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Cacciaguerra L, Storelli L, Radaelli M, Mesaros S, Moiola L, Drulovic J, Filippi M, Rocca MA. Application of deep-learning to the seronegative side of the NMO spectrum. J Neurol 2021; 269:1546-1556. [PMID: 34328544 DOI: 10.1007/s00415-021-10727-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2021] [Revised: 07/19/2021] [Accepted: 07/24/2021] [Indexed: 10/20/2022]
Abstract
OBJECTIVES To apply a deep-learning algorithm to brain MRIs of seronegative patients with neuromyelitis optica spectrum disorders (NMOSD) and NMOSD-like manifestations and assess whether their structural features are similar to aquaporin-4-seropositive NMOSD or multiple sclerosis (MS) patients. PATIENTS AND METHODS We analyzed 228 T2- and T1-weighted brain MRIs acquired from aquaporin-4-seropositive NMOSD (n = 85), MS (n = 95), aquaporin-4-seronegative NMOSD [n = 11, three with anti-myelin oligodendrocyte glycoprotein antibodies (MOG)], and aquaporin-4-seronegative patients with NMOSD-like manifestations (idiopathic recurrent optic neuritis and myelitis, n = 37), who were recruited from February 2010 to December 2019. Seventy-three percent of aquaporin-4-seronegative patients with NMOSD-like manifestations also had a clinical follow-up (median duration of 4 years). The deep-learning neural network architecture was based on four 3D convolutional layers. It was trained and validated on MRI scans of aquaporin-4-seropositive NMOSD and MS patients and was then applied to aquaporin-4-seronegative NMOSD and NMOSD-like manifestations. Assignment of unclassified aquaporin-4-seronegative patients was compared with their clinical follow-up. RESULTS The final algorithm differentiated aquaporin-4-seropositive NMOSD and MS patients with an accuracy of 0.95. All aquaporin-4-seronegative NMOSD and 36/37 aquaporin-4-seronegative patients with NMOSD-like manifestations were classified as NMOSD. Anti-MOG patients had a similar probability of being NMOSD or MS. At clinical follow-up, one unclassified aquaporin-4-seronegative patient evolved to MS, three developed NMOSD, and the others did not change phenotype. CONCLUSIONS Our findings support the inclusion of aquaporin4-seronegative patients into NMOSD and suggest a possible expansion to aquaporin-4-seronegative unclassified patients with NMOSD-like manifestations. Anti-MOG patients are likely to have intermediate brain features between NMOSD and MS.
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Affiliation(s)
- Laura Cacciaguerra
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.,Vita-Salute San Raffaele University, Milan, Italy
| | - Loredana Storelli
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Marta Radaelli
- Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Sarlota Mesaros
- Clinic of Neurology, Faculty of Medicine, University of Belgrade, Belgrade, Serbia
| | - Lucia Moiola
- Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Jelena Drulovic
- Clinic of Neurology, Faculty of Medicine, University of Belgrade, Belgrade, Serbia
| | - Massimo Filippi
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.,Vita-Salute San Raffaele University, Milan, Italy.,Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.,Neurorehabilitation Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.,Neurophysiology Service, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Maria A Rocca
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy. .,Vita-Salute San Raffaele University, Milan, Italy. .,Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.
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Abstract
PURPOSE OF REVIEW The purpose of this review is to provide an update on advances in the understanding of pediatric demyelinating optic neuritis. RECENT FINDINGS In the past decade, the disease phenotypes for demyelinating syndromes in children have been more clearly defined. Pediatric optic neuritis may present as a clinically isolated syndrome or in the setting of underlying neurologic disease. In addition to optic neuritis associated with multiple sclerosis or neuromyelitis optica, recent work has identified antibodies to the myelin oligodendrocyte glycoprotein (MOG IgG) as a unique demyelinating cause with distinct features regarding treatment and prognosis. The disease phenotypes for demyelinating pediatric optic neuritis have expanded. Treatment strategies vary and are not universally effective for each cause of demyelinating disease. Accurately distinguishing among these unique clinical syndromes is therefore critical for initiation of appropriate treatment to prevent disability, to maximize visual outcomes, and to provide insight into long-term prognosis.
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Affiliation(s)
- Ryan A Gise
- Department of Ophthalmology, Boston Children's Hospital, 300 Longwood Ave, Boston, MA, 02115, USA
- Harvard Medical School, Boston, MA, USA
| | - Gena Heidary
- Department of Ophthalmology, Boston Children's Hospital, 300 Longwood Ave, Boston, MA, 02115, USA.
- Harvard Medical School, Boston, MA, USA.
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Renjen P, Chaudhari D, Ahmad K, Garg S, Mishra A. A review of chronic relapsing inflammatory optic neuropathy. APOLLO MEDICINE 2020. [DOI: 10.4103/am.am_38_20] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
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Cantó LN, Boscá SC, Vicente CA, Gil-Perontín S, Pérez-Miralles F, Villalba JC, Nuñez LC, Casanova Estruch B. Brain Atrophy in Relapsing Optic Neuritis Is Associated With Crion Phenotype. Front Neurol 2019; 10:1157. [PMID: 31736862 PMCID: PMC6838209 DOI: 10.3389/fneur.2019.01157] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2019] [Accepted: 10/15/2019] [Indexed: 01/09/2023] Open
Abstract
Background and objective: Chronic relapsing inflammatory optic neuritis (CRION) is one of the more common phenotypes related to myelin oligodendrocyte glycoprotein antibodies (MOG-Abs). The absence of specific biomarkers makes distinguishing between CRION and relapsing inflammatory ON (RION) difficult. A recent work has suggested a widespread affectation of the central nervous system in CRION patients. In order to search for a potential CRION marker we have measured brain atrophy in a cohort of patients, stratified by phenotypes: CRION, RION, multiple sclerosis with a history of optic neuritis (MS-ON), and MOG-Abs status. Methods: A cross-sectional study was conducted in 31 patients (seven CRION, 11 RION, and 13 MS-ON). All patients were tested for MOG and aquaporin-4 antibodies (AQ4-Abs). Clinical data were collected. Brain atrophy was calculated by measuring the brain parenchyma fraction (BPF) with Neuroquant® software. Results: Four of seven CRION patients and one of 11 RION patients were positive for MOG-Abs (p = 0.046) and no MS-ON patients tested positive to MOG-Abs. All patients were negative to AQ4-Abs. The BPF was lower in patients with CRION than patients with RION (70.6 vs. 75.3%, p = 0.019) and similar to that in MS-ON patients. Conclusions: Brain atrophy in idiopathic inflammatory relapsing ON is present in patients with the CRION phenotype. Data from this study reflect that the optic nerve is a main target involved in these patients but not the only one. Our results should be further investigated in comprehensive and prospective studies.
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Affiliation(s)
- Laura Navarro Cantó
- Departament of Neurology, Hospital General Universitario de Elche, Alicante, Spain
| | - Sara Carratalá Boscá
- Neuroimunology and Multiple Sclerosis Research Group, Hospital Universitari i Politècnic La Fe de València, Valencia, Spain
| | | | - Sara Gil-Perontín
- Neuroimunology and Multiple Sclerosis Research Group, Hospital Universitari i Politècnic La Fe de València, Valencia, Spain
| | | | - Jessica Castillo Villalba
- Neuroimunology and Multiple Sclerosis Research Group, Hospital Universitari i Politècnic La Fe de València, Valencia, Spain
| | - Laura Cubas Nuñez
- Neuroimunology and Multiple Sclerosis Research Group, Hospital Universitari i Politècnic La Fe de València, Valencia, Spain
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Kang H, Liu Z, Li H, Chen T, Ai N, Xu Q, Cao S, Tao Y, Wei S. Simultaneous bilateral optic neuritis in China: clinical, serological and prognostic characteristics. Acta Ophthalmol 2019; 97:e426-e434. [PMID: 30632682 DOI: 10.1111/aos.14013] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2018] [Accepted: 12/09/2018] [Indexed: 12/22/2022]
Abstract
PURPOSE To analyse the clinical characteristics of simultaneous bilateral ON patients in China. METHODS This retrospective study was done on 51 primary bilateral ON patients between April 2008 and July 2016 at the Chinese People's Liberation Army General Hospital. Fifty eight primary unilateral ON patients formed the control group. Demographic data, clinical course, serum autoantibody status, connective tissue disorders, magnetic resonance imaging and visual functions were compared. RESULTS The mean age at disease onset in the bilateral group was younger than that of the unilateral group (p = 0.001). Cerebrospinal fluid (CSF) total cell count and CSF total protein were significantly higher in the bilateral group (p = 0.001, p = 0.025). Aquaporin-4 (AQP4) antibodies were detected in 39% and 21% of the bilateral and unilateral patients, respectively (p = 0.03). Twenty two percent of the bilateral patients fulfilled the diagnosis of neuromyelitis optica (NMO); 7% in the unilateral group did so (p = 0.03). Serum autoantibodies (ANA, SSA, SSB, etc.) were found in 49% of the bilateral patients and 29% of the unilateral patients (p = 0.035). After treatment, the bilateral patients were significantly more prone to severe visual disability eventually than their unilateral counterparts (p = 0.002). Patients with MOG-IgG (myelin oligodendrocyte glycoprotein-IgG) represented 26% of the patients negative for AQP4-IgG. Myelin oligodendrocyte glycoprotein-IgG (MOG-IgG) sero-positive patients were more likely to recover than the other patients (p < 0.001). CONCLUSION Simultaneous bilateral ON is a severe disorder closely related to serum AQP4-IgG and MOG-IgG, which are more likely to involve younger people and incur severe visual disability eventually. Myelin oligodendrocyte glycoprotein-IgG (MOG-IgG) sero-positive patients have higher risk of ON relapses and better visual prognosis.
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Affiliation(s)
- Hao Kang
- Department of Ophthalmology Beijing Chaoyang Hospital Capital Medical University Beijing China
| | - Zihao Liu
- Department of Ophthalmology Dongzhimen Hospital Beijing China
| | - Hongyang Li
- Department of Ophthalmology Beijing Friendship Hospital Capital Medical University Beijing China
| | - Tingjun Chen
- Department of Ophthalmology The Chinese People's Liberation Army General Hospital Beijing China
| | - Nanping Ai
- Department of Ophthalmology The Chinese People's Liberation Army General Hospital Beijing China
| | - Quangang Xu
- Department of Ophthalmology The Chinese People's Liberation Army General Hospital Beijing China
| | - Shanshan Cao
- Department of Ophthalmology The Chinese People's Liberation Army General Hospital Beijing China
| | - Yong Tao
- Department of Ophthalmology Beijing Chaoyang Hospital Capital Medical University Beijing China
| | - Shihui Wei
- Department of Ophthalmology The Chinese People's Liberation Army General Hospital Beijing China
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Park KA, Oh SY, Min JH, Kim BJ. Incidence and timing of recurrence of optic neuritis. Graefes Arch Clin Exp Ophthalmol 2019; 257:651-655. [PMID: 30612145 DOI: 10.1007/s00417-018-04217-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2018] [Revised: 11/13/2018] [Accepted: 12/06/2018] [Indexed: 11/25/2022] Open
Abstract
PURPOSE To describe the incidence and timing of recurrence in patients with optic neuritis (ON). METHODS Medical documents of adult patients with ON were retrospectively reviewed. The incidence and timing of recurrence of an ON episode were analyzed. RESULTS One hundred eleven patients with ON were included in this study. Their mean follow-up duration was 4.1 ± 3.1 years. Seven relapses occurred after intravenous methylprednisolone treatment. The estimated cumulative incidence of recurrence in either eye was 26% at 1 year, 33% at 3 years, 37% at 5 years, and 50% at 10 years after the first episode of ON. If there was no recurrence until 6 months after the first episode of ON, the next 5-year recurrence-free survival probability was 67%. If there was no recurrence until 1 year, the next 5-year survival probability was 72%. If there was no recurrence until 2 years, the next 5-year survival probability was 81%. Relapse within 1 month and the presence of neuromyelitis optica-immunoglobulin G were factors that increased the recurrence rate over time. CONCLUSIONS We evaluated the incidence and timing of the recurrence in patients with ON after the first episode. Lower probability of recurrence was observed in patients with longer recurrence-free follow-up period. However, monitoring for recurrence is needed even in patients with a single episode of ON due to the increasing tendency of the estimated cumulative incidence of recurrence over many years.
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Affiliation(s)
- Kyung-Ah Park
- Department of Ophthalmology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Ilwon-dong, Kangnam-gu, Seoul, Republic of Korea
| | - Sei Yeul Oh
- Department of Ophthalmology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Ilwon-dong, Kangnam-gu, Seoul, Republic of Korea.
| | - Ju-Hong Min
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Byoung Joon Kim
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
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Deschamps R, Gueguen A, Lecler A, Lecouturier K, Lamirel C, Bensa C, Marignier R, Vignal C, Gout O. Acute idiopathic optic neuritis: not always benign. Eur J Neurol 2018; 25:1378-1383. [DOI: 10.1111/ene.13753] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2018] [Accepted: 07/10/2018] [Indexed: 11/28/2022]
Affiliation(s)
- R. Deschamps
- Department of Neurology; Fondation Ophtalmologique Adolphe de Rothschild; Paris
| | - A. Gueguen
- Department of Neurology; Fondation Ophtalmologique Adolphe de Rothschild; Paris
| | - A. Lecler
- Department of Radiology; Fondation Ophtalmologique Adolphe de Rothschild; Paris
| | - K. Lecouturier
- Department of Neurology; Fondation Ophtalmologique Adolphe de Rothschild; Paris
| | - C. Lamirel
- Department of Neuro-Ophthalmolology; Fondation Ophtalmologique Adolphe de Rothschild; Paris
| | - C. Bensa
- Department of Neurology; Fondation Ophtalmologique Adolphe de Rothschild; Paris
| | - R. Marignier
- Department of Neurology; Hospices civils de Lyon; Hôpital neurologique Pierre Wertheimer; Lyon France
| | - C. Vignal
- Department of Neuro-Ophthalmolology; Fondation Ophtalmologique Adolphe de Rothschild; Paris
| | - O. Gout
- Department of Neurology; Fondation Ophtalmologique Adolphe de Rothschild; Paris
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Li H, Zhang Y, Yi Z, Huang D, Wei S. Frequency of autoantibodies and connective tissue diseases in Chinese patients with optic neuritis. PLoS One 2014; 9:e99323. [PMID: 24950188 PMCID: PMC4064964 DOI: 10.1371/journal.pone.0099323] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2014] [Accepted: 05/13/2014] [Indexed: 12/29/2022] Open
Abstract
Background Optic neuritis (ON) is often associated with other clinical or serological markers of connective tissue diseases (CTDs). To date, the effects of autoantibodies on ON are not clear. Purpose To assess the prevalence, clinical patterns, and short outcomes of autoantibodies and Sjögren’s syndrome (SS) involvement in Chinese ON patients and evaluate the relationship between ON, including their subtypes, and autoantibodies. Methods A total of 190 ON patients were divided into recurrent ON (RON), bilateral ON (BON), and isolated monocular ON (ION). Demographic, clinical, and serum autoantibodies data were compared between them with and without SS involvement. Serum was drawn for antinuclear antibody (ANA), extractable nuclear antigen antibodies (SSA/SSB), rheumatoid factor (RF), anticardiolipin antibodies (ACA), and anti-double-stranded DNA antibody (A-ds DNA), anticardiolipin antibody (ACLs), anti-β2-glycoprotein I (β2-GPI) and Aquaporin-4 antibodies (AQP4-Ab). Spectral-domain optical coherence tomography (SD-OCT) was used to evaluate the atrophy of the optic nerve. Results 68 patients (35.79%) had abnormal autoantibodies, 26(13.68%) patients met diagnostic criteria for CTDs, including 15(7.89%) patients meeting the criteria for SS. Antibodies including SSA/SSB 23 (30.26%) (p1 and p 2<0.001) and AQP4–Ab10 (13.16%) (p1 = 0.044, p2 = 0.01) were significantly different in patients in the RON group when compared with those in the BON (P1 = RON VS ION) and ION (p2 = RON VS ION) groups. SS was more common in RON patients (p1 = 0.04, p2 = 0.028). There was no significant difference between SSA/SSB positive and negative patients in disease characteristics or severity. Similar results were obtained when SS was diagnosed in SSA/SSB positive patients. Conclusion RON and BON were more likely associated with abnormal autoantibodies; furthermore, AQP4 antibody, SSA/SSB and SS were more common in the RON patients. AQP4 antibodydetermination is crucial in RON patients who will develop NMO. However, when compared with other autoantibodies, SSA/SSB detected in patients was not significantly associated with disease characteristics or severity.
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Affiliation(s)
- Hongyang Li
- Department of Ophthalmology, The Chinese People’s Liberation Army General Hospital, Beijing, China
| | - Yan Zhang
- Department of Ophthalmology, The General Hospital of Beijing Military Region, Beijing, China
| | - Zuohuizi Yi
- Department of Ophthalmology, The People’s Hospital Affiliated Wuhan University, Wuhan, China
| | - Dehui Huang
- Department of Neurology, The Chinese People’s Liberation Army General Hospital, Beijing, China
| | - Shihui Wei
- Department of Ophthalmology, The Chinese People’s Liberation Army General Hospital, Beijing, China
- * E-mail:
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