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Front Neurol. 2021 Sep 09;12:722237. doi: 10.3389/fneur.2021.722237. eCollection 2021.

MRI Patterns Distinguish AQP4 Antibody Positive Neuromyelitis Optica Spectrum Disorder From Multiple Sclerosis.

Frontiers in neurology

Laura Clarke, Simon Arnett, Wajih Bukhari, Elham Khalilidehkordi, Sofia Jimenez Sanchez, Cullen O'Gorman, Jing Sun, Kerri M Prain, Mark Woodhall, Roger Silvestrini, Christine S Bundell, David A Abernethy, Sandeep Bhuta, Stefan Blum, Mike Boggild, Karyn Boundy, Bruce J Brew, Wallace Brownlee, Helmut Butzkueven, William M Carroll, Cella Chen, Alan Coulthard, Russell C Dale, Chandi Das, Marzena J Fabis-Pedrini, David Gillis, Simon Hawke, Robert Heard, Andrew P D Henderson, Saman Heshmat, Suzanne Hodgkinson, Trevor J Kilpatrick, John King, Christopher Kneebone, Andrew J Kornberg, Jeannette Lechner-Scott, Ming-Wei Lin, Christopher Lynch, Richard A L Macdonell, Deborah F Mason, Pamela A McCombe, Jennifer Pereira, John D Pollard, Sudarshini Ramanathan, Stephen W Reddel, Cameron P Shaw, Judith M Spies, James Stankovich, Ian Sutton, Steve Vucic, Michael Walsh, Richard C Wong, Eppie M Yiu, Michael H Barnett, Allan G K Kermode, Mark P Marriott, John D E Parratt, Mark Slee, Bruce V Taylor, Ernest Willoughby, Fabienne Brilot, Angela Vincent, Patrick Waters, Simon A Broadley

Affiliations

  1. Menzies Health Institute Queensland, Gold Coast, Griffith University, Southport, QLD, Australia.
  2. Department of Immunology, Pathology Queensland, Royal Brisbane and Women's Hospital, Herston, QLD, Australia.
  3. Nuffield Department of Clinical Neurosciences, John Radcliffe Hospital, University of Oxford, Oxford, United Kingdom.
  4. Department of Immunopathology, Westmead Hospital, Westmead, NSW, Australia.
  5. School of Pathology and Laboratory Medicine, University of Western Australia, Nedlands, WA, Australia.
  6. Department of Neurology, Wellington Hospital, Newtown, New Zealand.
  7. Department of Neurology, Princess Alexandra Hospital, Woolloongabba, QLD, Australia.
  8. Department of Neurology, Townsville Hospital, Douglas, QLD, Australia.
  9. Department of Neurology, College of Medicine and Public Health, Flinders University, Bedford Park, SA, Australia.
  10. Centre for Applied Medical Research, St. Vincent's Hospital, University of New South Wales, Darlinghurst, NSW, Australia.
  11. Department of Neurology, Auckland City Hospital, Grafton, New Zealand.
  12. Melbourne Brain Centre, Royal Melbourne Hospital, University of Melbourne, Parkville, VIC, Australia.
  13. Centre for Neuromuscular and Neurological Disorders, Queen Elizabeth II Medical Centre, Perron Institute for Neurological and Translational Science, University of Western Australia, Nedlands, WA, Australia.
  14. Department of Ophthalmology, Flinders Medical Centre, Flinders University, Bedford Park, SA, Australia.
  15. School of Medicine, Royal Brisbane and Women's Hospital, University of Queensland, Herston, QLD, Australia.
  16. Brain and Mind Centre, University of Sydney, Camperdown, NSW, Australia.
  17. Department of Neurology, Canberra Hospital, Garran, ACT, Australia.
  18. Sydney Medical School, Royal Prince Alfred Hospital, University of Sydney, Camperdown, NSW, Australia.
  19. Department of Neurology, Westmead Hospital, Westmead, NSW, Australia.
  20. South Western Sydney Medical School, Liverpool Hospital, University of New South Wales, Liverpool, NSW, Australia.
  21. Florey Institute of Neuroscience and Mental Health, University of Melbourne, Parkville, VIC, Australia.
  22. Department of Neurology, Royal Melbourne Hospital, Parkville, VIC, Australia.
  23. Department of Neurology, Royal Adelaide Hospital, Adelaide, SA, Australia.
  24. School of Paediatrics, Royal Children's Hospital, University of Melbourne, Parkville, VIC, Australia.
  25. Hunter Medical Research Institute, University of Newcastle, New Lambton Heights, NSW, Australia.
  26. School of Medicine, University of Auckland, Grafton, New Zealand.
  27. Department of Neurology, Austin Health, Heidelberg, VIC, Australia.
  28. Department of Neurology, Christchurch Hospital, Christchurch, New Zealand.
  29. Centre for Clinical Research, Royal Brisbane and Women's Hospital, University of Queensland, Herston, QLD, Australia.
  30. Neuroimmunology Group, Kids Neurosciences Centre, Children's Hospital at Westmead, University of Sydney, Westmead, NSW, Australia.
  31. Department of Neurology, Concord Repatriation General Hospital, Concord, NSW, Australia.
  32. School of Medicine, Deakin University, Waurn Ponds, VIC, Australia.
  33. Menzies Research Institute, University of Tasmania, Hobart, TAS, Australia.
  34. Department of Neurology, St. Vincent's Hospital, Darlinghurst, NSW, Australia.
  35. Department of Neurology, Gold Coast University Hospital, Southport, QLD, Australia.

PMID: 34566866 PMCID: PMC8458658 DOI: 10.3389/fneur.2021.722237

Abstract

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.

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.

Keywords: NMOSD; diagnosis; magnetic resonance imaging; multiple sclerosis; neuromyelitis optica

Conflict of interest statement

MHB has received research support, speaking engagement honoraria, advisory board honoraria and travel sponsorship from Biogen Idec, Merck, Novartis, Roche and Sanofi-Genzyme, and is a consulting neuro

References

  1. Mult Scler. 2007 Mar;13(2):186-92 - PubMed
  2. Mult Scler Relat Disord. 2019 Jul;32:41-45 - PubMed
  3. Mult Scler Relat Disord. 2014 Nov;3(6):728-31 - PubMed
  4. PLoS One. 2011;6(8):e22766 - PubMed
  5. Eur J Radiol. 2011 Nov;80(2):445-9 - PubMed
  6. Arch Neurol. 2008 Nov;65(11):1443-8 - PubMed
  7. Ann Indian Acad Neurol. 2014 Jan;17(1):77-81 - PubMed
  8. Ann Neurol. 2016 Mar;79(3):437-47 - PubMed
  9. J Neurol Sci. 2010 Jun 15;293(1-2):92-6 - PubMed
  10. Acta Neurol Scand. 2008 Oct;118(4):218-25 - PubMed
  11. J Neurol Sci. 2011 Mar 15;302(1-2):43-8 - PubMed
  12. BMC Neurol. 2013 Apr 08;13:33 - PubMed
  13. N Engl J Med. 2019 Aug 15;381(7):614-625 - PubMed
  14. J Neurol Sci. 2017 Jan 15;372:138-143 - PubMed
  15. Arch Neurol. 2011 Nov;68(11):1432-9 - PubMed
  16. Eur J Neurol. 1998 Jan;5(1):35-48 - PubMed
  17. Mult Scler. 2014 May;20(6):695-704 - PubMed
  18. J Neurol Neurosurg Psychiatry. 2017 Feb;88(2):132-136 - PubMed
  19. Front Neurol. 2019 Oct 04;10:1028 - PubMed
  20. Mult Scler. 2014 Apr;20(4):418-23 - PubMed
  21. Arch Neurol. 2012 Mar;69(3):357-62 - PubMed
  22. Neurology. 2005 Nov 8;65(9):1479-82 - PubMed
  23. PLoS One. 2012;7(10):e48078 - PubMed
  24. Neurol Sci. 2014 May;35(5):781-3 - PubMed
  25. Ann Neurol. 2009 Sep;66(3):425-8 - PubMed
  26. Mult Scler. 2012 Oct;18(10):1480-3 - PubMed
  27. J Neurol. 2013 Sep;260(9):2396-402 - PubMed
  28. Lancet Neurol. 2006 Mar;5(3):221-7 - PubMed
  29. Acta Neurol Belg. 2017 Mar;117(1):67-74 - PubMed
  30. Mult Scler. 2011 Jan;17(1):67-73 - PubMed
  31. Mult Scler. 2014 Mar;20(3):331-7 - PubMed
  32. J Neurol. 2011 Dec;258(12):2206-13 - PubMed
  33. Eur Radiol. 2009 Oct;19(10):2535-43 - PubMed
  34. Mult Scler. 2012 Jan;18(1):108-12 - PubMed
  35. J Neurol Sci. 2010 Apr 15;291(1-2):37-43 - PubMed
  36. Neurology. 2009 Feb 24;72(8):712-7 - PubMed
  37. J Clin Neurol. 2016 Apr;12(2):188-93 - PubMed
  38. Neurology. 2013 Apr 2;80(14):1330-7 - PubMed
  39. J Clin Neurosci. 2012 Jul;19(7):969-74 - PubMed
  40. J Neurol Sci. 2016 Jan 15;360:88-93 - PubMed
  41. Case Rep Neurol. 2011 Sep;3(3):263-7 - PubMed
  42. Arch Neurol. 2006 Oct;63(10):1398-400 - PubMed
  43. J Neurol. 2020 May;267(5):1431-1443 - PubMed
  44. J Neurol Neurosurg Psychiatry. 2011 Jul;82(7):819-22 - PubMed
  45. BMC Neurol. 2014 Nov 30;14:218 - PubMed
  46. J Neurol Sci. 2015 Aug 15;355(1-2):59-63 - PubMed
  47. Lancet Neurol. 2018 Feb;17(2):162-173 - PubMed
  48. Arq Neuropsiquiatr. 2008 Mar;66(1):1-4 - PubMed
  49. Neurology. 2015 Jul 14;85(2):177-89 - PubMed
  50. AJNR Am J Neuroradiol. 2018 Jul;39(7):1239-1247 - PubMed
  51. Ann Neurol. 2004 Apr;55(4):458-68 - PubMed
  52. Mult Scler Relat Disord. 2018 Oct;25:246-250 - PubMed
  53. Ann Neurol. 2011 Feb;69(2):292-302 - PubMed
  54. J Neurol Neurosurg Psychiatry. 2017 Mar;88(3):218-225 - PubMed
  55. Mult Scler. 2010 Jan;16(1):81-6 - PubMed
  56. Mult Scler. 2009 Jun;15(6):695-700 - PubMed
  57. Eur Neurol. 2014;71(1-2):35-41 - PubMed
  58. PLoS One. 2016 Dec 9;11(12):e0167783 - PubMed
  59. Eur J Neurol. 2006 Aug;13(8):862-8 - PubMed
  60. Eur J Radiol. 2011 Nov;80(2):407-11 - PubMed
  61. Mult Scler. 2013 Mar;19(3):308-15 - PubMed
  62. Ann Neurol. 2006 Mar;59(3):566-9 - PubMed
  63. Mult Scler. 2019 Oct;25(11):1452-1461 - PubMed
  64. Acta Neuropathol. 2010 Nov;120(5):651-60 - PubMed
  65. Neurology. 2007 Feb 20;68(8):603-5 - PubMed
  66. Drugs. 2019 Feb;79(2):125-142 - PubMed
  67. J Neurol Neurosurg Psychiatry. 2017 Aug;88(8):632-638 - PubMed
  68. Clin Radiol. 2015 Jun;70(6):630-7 - PubMed
  69. Bioinformatics. 2004 Jul 22;20(11):1804-5 - PubMed
  70. Mult Scler Relat Disord. 2017 Feb;12:34-38 - PubMed
  71. JAMA Neurol. 2015 Jan;72(1):81-7 - PubMed
  72. J Comput Assist Tomogr. 2018 Jul/Aug;42(4):502-509 - PubMed
  73. Eur J Radiol. 2012 Nov;81(11):3491-5 - PubMed
  74. Mult Scler Relat Disord. 2018 Apr;21:78-83 - PubMed
  75. Acta Neurol Scand. 2015 Jul;132(1):37-41 - PubMed
  76. Chin Med J (Engl). 2012 Jan;125(2):270-4 - PubMed
  77. Arch Neurol. 2006 Mar;63(3):390-6 - PubMed
  78. Lancet Neurol. 2007 Sep;6(9):805-15 - PubMed
  79. Mult Scler Relat Disord. 2016 Sep;9:62-7 - PubMed
  80. Mult Scler. 2016 Mar;22(3):302-11 - PubMed
  81. J Neurol Neurosurg Psychiatry. 2006 Sep;77(9):1073-5 - PubMed
  82. Lancet Neurol. 2007 Aug;6(8):677-86 - PubMed
  83. Int J MS Care. 2012 Winter;14(4):209-14 - PubMed
  84. Headache. 1970 Jan;9(4):178-86 - PubMed
  85. PLoS One. 2014 Sep 26;9(9):e108320 - PubMed
  86. Mult Scler. 2010 Oct;16(10):1229-36 - PubMed
  87. Lancet. 2019 Oct 12;394(10206):1352-1363 - PubMed
  88. J Neurol. 2008 Feb;255(2):163-70 - PubMed
  89. Mult Scler Relat Disord. 2016 May;7:53-7 - PubMed
  90. Ann Neurol. 2016 Feb;79(2):206-16 - PubMed
  91. Cephalalgia. 2010 Feb;30(2):129-36 - PubMed
  92. J Neurol Sci. 2014 Oct 15;345(1-2):209-12 - PubMed
  93. J Neurol Sci. 2009 Nov 15;286(1-2):18-23 - PubMed
  94. Brain Pathol. 2017 May;27(3):249-265 - PubMed
  95. Eur J Neurol. 2013 May;20(5):781-7 - PubMed
  96. AJNR Am J Neuroradiol. 2000 Apr;21(4):702-6 - PubMed
  97. Neurology. 1988 Dec;38(12):1822-5 - PubMed
  98. Mult Scler Relat Disord. 2017 Apr;13:93-97 - PubMed
  99. Mult Scler Relat Disord. 2018 Jan;19:73-78 - PubMed
  100. Mult Scler. 2012 Jul;18(7):1050-3 - PubMed
  101. Mult Scler. 2017 Mar;23(3):413-419 - PubMed
  102. Int J Mol Sci. 2012 Oct 11;13(10):12970-93 - PubMed
  103. Neuroradiology. 2012 Apr;54(4):279-85 - PubMed
  104. Ann Indian Acad Neurol. 2014 Jan;17(1):117-9 - PubMed
  105. Mult Scler. 2008 Mar;14(2):248-51 - PubMed
  106. J Neuroimmunol. 2014 Apr 15;269(1-2):62-7 - PubMed
  107. J Neuroradiol. 2009 Oct;36(4):199-205 - PubMed
  108. J Neurol Neurosurg Psychiatry. 2015 Apr;86(4):470-2 - PubMed
  109. Iran J Neurol. 2018 Apr 4;17(2):58-63 - PubMed
  110. Eur Neurol. 2011;65(2):99-104 - PubMed
  111. Mult Scler. 2011 Mar;17(3):312-8 - PubMed
  112. J Neuroophthalmol. 2012 Sep;32(3):216-20 - PubMed
  113. Mult Scler. 2019 Apr;25(4):585-590 - PubMed
  114. Neurology. 2015 Mar 17;84(11):1165-73 - PubMed
  115. Epidemiology. 1990 Jan;1(1):43-6 - PubMed
  116. Ann Neurol. 2019 Mar;85(3):371-384 - PubMed
  117. Neuroimage Clin. 2015 Jan 09;7:306-14 - PubMed
  118. AJNR Am J Neuroradiol. 2006 Jun-Jul;27(6):1165-76 - PubMed
  119. Arch Neurol. 2006 Jul;63(7):964-8 - PubMed
  120. Brain. 1997 Nov;120 ( Pt 11):2059-69 - PubMed
  121. AJNR Am J Neuroradiol. 2018 Apr;39(4):782-787 - PubMed
  122. J Clin Med Res. 2015 Mar;7(3):193-5 - PubMed
  123. Chin Med J (Engl). 2014;127(18):3213-8 - PubMed
  124. Neurology. 2006 Sep 26;67(6):968-72 - PubMed
  125. J Neuroimmunol. 2013 Sep 15;262(1-2):100-5 - PubMed
  126. Intern Med. 2011;50(9):1061-4 - PubMed
  127. Neurology. 1988 Feb;38(2):180-5 - PubMed
  128. Mult Scler. 2020 Jul;26(8):945-954 - PubMed
  129. Mult Scler. 2015 Jun;21(7):845-53 - PubMed

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