Abstract
Background
To establish a comprehensive diagnostic model for neuromyelitis optica spectrum disorders (NMOSDs) based on laboratory indicators and clinical data.
Methods
A retrospective method was used to query the medical records of patients with NMOSD from January 2019 to December 2021. At the same time, clinical data of other neurological diseases were also collected for comparison. Clinical data of the NMOSD group and non-NMOSD group were analyzed, and the diagnostic model was established based on these data. In addition, the model was evaluated and verified by the receiver operating curve.
Results
A total of 73 patients with NMOSD were included, and the ratio of males to females was 1:3.06. The indicators that showed differences between the NMOSD group and non NMOSD group included neutrophils (P = 0.0438), PT (P = 0.0028), APTT (P < 0.0001), CK (P = 0.002), IBIL (P = 0.0181), DBIL (P < 0.0001), TG (P = 0.0078), TC (P = 0.0117), LDL-C (P = 0.0054), ApoA1 (P = 0.0123), ApoB (P = 0.0217), TPO antibody (P = 0.012), T3 (P = 0.0446), B lymphocyte subsets (P = 0.0437), urine sg (P = 0.0123), urine pH (P = 0.0462), anti-SS-A antibody (P = 0.0036), RO-52 (P = 0.0138), CSF simplex virus antibody I-IGG (P = 0.0103), anti-AQP4 antibody (P < 0.0001), and anti-MOG antibody (P = 0.0036). Logistic regression analysis showed that changes in ocular symptoms, anti-SSA antibody, anti-TPO antibody, B lymphocyte subsets, anti-AQP4 antibody, anti-MOG antibody, TG, LDL, ApoB, and APTT had a significant impact on diagnosis. The AUC of the combined analysis was 0.959. The AUC of the new ROC for AQP4- and MOG- antibody negative NMOSD was 0.862.
Conclusions
A diagnostic model was successfully established, which can play an important role in differential diagnosis of NMOSD.
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References
Du Y, Li K, Liu W, Song R, Luo M, He J et al (2022) Recent advances in neuromyelitis optica spectrum disorder: pathogenesis, mechanisms and potential treatments. Curr Pharm Des 28:272–279
Cruz RA, Chaudhary S, Guevara M, Meltzer E (2021) Neuromyelitis optica spectrum disorders (NMOSD) and connective tissue disease (CTD): an update for the rheumatologist. Curr Rheumatol Rep 23:33
Shahmohammadi S, Doosti R, Shahmohammadi A, Azimi A, Sahraian MA, Fattahi MR et al (2021) Neuromyelitis optica spectrum disorder (NMOSD) associated with cancer: a systematic review. Mult Scler Relat Disord 56:103227
Huda S, Whittam D, Bhojak M, Chamberlain J, Noonan C, Jacob A (2019) Neuromyelitis optica spectrum disorders. Clin Med (Lond) 19:169–176
Marignier R, Bennett JL, Kim HJ, Weinshenker BG, Pittock SJ, Wingerchuk D et al (2021) Disability outcomes in the N-MOmentum trial of inebilizumab in neuromyelitis optica spectrum disorder. Neurol Neuroimmunol Neuroinflamm 8:e978
Wingerchuk DM, Banwell B, Bennett JL, Cabre P, Carroll W, Chitnis T et al (2015) International consensus diagnostic criteria for neuromyelitis optica spectrum disorders. Neurology 85(2):177–189
Borisow N, Mori M, Kuwabara S, Scheel M, Paul F (2018) Diagnosis and treatment of NMO spectrum disorder and MOG-encephalomyelitis. Front Neurol 9:888
Jarius S, Paul F, Aktas O, Asgari N, Dale RC, de Seze J et al (2018) MOG encephalomyelitis: international recommendations on diagnosis and antibody testing. J Neuroinflammation 15:134
Prasad S, Chen J (2019) What you need to know about AQP4, MOG, and NMOSD. Semin Neurol 39:718–731
Denève M, Biotti D, Patsoura S, Ferrier M, Meluchova Z, Mahieu L et al (2019) MRI features of demyelinating disease associated with anti-MOG antibodies in adults. J Neuroradiol 46:312–318
Fujihara K (2019) Neuromyelitis optica spectrum disorders: still evolving and broadening. Curr Opin Neurol 32:385–394
Holroyd KB, Manzano GS, Levy M (2020) Update on neuromyelitis optica spectrum disorder. Curr Opin Ophthalmol 31:462–468
Levy M, Fujihara K, Palace J (2021) New therapies for neuromyelitis optica spectrum disorder. Lancet Neurol 20:60–67
Wang Y, Chang H, Zhang X, Yin L (2021) Efficacy of rituximab in the treatment of neuromyelitis optica spectrum disorders: an update systematic review and meta -analysis. Mult Scler Relat Disord 50:102843
Carnero Contentti E, Correale J (2021) Neuromyelitis optica spectrum disorders: from pathophysiology to therapeutic strategies. J Neuroinflammation 18:208
Pittock SJ, Zekeridou A, Weinshenker BG (2021) Hope for patients with neuromyelitis optica spectrum disorders - from mechanisms to trials. Nat Rev Neurol 17:759–773
Leonhard SE, Mandarakas MR, Gondim FAA, Bateman K, Ferreira MLB, Cornblath DR et al (2019) Diagnosis and management of Guillain-Barré syndrome in ten steps. Nat Rev Neurol 15:671–683
Shahrizaila N, Lehmann HC, Kuwabara S (2021) Guillain-Barré syndrome. Lancet 397:1214–1228
Klineova S, Lublin FD (2018) Clinical course of multiple sclerosis. Cold Spring Harb Perspect Med 8:a028928
Athar T, Al Balushi K, Khan SA (2021) Recent advances on drug development and emerging therapeutic agents for Alzheimer’s disease. Mol Biol Rep 48:5629–5645
Ferrari C, Sorbi S (2021) The complexity of Alzheimer’s disease: an evolving puzzle. Physiol Rev 101:1047–1081
Bohmwald K, Andrade CA, Gálvez NMS, Mora VP, Muñoz JT, Kalergis AM (2021) The causes and long-term consequences of viral encephalitis. Front Cell Neurosci 15:755875
Abboud H, Probasco JC, Irani S, Ances B, Benavides DR, Bradshaw M et al (2021) Autoimmune encephalitis: proposed best practice recommendations for diagnosis and acute management. J Neurol Neurosurg Psychiatry 92:757–768
Dutra BG, da Rocha AJ, Nunes RH, Maia ACMJ (2018) Neuromyelitis optica spectrum disorders: spectrum of MR imaging findings and their differential diagnosis. Radiographics 38:169–193
Wingerchuk DM, Lennon VA, Lucchinetti CF, Pittock SJ, Weinshenker BG (2007) The spectrum of neuromyelitis optica. Lancet Neurol 6:805–815
Ibis SC, Omaira M, Arnoldo S, Elizabeth A, Sandra M, Carlota CM et al (2021) Epidemiological findings of neuromyelitis optica spectrum disorders in a Venezuelan study. Mult Scler Relat Disord 47:102652
Tani J, Liao HT, Hsu HC, Chen LF, Chang TS, Shin-Yi Lin C et al (2020) Immune-mediated axonal dysfunction in seropositive and seronegative primary Sjögren’s syndrome. Ann Clin Transl Neurol 7:819–828
Li H, Dai Y, Wu AM, Sun X, Lin Y, Lv K et al (2015) Anti-thyroid antibodies and cerebrospinal fluid findings in neuromyelitis optica spectrum disorders. J Neuroimmunol 281:38–43
Habe K, Wada H, Mizutani K, Matsushima Y, Kondo M, Yamanaka K (2021) The clinical significance of a shortened activated partial thromboplastin time in patients with connective tissue disease. Clin Rheumatol 40:4675–4683
Verhamme P, Yi BA, Segers A, Salter J, Bloomfield D, Büller HR et al (2021) Abelacimab for prevention of venous thromboembolism. N Engl J Med 385:609–617
Branchford BR, Carpenter SL (2018) The role of inflammation in venous thromboembolism. Front Pediatr 6:142
Wu K, Wen L, Duan R, Li Y, Yao Y, Jing L et al (2019) Triglyceride level is an independent risk factor in first-attacked neuromyelitis optica spectrum disorders patients. Front Neurol 10:1230
Sasabe N, Keyamura Y, Obama T, Inoue N, Masuko Y, Igarashi Y et al (2014) Time course-changes in phosphatidylcholine profile during oxidative modification of low-density lipoprotein. Lipids Health Dis 13:48
Itabe H, Sawada N, Makiyama T, Obama T (2021) Structure and dynamics of oxidized lipoproteins in vivo: roles of high-density lipoprotein. Biomedicines 9:655
Lee JJ, Chi G, Fitzgerald C, Kazmi SHA, Kalayci A, Korjian S et al (2021) Cholesterol efflux capacity and its association with adverse cardiovascular events: a systematic review and meta-analysis. Front Cardiovasc Med 8:774418
Cencioni MT, Mattoscio M, Magliozzi R, Bar-Or A, Muraro PA (2021) B cells in multiple sclerosis - from targeted depletion to immune reconstitution therapies. Nat Rev Neurol 17:399–414
Etemadifar M, Salari M, Mirmosayyeb O, Serati M, Nikkhah R, Askari M et al (2017) Efficacy and safety of rituximab in neuromyelitis optica: review of evidence. J Res Med Sci 22:18
Narayan R, Simpson A, Fritsche K, Salama S, Pardo S, Mealy M et al (2018) MOG antibody disease: a review of MOG antibody seropositive neuromyelitis optica spectrum disorder. Mult Scler Relat Disord 25:66–72
Chen ZG, Huang J, Fan R, Weng RH, Shinohara RT, Landis JR et al (2020) Urinalysis in patients with neuromyelitis optica spectrum disorder. Eur J Neurol 27:619–625
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The study was approved by the Ethical Committee of the Beijing Tiantan Hospital, Capital Medical University (Number: KY2019-095-03).
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Jiang, W., Yin, X., Wang, Y. et al. Establishment of a comprehensive diagnostic model for neuromyelitis optica spectrum disorders based on the analysis of laboratory indicators and clinical data. Neurol Sci 44, 3647–3657 (2023). https://doi.org/10.1007/s10072-023-06853-2
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DOI: https://doi.org/10.1007/s10072-023-06853-2