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Tard C, Laforet P, de Pouvourville G, Crochard A, Chollet G, Nevoret C, Bouée S, Salort-Campana E. Treatment of myasthenia gravis in france: A retrospective claims database study (STAMINA). J Neurol 2024:10.1007/s00415-024-12714-5. [PMID: 39387949 DOI: 10.1007/s00415-024-12714-5] [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: 07/16/2024] [Revised: 09/23/2024] [Accepted: 09/24/2024] [Indexed: 10/12/2024]
Abstract
BACKGROUND This study aimed to describe treatment patterns in patients with myasthenia gravis (MG) in France. METHODS A retrospective cohort analysis was performed using the French National Health Data System (SNDS) database between 2008 and 2019. MG patients were identified using ICD-10 codes during hospitalization and/or long-term disease. We defined two adult subpopulations: a prevalent MG population of patients alive on 31/12/2019 and an incident population of newly identified patients with MG in 2012 and 2013. RESULTS Among the 22,079 prevalent patients, 53.1% (n = 11,498) received at least one chronic MG treatment in 2019. Among these treated patients, 52.5% received Acetylcholinesterase inhibitors (AChEIs) only, 10.2% were treated with corticosteroids (CS) ± AChEIs, 7.3% with non-steroidal immunosuppressive treatments (NSIST) and CS, 24.2% with NSIST w/o CS, and 5.8% received immunoglobulin and/or plasma exchange. Among the 2,661 incident patients, 84.6% received at least one chronic MG treatment over the 6-year follow-up period, and among them, 79.0% had at least one treatment category change. During the first semester of follow-up, 28.1% of patients were treated with an immunomodulator (CS, NSIST). Among patients starting treatment with immunomodulator, the proportion of those treated with CS decreased from 35.3% at initiation to 10.9% at 6 years. CONCLUSION This study illustrates the complexity of MG management. Significant CS sparing was observed over time. The frequent treatment changes especially in patients with an immunomodulator treatment reflect the high variability of the disease severity. The need for personalised treatment approaches in the management of MG to reduce the burden of disease remains.
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Affiliation(s)
- C Tard
- Service de Neurologie, U1172, Centre de Référence Des Maladies Neuromusculaires Nord/Est/Ile-de-France, CHU de Lille, Lille, France
| | - P Laforet
- Service de Neurologie, Hôpital Raymond Poincaré, Centre de Référence des Maladies Neuromusculaires Nord-Est-Ile de France, FHU Phenix, Assistance-Publique Hôpitaux de Paris, Paris, Garches, France
- Université Paris-Saclay, UVSQ, INSERM U1179, Versailles, France
| | | | - A Crochard
- UCB Pharma, 420, Rue d'Estienne d'Orves-Immeuble Défense Ouest, La Défense, 92700, Colombes, France.
| | - G Chollet
- UCB Pharma, 420, Rue d'Estienne d'Orves-Immeuble Défense Ouest, La Défense, 92700, Colombes, France
| | | | - S Bouée
- CEMKA, Bourg-La-Reine, France
| | - E Salort-Campana
- Centre de Référence Des Maladies Neuromusculaires PACA Réunion Rhône Alpes, APHM, Service du Pr Attarian, Marseille, France
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Darer JD, Pesa J, Choudhry Z, Batista AE, Parab P, Yang X, Govindarajan R. Characterizing Myasthenia Gravis Symptoms, Exacerbations, and Crises From Neurologist's Clinical Notes Using Natural Language Processing. Cureus 2024; 16:e65792. [PMID: 39219871 PMCID: PMC11361825 DOI: 10.7759/cureus.65792] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/29/2024] [Indexed: 09/04/2024] Open
Abstract
Background Myasthenia gravis (MG) is a rare, autoantibody neuromuscular disorder characterized by fatigable weakness. Real-world evidence based on administrative and structured datasets regarding MG may miss important details related to the clinical encounter. Examination of free-text clinical progress notes has the potential to illuminate aspects of MG care. Objective The primary objective was to examine and characterize neurologist progress notes in the care of individuals with MG regarding the prevalence of documentation of clinical subtypes, antibody status, symptomatology, and MG deteriorations, including exacerbations and crises. The secondary objectives were to categorize MG deteriorations into practical, objective states as well as examine potential sources of clinical inertia in MG care. Methods We performed a retrospective, cross-sectional analysis of de-identified neurologist clinical notes from 2017 to 2022. A qualitative analysis of physician descriptions of MG deteriorations and a discussion of risks in MG care (risk for adverse effects, risk for clinical decompensation, etc.) was performed. Results Of the 3,085 individuals with MG, clinical subtypes and antibody status identified included gMG (n = 400; 13.0%), ocular MG (n = 253; 8.2%), MG unspecified (2,432; 78.8%), seropositivity for acetylcholine receptor antibody (n = 441; 14.3%), and MuSK antibody (n = 29; 0.9%). The most common gMG manifestations were dysphagia (n = 712; 23.0%), dyspnea (n = 626; 20.3%), and dysarthria (n = 514; 16.7%). In MG crisis patients, documentation of difficulties with MG standard therapies was common (n = 62; 45.2%). The qualitative analysis of MG deterioration types includes symptom fluctuation, symptom worsening with treatment intensification, MG deterioration with rescue therapy, and MG crisis. Qualitative analysis of MG-related risks included the toxicity of new therapies and concern for worsening MG because of changing therapies. Conclusions This study of neurologist progress notes demonstrates the potential for real-world evidence generation in the care of individuals with MG. MG patients suffer fluctuating symptomatology and a spectrum of clinical deteriorations. Adverse effects of MG therapies are common, highlighting the need for effective, less toxic treatments.
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Affiliation(s)
| | - Jacqueline Pesa
- Real World Value and Evidence, Immunology, Janssen Scientific Affairs, Titusville, USA
| | - Zia Choudhry
- Rare Antibody Diseases, Janssen Scientific Affairs, Titusville, USA
| | | | - Purva Parab
- Biostatistics, Health Analytics, Clarksville, USA
| | - Xiaoyun Yang
- Biostatistics, Health Analytics, Clarksville, USA
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Finocchietti M, Crescioli G, Paoletti O, Brunori P, Sciancalepore F, Tuccori M, Addis A, Vannacci A, Lombardi N, Kirchmayer U. Drug Use Patterns in Myasthenia Gravis: A Real-World Population-Based Cohort Study in Italy. J Clin Med 2024; 13:3312. [PMID: 38893023 PMCID: PMC11172965 DOI: 10.3390/jcm13113312] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2024] [Revised: 05/27/2024] [Accepted: 05/30/2024] [Indexed: 06/21/2024] Open
Abstract
Background: In the context of a comparative study of efficacy and safety of drugs used in rare neuromuscular and neurodegenerative diseases (CAESAR-call AIFA_FV_2012-13-14), we assessed the use patterns of drugs indicated for myasthenia gravis (MG). Methods: A retrospective cohort study was conducted based on administrative healthcare data. For a cohort of MG patients, prevalent and incident use of pyridostigmine (Py) and other indicated drugs in the first year after case identification was evaluated. Prevalent combined use of major therapies (azathioprine (Az), prednisone (Pr), vitamin D (Vd)) stratified by Py use was assessed, and a comparison between therapies at the time of MG identification and during the first year of follow-up was performed. Results: We included 2369 MG patients between 2013 and 2019. Among them, prevalent and incident Py users were 38.4% and 22.0%, respectively. In the first year of follow-up, the use of Pr was observed in 74.5% of Py prevalent users and in 82.0% of Py incident users, respectively; the use of Az was observed in 24.9% and 23.0%, respectively; and the use of Vd was observed in 53.3% and 48.2%, respectively. Among 910 Py prevalent users, 13.1% also used Az, Pr, and Vd, while 15.3% used none of these. Among 938 non-Py users, 2.7% used Az, Pr, and Vd, while 53.8% used none of these. During the first year, an increase in combined therapies was evident in incident Py users. Conclusions: Our results suggest that, for some MG patients, there may be a need for treatments that combine a rapid onset of benefit with long-term and consistent disease control. These issues may be addressed by the new treatments currently being developed. To date, more studies are needed to address the heterogeneity, quality, and generalizability of the existing data and to evaluate patterns of use, efficacy, and safety of new or emerging therapies for MG.
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Affiliation(s)
- Marco Finocchietti
- Department of Epidemiology, Lazio Regional Health Service, 00147 Rome, Italy; (M.F.); (A.A.); (U.K.)
| | - Giada Crescioli
- Section of Pharmacology and Toxicology, Department of Neurosciences, Psychology, Drug Research and Child Health, University of Florence, 50122 Florence, Italy; (G.C.); (A.V.)
- Tuscan Regional Centre of Pharmacovigilance, 50139 Florence, Italy;
| | - Olga Paoletti
- Pharmacoepidemiology Unit, Regional Health Agency of Tuscany, 50141 Florence, Italy;
| | - Paola Brunori
- Neurophysiopathology, Perugia Hospital, 06129 Perugia, Italy;
| | - Francesco Sciancalepore
- National Center for Disease Prevention and Health Promotion, Italian National Institute of Health, 00161 Rome, Italy;
| | - Marco Tuccori
- Tuscan Regional Centre of Pharmacovigilance, 50139 Florence, Italy;
- Unit of Pharmacology and Pharmacovigilance, Department of Clinical and Experimental Medicine, University of Pisa, 56126 Pisa, Italy
| | - Antonio Addis
- Department of Epidemiology, Lazio Regional Health Service, 00147 Rome, Italy; (M.F.); (A.A.); (U.K.)
| | - Alfredo Vannacci
- Section of Pharmacology and Toxicology, Department of Neurosciences, Psychology, Drug Research and Child Health, University of Florence, 50122 Florence, Italy; (G.C.); (A.V.)
- Tuscan Regional Centre of Pharmacovigilance, 50139 Florence, Italy;
| | - Niccolò Lombardi
- Section of Pharmacology and Toxicology, Department of Neurosciences, Psychology, Drug Research and Child Health, University of Florence, 50122 Florence, Italy; (G.C.); (A.V.)
- Tuscan Regional Centre of Pharmacovigilance, 50139 Florence, Italy;
| | - Ursula Kirchmayer
- Department of Epidemiology, Lazio Regional Health Service, 00147 Rome, Italy; (M.F.); (A.A.); (U.K.)
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Lien PW, Joshi M, Tice JA, Agboola F, Nikitin D, Withanawasam V, Jatoi S, Touchette DR. Cost-effectiveness of eculizumab and efgartigimod for the treatment of anti-acetylcholine receptor antibody-positive generalized myasthenia gravis. J Manag Care Spec Pharm 2024; 30:517-527. [PMID: 38824625 PMCID: PMC11144987 DOI: 10.18553/jmcp.2024.30.6.517] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/04/2024]
Abstract
BACKGROUND Eculizumab and efgartigimod were approved to treat anti-acetylcholine receptor antibody-positive generalized myasthenia gravis (anti-AChR Ab-positive gMG). These relatively new biological treatments provide a more rapid onset of action and improved efficacy compared with conventional immunosuppressive treatments, but at a higher cost. OBJECTIVE To assess the cost-effectiveness of eculizumab and, separately, efgartigimod, each added to conventional therapy vs conventional therapy alone, among patients with refractory anti-AChR Ab-positive gMG and those with anti-AChR Ab-positive gMG, respectively. METHODS A Markov model with 4 health states was developed, evaluating costs and utility with a 4-week cycle length and lifetime time horizon from a health care system perspective and a modified societal perspective including productivity losses from patients and caregiver burden. Model inputs were informed by key clinical trials and relevant publications identified from targeted literature reviews, and drug costs were identified from Micromedex Red Book. Costs and outcomes were discounted at 3% per year. Incremental cost-effectiveness ratios (ICERs; cost per quality-adjusted life-year [QALY] gained) were calculated for each comparison. RESULTS Among the corresponding populations, lifetime costs and QALYs, respectively, for eculizumab were $5,515,000 and 11.85, and for conventional therapy, $308,000 and 10.29, resulting in an ICER of $3,338,000/QALY gained. For efgartigimod, lifetime costs and QALYs, respectively, were $6,773,000 and 13.22, and for conventional therapy, $322,000 and 9.98, yielding an ICER of $1,987,000/QALY gained. After applying indirect costs in a modified societal perspective, the ICERs were reduced to $3,310,000/QALY gained for eculizumab and $1,959,000/QALY gained for efgartigimod. CONCLUSIONS Eculizumab and efgartigimod are rapidly acting and effective treatments for myasthenia gravis. However, at their current price, both therapies greatly exceeded common cost-effectiveness thresholds, likely limiting patient access to these therapies.
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Affiliation(s)
- Pei-Wen Lien
- Department of Pharmacy Systems, Outcomes and Policy, College of Pharmacy, University of Illinois Chicago
| | - Mrinmayee Joshi
- Department of Pharmacy Systems, Outcomes and Policy, College of Pharmacy, University of Illinois Chicago
| | - Jeffrey A Tice
- Division of General Internal Medicine, University of California San Francisco
| | | | | | - Vinura Withanawasam
- Department of Pharmacy Systems, Outcomes and Policy, College of Pharmacy, University of Illinois Chicago
| | - Saira Jatoi
- Department of Pharmacy Systems, Outcomes and Policy, College of Pharmacy, University of Illinois Chicago
| | - Daniel R Touchette
- Department of Pharmacy Systems, Outcomes and Policy, College of Pharmacy, University of Illinois Chicago
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Howard JF, Vu T, Mantegazza R, Kushlaf H, Suzuki S, Wiendl H, Beasley KN, Liao S, Meisel A. Efficacy of ravulizumab in patients with generalized myasthenia gravis by time from diagnosis: A post hoc subgroup analysis of the CHAMPION MG study. Muscle Nerve 2024; 69:556-565. [PMID: 38380691 DOI: 10.1002/mus.28044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Revised: 01/05/2024] [Accepted: 01/14/2024] [Indexed: 02/22/2024]
Abstract
INTRODUCTION/AIMS The CHAMPION MG study demonstrated that ravulizumab significantly improved Myasthenia Gravis-Activities of Daily Living (MG-ADL) and Quantitative Myasthenia Gravis (QMG) total scores versus placebo in adults with acetylcholine receptor antibody-positive generalized myasthenia gravis (AChR+ gMG). This post hoc analysis aimed to assess these outcomes by time from MG diagnosis. METHODS Changes from baseline to week 26 in MG-ADL and QMG total scores were analyzed by time from MG diagnosis to study entry (≤2 vs. >2 years). Within each subgroup, least-squares (LS) mean changes for ravulizumab and placebo were compared using mixed models for repeated measures. RESULTS In ravulizumab-treated patients, differences in LS mean (standard error of the mean) changes from baseline to week 26 were not statistically significant in the ≤2-years subgroup versus the >2-years subgroup for MG-ADL (-4.3 [0.70] vs. -2.9 [0.37]; p = .0511) or QMG (-4.3 [0.94] vs. -2.5 [0.50]; p = .0822) scores. No clear trends were observed in the placebo group. LS mean changes from baseline were significantly greater for ravulizumab versus placebo in both the ≤2 and >2 years from diagnosis subgroups for MG-ADL and QMG scores (all p < .05). The difference in treatment effect between the ≤2-years and >2-years subgroups was not statistically significant. No clinically meaningful between-subgroup differences in treatment-emergent adverse events were observed in ravulizumab-treated patients. DISCUSSION Ravulizumab treatment improved clinical outcomes for patients with AChR+ gMG regardless of time from diagnosis. A numerical trend was observed favoring greater treatment effect with earlier versus later treatment after diagnosis. Further studies are required for confirmation.
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Affiliation(s)
- James F Howard
- The University of North Carolina, Chapel Hill, North Carolina, USA
| | - Tuan Vu
- University of South Florida Morsani College of Medicine, Tampa, Florida, USA
| | | | | | | | | | | | - Serena Liao
- Alexion, AstraZeneca Rare Disease, Boston, Massachusetts, USA
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Cai Q, Batista AE, Börsum J, Zhang Q, Isheden G, Kunovszki P, Gandhi K, Heerlein K, Brauner S. Long-Term Healthcare Resource Utilization and Costs among Patients with Myasthenia Gravis: A Swedish Nationwide Population-Based Study. Neuroepidemiology 2024:1-10. [PMID: 38631321 DOI: 10.1159/000538640] [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: 09/27/2023] [Accepted: 03/24/2024] [Indexed: 04/19/2024] Open
Abstract
INTRODUCTION Healthcare costs and societal impact of myasthenia gravis (MG), a potentially life-threatening rare, chronic neuromuscular disease, are sparsely studied. We assessed healthcare resource utilization (HCRU) and associated costs among patients with newly diagnosed (ND) and preexisting (PE) MG in Sweden. METHODS This observational, retrospective cohort study used data from four linkable Swedish nationwide population-based registries. Adult MG patients receiving pharmacological treatment for MG and having ≥24-month follow-up during the period January 1, 2010, to December 31, 2017, were included. RESULTS A total of 1,275 patients were included in the analysis, of which 554 patients were categorized into the ND MG group and 721 into the PE MG group. Mean (±SD) age was 61.3 (±17.4) years, and 52.3% were female. In the first year post-diagnosis, ND patients had significantly higher utilization of acetylcholinesterase inhibitors (96.0% vs. 83.9%), corticosteroids (59.6% vs. 45.8%), thymectomy (12.1% vs. 0.7%), and plasma exchange (3.8% vs. 0.6%); had higher all-cause (70.9% vs. 35.8%) and MG-related (62.5% vs. 18.4%) hospitalization rates with 11 more hospitalization days (all p < 0.01) and an increased risk of hospitalization (odds ratio [95% CI] = 4.4 [3.43, 5.64]) than PE MG. In year 1 post-diagnosis, ND MG patients incurred EUR 7,302 (p < 0.01) higher total all-cause costs than PE MG, of which 84% were estimated to be MG-related and the majority (86%) were related to inpatient care. These results remained significant also after controlling for baseline demographics and comorbidities (p < 0.01). In year 2 post-diagnosis, the all-cause medical costs decreased by ∼55% for ND MG from year 1 and were comparable with PE MG. CONCLUSION In this population-based study, MG patients required significantly more healthcare resources in year 1 post-diagnosis than PE MG primarily due to more pharmacological treatments, thymectomies, and associated hospitalizations. These findings highlight the need to better understand potential factors including disease characteristics associated with increased health resource use and costs and need for more efficacious treatments early in the disease course.
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Affiliation(s)
- Qian Cai
- Janssen Global Services, Titusville, New Jersey, USA
| | | | | | - Qiaoyi Zhang
- Janssen Global Services, Titusville, New Jersey, USA
| | | | | | - Kavita Gandhi
- Janssen Global Services, Titusville, New Jersey, USA
| | | | - Susanna Brauner
- Department of Clinical Neuroscience, Karolinska Institute and Department of Neurology, Karolinska University Hospital, Stockholm, Sweden
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van Enkhuizen J, Binns J, Betts A, Hosnijeh FS, Alexander M, McCormack M, Jacob S. A retrospective observational study on characteristics, treatment patterns, and healthcare resource use of patients with myasthenia gravis in England. Ther Adv Neurol Disord 2024; 17:17562864241237495. [PMID: 38634003 PMCID: PMC11022674 DOI: 10.1177/17562864241237495] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2023] [Accepted: 02/13/2024] [Indexed: 04/19/2024] Open
Abstract
Background There are limited data on the real-world healthcare resource use (HCRU) and management costs of myasthenia gravis (MG) in England. Objective This study aims to assess the burden of disease for patients with MG in England. Design A retrospective, observational cohort study of adult patients diagnosed with MG, using data from the Hospital Episode Statistics data warehouse. Methods Patients with a first-ever recorded diagnosis of MG between 30 June 2015 and 30 June 2020 were followed up until 30 June 2021 or death, whichever occurred first. Post-diagnosis patient characteristics, treatment patterns, HCRU, and costs were described. Costs were evaluated using National Health Service reference costs. Results A total of 9087 patients with a median follow-up time of 2.9 years (range, 1.7-4.3 years) were included. The mean age at diagnosis was 66.5 years and 53% of the patients were male. A large proportion of patients (72.8%) were admitted as inpatients during follow-up with a mean number of 1.3 admissions. Patients hospitalized for MG-related complications spent a mean of 9.7 days per patient-year in the hospital. During follow-up, 599 (6.6% of the total cohort) and 163 (1.8%) patients had a record of rescue therapy with intravenous immunoglobulin (IVIg) and plasma exchange (PLEX), respectively. Rituximab was administered to 81 (0.9%) patients and 268 (2.9%) patients underwent thymectomy. In those patients receiving rescue therapy or rituximab, >10% received at least three cycles of the same treatment. The average annual cost of hospital admissions across all patients treated with IVIg, PLEX, and rituximab were £907,072, £689,979, and £146,726, respectively. Conclusion A majority of MG patients required hospitalization or accident and emergency attendance, resulting in high HCRU and costs. A subset of patients required rescue therapy (including IVIg and PLEX), rituximab administration, ventilation, or thymectomy.
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Affiliation(s)
| | | | | | | | | | | | - Saiju Jacob
- Department of Neurology and Centre for Rare Diseases, Institute of Immunology and Immunotherapy, University of Birmingham, Edgbaston, Birmingham, UK
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Croitoru CG, Pavel-Tanasa M, Cuciureanu DI, Hodorog DN, Cianga P. Autoimmune and Non-Autoimmune Comorbidities in Myasthenic Patients of East-European Descent: A Case-Control Study. J Clin Med 2024; 13:2273. [PMID: 38673546 PMCID: PMC11051044 DOI: 10.3390/jcm13082273] [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: 02/17/2024] [Revised: 04/08/2024] [Accepted: 04/12/2024] [Indexed: 04/28/2024] Open
Abstract
Background: As the life expectancy of patients with myasthenia gravis (MG) is improving, so the number of comorbidities continues to rise, with a potentially significant impact on the overall morbidity and mortality. The main aim of the study was to assess comorbidities of MG in a group of patients of East-European descent. Methods: We retrospectively compared 185 adult myasthenic patients with 895 sex- and age-matched controls, admitted from January 2013 to December 2021. Results: Of these patients, 60% had late-onset MG (LOMG), with a clear predominance of women in both the LOMG and early-onset (EOMG) types; and 23.8% of the patients had a radiological description consistent with thymoma. All myasthenic patients had at least one comorbidity; 20 (10.8%) of the patients associated at least one autoimmune comorbidity. Obesity (p < 0.01), type 2 diabetes (p < 0.0001), cerebrovascular diseases (p < 0.0001), essential hypertension (p < 0.01), and cardiac arrythmias (p < 0.0001) were more frequent in patients than in the control group. The granulocyte-to-lymphocyte ratio was higher in the myasthenic patients compared to the controls (p < 0.01 for LOMG). Discussion: We, thus, suggest a common chronic low-grade inflammatory background as a possible connection between MG subtypes and some of these apparently unconnected comorbidities. Conclusions: The East-European origin of the patients offered a different social and cultural angle of a disease studied mainly on populations of West-European and Asian descent.
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Affiliation(s)
- Cristina Georgiana Croitoru
- I Neurology Clinic, “Prof. Dr. Nicolae Oblu” Emergency Clinical Hospital, 700309 Iași, Romania
- Department of Immunology, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iași, Romania;
| | - Mariana Pavel-Tanasa
- Department of Immunology, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iași, Romania;
| | - Dan Iulian Cuciureanu
- I Neurology Clinic, “Prof. Dr. Nicolae Oblu” Emergency Clinical Hospital, 700309 Iași, Romania
- Department Medical III, Discipline of Neurology, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iași, Romania
| | - Diana Nicoleta Hodorog
- I Neurology Clinic, “Prof. Dr. Nicolae Oblu” Emergency Clinical Hospital, 700309 Iași, Romania
- Department Medical III, Discipline of Neurology, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iași, Romania
| | - Petru Cianga
- Department of Immunology, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iași, Romania;
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Chang CC, Yeh JH, Chiu HC, Liu TC, Chen YM, Jhou MJ, Lu CJ. Assessing the length of hospital stay for patients with myasthenia gravis based on the data mining MARS approach. Front Neurol 2023; 14:1283214. [PMID: 38156090 PMCID: PMC10752965 DOI: 10.3389/fneur.2023.1283214] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Accepted: 11/27/2023] [Indexed: 12/30/2023] Open
Abstract
Predicting the length of hospital stay for myasthenia gravis (MG) patients is challenging due to the complex pathogenesis, high clinical variability, and non-linear relationships between variables. Considering the management of MG during hospitalization, it is important to conduct a risk assessment to predict the length of hospital stay. The present study aimed to successfully predict the length of hospital stay for MG based on an expandable data mining technique, multivariate adaptive regression splines (MARS). Data from 196 MG patients' hospitalization were analyzed, and the MARS model was compared with classical multiple linear regression (MLR) and three other machine learning (ML) algorithms. The average hospital stay duration was 12.3 days. The MARS model, leveraging its ability to capture non-linearity, identified four significant factors: disease duration, age at admission, MGFA clinical classification, and daily prednisolone dose. Cut-off points and correlation curves were determined for these risk factors. The MARS model outperformed the MLR and the other ML methods (including least absolute shrinkage and selection operator MLR, classification and regression tree, and random forest) in assessing hospital stay length. This is the first study to utilize data mining methods to explore factors influencing hospital stay in patients with MG. The results highlight the effectiveness of the MARS model in identifying the cut-off points and correlation for risk factors associated with MG hospitalization. Furthermore, a MARS-based formula was developed as a practical tool to assist in the measurement of hospital stay, which can be feasibly supported as an extension of clinical risk assessment.
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Affiliation(s)
- Che-Cheng Chang
- Department of Neurology, Fu Jen Catholic University Hospital, Fu Jen Catholic University, New Taipei City, Taiwan
- PhD Program in Nutrition and Food Science, Fu Jen Catholic University, New Taipei City, Taiwan
| | - Jiann-Horng Yeh
- School of Medicine, Fu Jen Catholic University, New Taipei City, Taiwan
- Department of Neurology, Shin Kong Wu Ho-Su Memorial Hospital, Taipei City, Taiwan
- Department of Neurology, Kaohsiung Medical University, Kaohsiung, Taiwan
| | - Hou-Chang Chiu
- School of Medicine, Fu Jen Catholic University, New Taipei City, Taiwan
- Department of Neurology, Taipei Medical University, Shuang-Ho Hospital, New Taipei City, Taiwan
| | - Tzu-Chi Liu
- Graduate Institute of Business Administration, Fu Jen Catholic University, New Taipei City, Taiwan
| | - Yen-Ming Chen
- Department of Neurology, Fu Jen Catholic University Hospital, Fu Jen Catholic University, New Taipei City, Taiwan
| | - Mao-Jhen Jhou
- Graduate Institute of Business Administration, Fu Jen Catholic University, New Taipei City, Taiwan
| | - Chi-Jie Lu
- Graduate Institute of Business Administration, Fu Jen Catholic University, New Taipei City, Taiwan
- Artificial Intelligence Development Center, Fu Jen Catholic University, New Taipei City, Taiwan
- Department of Information Management, Fu Jen Catholic University, New Taipei City, Taiwan
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Hughes T, Howard JF, Silvestri NJ, Anderson AEL, Sato M, Suchotliff S, Guptill JT, Phillips G. The economic burden of individuals living with generalized myasthenia gravis and facing social determinants of health challenges. Front Public Health 2023; 11:1247931. [PMID: 37766748 PMCID: PMC10520715 DOI: 10.3389/fpubh.2023.1247931] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Accepted: 08/29/2023] [Indexed: 09/29/2023] Open
Abstract
Objective Better understanding the impact of social determinants of health (SDOH) barriers from the patient perspective is crucial to improve holistic patient support in generalized myasthenia gravis (gMG), a rare autoimmune disorder with high disease and treatment burden. The objective of this study was to identify economic challenges experienced by individuals living with gMG and SDOH barriers to better address current unmet needs. Methods Adults (18-75 years) living with gMG and experiencing SDOH barriers in the United States were recruited to a mixed-methods study including qualitative interviews and a web-based quantitative survey. Quotas were implemented to include a balanced spread of baseline demographic categories including insurance type, living environment, and employment status among the study sample. Direct and indirect economic challenges were identified by degree of concern. Results The survey was completed by 38 individuals living with gMG, the majority of whom were enrolled in public insurance and not employed. The most commonly reported major economic concerns were managing funds for emergency care (66%), loss of income (61%), and non-medical expenses (58%), highlighting the diversity of economic challenges. Individuals who were using public insurance plans, living in non-urban environments, and unemployed experienced pronounced challenges around managing non-medical costs and accessing government assistance. Conclusion Both direct and indirect costs were emphasized as major concerns among individuals living with gMG and SDOH barriers. Increasing access to relevant, personalized, and holistic resources, including care management, should be prioritized to improve disease management and outcomes for individuals living with gMG.
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Affiliation(s)
- Tom Hughes
- Argenx US Inc., Boston, MA, United States
| | - James F. Howard
- Department of Neurology, University of North Carolina, Chapel Hill, NC, United States
| | | | | | - Mai Sato
- ZS Associates, New York, NY, United States
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Zawadka-Kunikowska M, Rzepiński Ł, Tafil-Klawe M, Veronese N, Barbagallo M, Habek M, Gilhus NE. Altered Cardiac Autonomic Regulation in Individuals with Myasthenia Gravis-A Systematic Review and Meta-Analysis. Neurol Int 2023; 15:1140-1154. [PMID: 37755362 PMCID: PMC10537350 DOI: 10.3390/neurolint15030071] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Revised: 08/25/2023] [Accepted: 09/05/2023] [Indexed: 09/28/2023] Open
Abstract
The aim of this systematic review with meta-analysis was to determine differences in cardiovascular autonomic parameters between patients with myasthenia gravis (MG) and healthy controls (HCs). Two reviewers searched four electronic databases, namely PubMed, Web of Science, EMBASE, and SCOPUS, from database inception to 7 July 2023 for studies investigating cardiovascular autonomic parameters in MG vs. HCs. A random-effects meta-analysis was performed to compute Hedges' g ± 95% confidence intervals (CI). Out of a total of 2200 records, 8 observational studies with a sample size of 301 patients with MG and 454 HCs were included in the systematic review. Meta-analysis revealed lower values of expiration/inspiration ratio (g = -0.45, I2 = 74.7), baroreflex sensitivity (g = -0.56, 95%CI -0.80, -0.33; I2 = 0.3), percentage of adjacent NN intervals differing by more than 50 ms (g = -1.2, I2 = 82.8), square root of the mean of squared differences between successive beat intervals (g = -1.94, I2 = 95.1), mean of the standard deviations of all NN intervals (g = -0.83, 95%CI -1.37, -0.28; I2 = 55.5), and high frequency of HRV during tilt (g = -0.75, 95%CI -0.11, -0.39; I2 = 0). MG patients vs. HCs had higher systolic blood pressure (g = 0.39; I2 = 56.1), sympathovagal balance at rest/during tilt (LF/HF-RRIsupine, g = 0.44; I2 = 0; LF/HF-RRItilt, g = 0.86; I2 = 0; LF/HFtilt, g = 0.40; I2 = 0). As a group, MG patients have altered cardiac autonomic function, including decreased parasympathetic function, lower baroreflex sensitivity, and higher sympathovagal balance at rest and during orthostatic challenges.
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Affiliation(s)
- Monika Zawadka-Kunikowska
- Department of Human Physiology, Nicolaus Copernicus University Ludwik Rydygier Collegium Medicum in Bydgoszcz, Karłowicza 24, 85-092 Bydgoszcz, Poland;
| | - Łukasz Rzepiński
- Sanitas—Neurology Outpatient Clinic, Dworcowa 110, 85-010 Bydgoszcz, Poland;
- Department of Neurology, 10th Military Research Hospital and Polyclinic, 85-681 Bydgoszcz, Poland
| | - Małgorzata Tafil-Klawe
- Department of Human Physiology, Nicolaus Copernicus University Ludwik Rydygier Collegium Medicum in Bydgoszcz, Karłowicza 24, 85-092 Bydgoszcz, Poland;
| | - Nicola Veronese
- Geriatrics Section, Department of Internal Medicine, University of Palermo, 90133 Palermo, Italy; (N.V.); (M.B.)
| | - Mario Barbagallo
- Geriatrics Section, Department of Internal Medicine, University of Palermo, 90133 Palermo, Italy; (N.V.); (M.B.)
| | - Mario Habek
- Department of Neurology, Referral Center for Autonomic Nervous System Disorders, University Hospital Center Zagreb, 10000 Zagreb, Croatia;
- School of Medicine, University of Zagreb, 10000 Zagreb, Croatia
| | - Nils E. Gilhus
- Department of Neurology, Haukeland University Hospital, 5021 Bergen, Norway;
- Department of Clinical Medicine, University of Bergen, 5020 Bergen, Norway
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Gilhus NE. Myasthenia gravis, respiratory function, and respiratory tract disease. J Neurol 2023; 270:3329-3340. [PMID: 37101094 PMCID: PMC10132430 DOI: 10.1007/s00415-023-11733-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Revised: 04/14/2023] [Accepted: 04/16/2023] [Indexed: 04/28/2023]
Abstract
Myasthenia gravis (MG) is characterized by muscle weakness caused by autoantibodies that bind to the postsynaptic membrane at the neuromuscular junction and impair acetylcholine receptor function. Weakness of respiratory muscles represents the most severe MG manifestation, and 10-15% of all patients experience an MG crisis with the need of mechanical ventilatory support at least once in their life. MG patients with respiratory muscle weakness need active immunosuppressive drug treatment long term, and they need regular specialist follow-up. Comorbidities affecting respiratory function need attention and optimal treatment. Respiratory tract infections can lead to MG exacerbations and precipitate an MG crisis. Intravenous immunoglobulin and plasma exchange are the core treatments for severe MG exacerbations. High-dose corticosteroids, complement inhibitors, and FcRn blockers represent fast-acting treatments that are effective in most MG patients. Neonatal myasthenia is a transient condition with muscle weakness in the newborn caused by mother's muscle antibodies. In rare cases, treatment of respiratory muscle weakness in the baby is required.
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Affiliation(s)
- Nils Erik Gilhus
- Department of Neurology, Haukeland University Hospital, 5021, Bergen, Norway.
- Department of Clinical Medicine, University of Bergen, Bergen, Norway.
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Hughes T, Anderson AEL, Habib AA, Perez K, Bergin C, Suchotliff S, Zvosec C, McDaniel D, Sato M, Whangbo A, Phillips G. Impact of social determinants of health on individuals living with generalized myasthenia gravis and implications for patient support programs. Front Public Health 2023; 11:1147489. [PMID: 37275500 PMCID: PMC10235801 DOI: 10.3389/fpubh.2023.1147489] [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: 01/18/2023] [Accepted: 05/05/2023] [Indexed: 06/07/2023] Open
Abstract
Introduction Social determinants of health (SDOH) are important contributors to health outcomes, and better understanding their impact on individuals diagnosed with rare, chronic diseases with high burden and unmet need is critical. Characterizing SDOH burden can help improve the design of patient support programs (PSPs), using targeted approaches to remove barriers to access. Methods This study used a mixed-methods strategy employing a quantitative survey, which was designed based on qualitative interviews, to understand the unmet needs and awareness/utilization of PSPs among individuals living with generalized myasthenia gravis (gMG) and experiencing SDOH barriers. The survey was completed by 38 individuals living with gMG, of which the majority were non-White/Caucasian, unemployed, low income, and enrolled in public insurance. Common SDOH challenges, awareness/utilization of available PSPs, and unmet needs were identified. Results Financial and mental health concerns were the most common among individuals living with gMG and experiencing SDOH barriers throughout diagnosis, accessing treatment, initiating treatment, and continuing treatment. Awareness and utilization of existing support services were low, especially when accessing treatment. Educational, financial, and personalized support with high "human touch" were commonly perceived as the most valuable resources. Implications To better serve the needs of individuals with gMG experiencing SDOH barriers, PSPs should use a targeted approach to offer services tailored to harder-to-reach populations. Further, providers, advocacy groups, manufacturers, and public organizations in the gMG ecosystem should strengthen collaborations with PSPs to enable individuals living with gMG to access the services they need to improve their health outcomes.
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Affiliation(s)
- Tom Hughes
- argenx US Inc., Boston, MA, United States
| | | | - Ali A. Habib
- UCI Health ALS & Neuromuscular Center, University of California Irvine, Orange, CA, United States
| | | | | | | | | | | | - Mai Sato
- ZS Associates, New York, NY, United States
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Nair SS, Jacob S. Novel Immunotherapies for Myasthenia Gravis. Immunotargets Ther 2023; 12:25-45. [PMID: 37038596 PMCID: PMC10082579 DOI: 10.2147/itt.s377056] [Citation(s) in RCA: 25] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2023] [Accepted: 03/03/2023] [Indexed: 04/07/2023] Open
Abstract
Myasthenia gravis (MG), a prototype autoimmune neurological disease, had its therapy centred on corticosteroids, non-steroidal broad-spectrum immunotherapy and cholinesterase inhibitors for several decades. Treatment-refractory MG and long-term toxicities of the medications have been major concerns with the conventional therapies. Advances in the immunology and pathogenesis of MG have ushered in an era of newer therapies which are more specific and efficacious. Complement inhibitors and neonatal Fc receptor blockers target disease-specific pathogenic mechanisms linked to myasthenia and have proven their efficacy in pivotal clinical studies. B cell-depleting agents, specifically rituximab, have also emerged as useful for the treatment of severe MG. Many more biologicals are in the pipeline and in diverse stages of development. This review discusses the evidence for the novel therapies and the specific issues related to their clinical use.
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Affiliation(s)
- Sruthi S Nair
- Department of Neurology, University Hospitals Birmingham, Birmingham, B15 2TH, UK
- Department of Neurology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Thiruvananthapuram, Kerala, India
| | - Saiju Jacob
- Department of Neurology, University Hospitals Birmingham, Birmingham, B15 2TH, UK
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, B15 2TT, UK
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Khoo A, Hay Mar H, Borghi MV, Catania S. Electrophysiologic evaluation of myasthenia gravis and its mimics: real-world experience with single-fiber electromyography. Hosp Pract (1995) 2022; 50:373-378. [PMID: 36103994 DOI: 10.1080/21548331.2022.2125706] [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: 06/05/2022] [Accepted: 08/17/2022] [Indexed: 06/15/2023]
Abstract
OBJECTIVES In centers which routinely perform single fiber electromyography (SFEMG) for suspected myasthenia gravis (MG), the additional benefit of other neurophysiologic investigations and the frequency of myasthenia mimics has not been ascertained. We aimed to illustrate the range of neurological and non-neurological myasthenia mimics referred for evaluation, and contrast features of their electrophysiologic evaluation with confirmed MG. METHODS We reviewed all SFEMG studies performed at our center between 1 January 2018 and 31 December 2020. Patient demographics, clinical phenotype, antibody status and final diagnosis were recorded. Electrophysiologic findings were correlated with clinical features and sensitivity analyses performed. RESULTS A total of 528 SFEMG studies were performed, of which 213 (41%) were abnormal. A diagnosis of MG was made in 101 individuals, including 46 with ocular MG and 35 with seronegative disease. Compared to myasthenia mimics with an abnormal SFEMG, individuals with MG had higher median jitter (mean consecutive difference 61 μs vs. 42 μs, p < 0.001) and a greater percentage of abnormal pairs (61% vs. 33%, p < 0.001) on SFEMG. Repetitive nerve stimulation was abnormal in 27.1% of people with MG and was associated with a generalized clinical phenotype (OR 4.17; 95% CI 1.67-10.48). Thirteen (2%) individuals with MG had normal SFEMG, of whom 10 were in clinical remission. Functional neurological disorders, cranial nerve palsies, primary ocular disease and myopathy were frequent myasthenia mimics. CONCLUSION SFEMG can be abnormal in a number of myasthenia mimics, and routine nerve conduction studies and electromyography should always be undertaken. In centers where SFEMG is performed routinely for the investigation of suspected MG, extensive proximal repetitive nerve stimulation can be foregone without substantially affecting diagnostic evaluation. Normal SFEMG in those with confirmed myasthenia gravis may help indicate clinical remission.
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Affiliation(s)
- Anthony Khoo
- Department of Neurology, National Hospital for Neurology and Neurosurgery, London, UK
- Faculty of Brain Sciences, UCL Queen Square Institute of Neurology, London, UK
- Department of Clinical Neurophysiology, National Hospital for Neurology and Neurosurgery, Queen Square, London, UK
- College of Medicine and Public Health, Flinders University, South Australia, Australia
| | - Hnin Hay Mar
- Department of Clinical Neurophysiology, National Hospital for Neurology and Neurosurgery, Queen Square, London, UK
| | - Maria Victoria Borghi
- Department of Clinical Neurophysiology, National Hospital for Neurology and Neurosurgery, Queen Square, London, UK
| | - Santiago Catania
- Department of Clinical Neurophysiology, National Hospital for Neurology and Neurosurgery, Queen Square, London, UK
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