmed NMOSD and MS specific MRI features and combined these in predictive models that can accurately identify more than 85% of cases as either AQP4 seropositive NMOSD or MS. Frontiers Media S.A. 2021-09-09 /pmc/articles/PMC8458658/ /pubmed/34566866 http://dx.doi.org/10.3389/fneur.2021.722237 Text en Copyright © 2021 Clarke, Arnett, Bukhari, Khalilidehkordi, Jimenez Sanchez, O'Gorman, Sun, Prain, Woodhall, Silvestrini, Bundell, Abernethy, Bhuta, Blum, Boggild, Boundy, Brew, Brownlee, Butzkueven, Carroll, Chen, Coulthard, Dale, Das, Fabis-Pedrini, Gillis, Hawke, Heard, Henderson, Heshmat, Hodgkinson, Kilpatrick, King, Kneebone, Kornberg, Lechner-Scott, Lin, Lynch, Macdonell, Mason, McCombe, Pereira, Pollard, Ramanathan, Reddel, Shaw, Spies, Stankovich, Sutton, Vucic, Walsh, Wong, Yiu, Barnett, Kermode, Marriott, Parratt, Slee, Taylor, Willoughby, Brilot, Vincent, Waters and Broadley. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neurology Clarke, Laura Arnett, Simon Bukhari, Wajih Khalilidehkordi, Elham Jimenez Sanchez, Sofia O'Gorman, Cullen Sun, Jing Prain, Kerri M. Woodhall, Mark Silvestrini, Roger Bundell, Christine S. Abernethy, David A. Bhuta, Sandeep Blum, Stefan Boggild, Mike Boundy, Karyn Brew, Bruce J. Brownlee, Wallace Butzkueven, Helmut Carroll, William M. Chen, Cella Coulthard, Alan Dale, Russell C. Das, Chandi Fabis-Pedrini, Marzena J. Gillis, David Hawke, Simon Heard, Robert Henderson, Andrew P. D. Heshmat, Saman Hodgkinson, Suzanne Kilpatrick, Trevor J. King, John Kneebone, Christopher Kornberg, Andrew J. Lechner-Scott, Jeannette Lin, Ming-Wei Lynch, Christopher Macdonell, Richard A. L. Mason, Deborah F. McCombe, Pamela A. Pereira, Jennifer Pollard, John D. Ramanathan, Sudarshini Reddel, Stephen W. Shaw, Cameron P. Spies, Judith M. Stankovich, James Sutton, Ian Vucic, Steve Walsh, Michael Wong, Richard C. Yiu, Eppie M. Barnett, Michael H. Kermode, Allan G. K. Marriott, Mark P. Parratt, John D. E. Slee, Mark Taylor, Bruce V. Willoughby, Ernest Brilot, Fabienne Vincent, Angela Waters, Patrick Broadley, Simon A. MRI Patterns Distinguish AQP4 Antibody Positive Neuromyelitis Optica Spectrum Disorder From Multiple Sclerosis |
title | MRI Patterns Distinguish AQP4 Antibody Positive Neuromyelitis Optica Spectrum Disorder From Multiple Sclerosis |
title_full | MRI Patterns Distinguish AQP4 Antibody Positive Neuromyelitis Optica Spectrum Disorder From Multiple Sclerosis |
title_fullStr | MRI Patterns Distinguish AQP4 Antibody Positive Neuromyelitis Optica Spectrum Disorder From Multiple Sclerosis |
title_full_unstemmed | MRI Patterns Distinguish AQP4 Antibody Positive Neuromyelitis Optica Spectrum Disorder From Multiple Sclerosis |
title_short | MRI Patterns Distinguish AQP4 Antibody Positive Neuromyelitis Optica Spectrum Disorder From Multiple Sclerosis |
title_sort | mri patterns distinguish aqp4 antibody positive neuromyelitis optica spectrum disorder from multiple sclerosis |
topic | Neurology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8458658/ https://www.ncbi.nlm.nih.gov/pubmed/34566866 http://dx.doi.org/10.3389/fneur.2021.722237 |
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