1
|
Ala S, Amirkafi A, Kohandel K, Shahmohammadi S, Sahraian MA. Switching from injectable to other Disease Modifying Therapies may improve sexual dysfunction in people with Multiple Sclerosis. BMC Neurol 2024; 24:255. [PMID: 39048953 PMCID: PMC11267863 DOI: 10.1186/s12883-024-03765-2] [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: 01/14/2024] [Accepted: 07/15/2024] [Indexed: 07/27/2024] Open
Abstract
BACKGROUND Multiple Sclerosis (MS) a central nervous system autoimmune disorder, mainly affecting young adults and more prevalent among women, can lead to sexual dysfunction (SD) among both males and females with MS. Female sexual dysfunction can be defined as dyspareunia, a lack of sexual desire, disorders in the arousal and orgasm phases, and sexual pain disorders. The purpose of this study is to investigate the changes in sexual function among females with MS whose treatment was switched from first-line injectable medications to other agents after a six-month duration. And assess the changes in all three domains of SD. METHODS In this longitudinal study females diagnosed with MS, aged between 18 and 50 years old, and were candidates for switching their treatment from interferon beta-1a (intra-muscular and subcutaneous), and Glatiramer Acetate (GA), to Fingolimod, Dimethyl Fumarate (DMF), or Natalizumab (NTZ) due to patients' convenience and tolerability and adverse events were included. "Multiple Sclerosis Intimacy and Sexuality Questionnaire-19" was used to evaluate the SD changes before and six months after the new treatment initiation. Statistical analysis was conducted using SPSS V.24 software. Histograms and the Shapiro-Wilk test were used to assess the normality of the variables; due to the non-normal distribution of quantitative variables (except for age), the Wilcoxon signed-rank test was used to compare the scores, before and six months after the medication change. The level of significance was considered less than 0.05. RESULTS Out of 107 female participants (average age: 35.09 ± 5.61), The mean of overall MSISQ-19 scores, before and six months after the medication change were not significant (p-value = 0.091). However, considering the subdomains, the medication changes only affected the tertiary subdomain of MSISQ-19 (p-value = 0.017). Still, the scores of other subdomains did not change significantly (p-value = 0.761 for primary SD and 0.479 for secondary SD). Also, there wasn't any significant difference between EDSS before and after the medication change (p-value = 0.461). CONCLUSIONS To our knowledge, this was the first study, assessing the effect of MS medication change on the improvement of SD among patients. According to the results of the presented cross-sectional study, we found that during a six-month period, the tertiary subdomain of MSISQ-19 symptoms improved significantly, while the changes in other SD domains were not significant.
Collapse
Affiliation(s)
- Sara Ala
- Multiple Sclerosis Research Center,Neuroscience Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Ali Amirkafi
- Iran University of Medical Sciences, Tehran, Iran
| | - Kosar Kohandel
- Multiple Sclerosis Research Center,Neuroscience Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Sareh Shahmohammadi
- Multiple Sclerosis Research Center,Neuroscience Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Mohammad Ali Sahraian
- Multiple Sclerosis Research Center,Neuroscience Institute, Tehran University of Medical Sciences, Tehran, Iran.
| |
Collapse
|
2
|
McCallum RT, Thériault RK, Manduca JD, Russell ISB, Culmer AM, Doost JS, Martino TA, Perreault ML. Nrf2 activation rescues stress-induced depression-like behaviour and inflammatory responses in male but not female rats. Biol Sex Differ 2024; 15:16. [PMID: 38350966 PMCID: PMC10863247 DOI: 10.1186/s13293-024-00589-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/26/2023] [Accepted: 01/31/2024] [Indexed: 02/15/2024] Open
Abstract
BACKGROUND Major depressive disorder (MDD) is a recurring affective disorder that is two times more prevalent in females than males. Evidence supports immune system dysfunction as a major contributing factor to MDD, notably in a sexually dimorphic manner. Nuclear factor erythroid 2-related factor 2 (Nrf2), a regulator of antioxidant signalling during inflammation, is dysregulated in many chronic inflammatory disorders; however, its role in depression and the associated sex differences have yet to be explored. Here, we investigated the sex-specific antidepressant and immunomodulatory effects of the potent Nrf2 activator dimethyl fumarate (DMF), as well as the associated gene expression profiles. METHODS Male and female rats were treated with vehicle or DMF (25 mg/kg) whilst subjected to 8 weeks of chronic unpredictable stress. The effect of DMF treatment on stress-induced depression- and anxiety-like behaviours, as well as deficits in recognition and spatial learning and memory were then assessed. Sex differences in hippocampal (HIP) microglial activation and gene expression response were also evaluated. RESULTS DMF treatment during stress exposure had antidepressant effects in male but not female rats, with no anxiolytic effects in either sex. Recognition learning and memory and spatial learning and memory were impaired in chronically stressed males and females, respectively, and DMF treatment rescued these deficits. DMF treatment also prevented stress-induced HIP microglial activation in males. Conversely, females displayed no HIP microglial activation associated with stress exposure. Last, chronic stress elicited sex-specific alterations in HIP gene expression, many of which were normalized in animals treated with DMF. Of note, most of the differentially expressed genes in males normalized by DMF were related to antioxidant, inflammatory or immune responses. CONCLUSIONS Collectively, these findings support a greater role of immune processes in males than females in a rodent model of depression. This suggests that pharmacotherapies that target Nrf2 have the potential to be an effective sex-specific treatment for depression.
Collapse
Affiliation(s)
- Ryan T McCallum
- Department of Biomedical Sciences, University of Guelph, 50 Stone Rd. E., Guelph, ON, N1G 2W1, Canada
| | - Rachel-Karson Thériault
- Department of Biomedical Sciences, University of Guelph, 50 Stone Rd. E., Guelph, ON, N1G 2W1, Canada
| | - Joshua D Manduca
- Department of Biomedical Sciences, University of Guelph, 50 Stone Rd. E., Guelph, ON, N1G 2W1, Canada
| | - Isaac S B Russell
- Department of Biomedical Sciences, University of Guelph, 50 Stone Rd. E., Guelph, ON, N1G 2W1, Canada
| | - Angel M Culmer
- Department of Biomedical Sciences, University of Guelph, 50 Stone Rd. E., Guelph, ON, N1G 2W1, Canada
| | - Janan Shoja Doost
- Department of Biomedical Sciences, University of Guelph, 50 Stone Rd. E., Guelph, ON, N1G 2W1, Canada
| | - Tami A Martino
- Department of Biomedical Sciences, University of Guelph, 50 Stone Rd. E., Guelph, ON, N1G 2W1, Canada
| | - Melissa L Perreault
- Department of Biomedical Sciences, University of Guelph, 50 Stone Rd. E., Guelph, ON, N1G 2W1, Canada.
| |
Collapse
|
3
|
Abolfazli R, Sahraian MA, Tayebi A, Kafi H, Samadzadeh S. Safety and Discontinuation Rate of Dimethyl Fumarate (Zadiva ®) in Patients with Multiple Sclerosis: An Observational Retrospective Study. J Clin Med 2023; 12:4937. [PMID: 37568338 PMCID: PMC10419910 DOI: 10.3390/jcm12154937] [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: 06/07/2023] [Revised: 07/16/2023] [Accepted: 07/21/2023] [Indexed: 08/13/2023] Open
Abstract
BACKGROUND This study evaluates the real-world safety and discontinuation rate of Zadiva® (generic product of dimethyl fumarate (DMF)) in Iranian patients with relapsing-remitting multiple sclerosis (RRMS), supplementing existing clinical evidence from randomized controlled trials. METHODS This retrospective observational study evaluated the real-world safety and discontinuation rate of DMF in RRMS patients from Amir A'lam referral hospital's neurology clinic. Data on safety, discontinuation rate, and clinical disease activity were collected retrospectively. The study aimed to assess the discontinuation rate, safety, and reasons for discontinuation, as well as the number of patients experiencing a relapse, MRI activity, and EDSS scores. RESULTS In total, 142 RRMS patients receiving DMF were included in the study, with 15 discontinuing treatment due to adverse events, lack of efficacy, or pregnancy. Notably, a significant reduction in relapse rates was observed, with 90.8% of patients remaining relapse-free throughout the study period. After 1 year of treatment with Zadiva®, only 17.6% of patients experienced MRI activity, whereas the EDSS score remained stable. CONCLUSIONS This study provides important real-world data on the safety and tolerability of Zadiva® in RRMS patients. The results indicate that Zadiva® is generally well tolerated and safe, with a low discontinuation rate due to adverse events or lack of efficacy. These findings suggest that Zadiva® is an effective and safe treatment option for RRMS patients in real-world practice.
Collapse
Affiliation(s)
- Roya Abolfazli
- Department of Neurology, Amiralam Hospital, Tehran University of Medical Sciences, Tehran 11457-65111, Iran
| | - Mohammad Ali Sahraian
- Multiple Sclerosis Research Center, Neuroscience Institute, Tehran University of Medical Sciences, Tehran 19978-66837, Iran;
| | - Atefeh Tayebi
- Food Industry Engineering, Tehran Islamic Azad University of Medical Sciences, Tehran 19395-1495, Iran;
| | - Hamidreza Kafi
- Department of Medical, Orchid Pharmed Company, Tehran 19947-66411, Iran;
| | - Sara Samadzadeh
- Department of Neurology, Amiralam Hospital, Tehran University of Medical Sciences, Tehran 11457-65111, Iran
- Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Unverstät zu Berlin, Experimental and Clinical Research Center, 13125 Berlin, Germany
- Department of Regional Health Research and Molecular Medicine, University of Southern Denmark, 5230 Odense, Denmark
| |
Collapse
|
4
|
Jakimovski D, Wicks TR, Bergsland N, Dwyer MG, Weinstock-Guttman B, Zivadinov R. Neuroimaging Correlates of Patient-Reported Outcomes in Multiple Sclerosis. Degener Neurol Neuromuscul Dis 2023; 13:21-32. [PMID: 36756005 PMCID: PMC9900239 DOI: 10.2147/dnnd.s384038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Accepted: 01/24/2023] [Indexed: 02/04/2023] Open
Abstract
Background Patient-reported outcomes (PROs) are increasingly associated with concurrent and future impairments in persons with multiple sclerosis (pwMS). The structural and pathological relationships with PROs in pwMS have not been elucidated. Methods One hundred and forty-two pwMS and 47 healthy controls (HCs) were scanned using 3T MRI and completed a PRO questionnaire named Lifeware® that outlines the physical and psychosocial abilities. Beck's Depression Inventory (BDI) assessed levels of depression. T1- and T2-lesion volume, volumes of the whole brain (WBV), gray matter (GMV), white matter (WMV) and lateral ventricle (LVV) were derived using JIM and SIENAX software. Additional deep GM (DGMV) and nuclei-specific volumes of the thalamus, caudate, globus pallidus, putamen, and hippocampus were calculated using FIRST. Ordinal regression models adjusted for age and depression and mediation analyses were used. Results When compared to HCs, pwMS reported significantly greater limitations in mobility domains, including standing up from low seat (p < 0.001), climbing flight of stairs (p < 0.001), lower limb limitation (p < 0.001), limitations in bladder continence (p = 0.001) and fatigability (p < 0.001). Patient-reported limitations related to lower extremity function were explained by age, BDI, and all DGM nuclei volumes (p < 0.029). No such relationships were seen in the HCs. Fatiguability and the extent of life satisfaction were only related to depression (BDI p < 0.001) and not associated with any MRI-based outcomes. Most relationships between structural pathology and PROs were mediated by BDI scores (p < 0.001). In the pwMS group, there were no significant differences in any MRI-based brain volumes between the levels of reported life satisfaction. Conclusion PRO measures of lower extremity limitations were associated with DGM structures and DGM-specific nuclei. These findings promote the relevance of measuring DGM structures as measures directly related to subjective well-being and walking limitations. Depression is a significant mediator of PROs and in particular of life satisfaction.
Collapse
Affiliation(s)
- Dejan Jakimovski
- Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
| | - Taylor R Wicks
- Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
| | - Niels Bergsland
- Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
- IRCCS, Fondazione Don Carlo Gnocchi, Milan, Italy
| | - Michael G Dwyer
- Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
| | - Bianca Weinstock-Guttman
- Department of Neurology, Jacobs Comprehensive MS Treatment and Research Center, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
| | - Robert Zivadinov
- Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
- Center for Biomedical Imaging at the Clinical Translational Science Institute, University at Buffalo, State University of New York, Buffalo, NY, USA
| |
Collapse
|
5
|
Jakimovski D, Awan S, Eckert SP, Farooq O, Weinstock-Guttman B. Multiple Sclerosis in Children: Differential Diagnosis, Prognosis, and Disease-Modifying Treatment. CNS Drugs 2022; 36:45-59. [PMID: 34940954 PMCID: PMC8697541 DOI: 10.1007/s40263-021-00887-w] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 12/02/2021] [Indexed: 12/19/2022]
Abstract
Pediatric-onset multiple sclerosis (POMS) is a rare neuroinflammatory and neurodegenerative disease that has a significant impact on long-term physical and cognitive patient outcomes. A small percentage of multiple sclerosis (MS) diagnoses occur before the age of 18 years. Before treatment initiation, a careful differential diagnosis and exclusion of other similar acquired demyelinating syndromes such as anti-aquaporin-4-associated neuromyelitis optica spectrum disorder (AQP4-NMOSD) and myelin oligodendrocyte glycoprotein antibody spectrum disorder (MOGSD) is warranted. The recent 2017 changes to the McDonald criteria can successfully predict up to 71% of MS diagnoses and have good specificity of 95% and sensitivity of 71%. Additional measures such as the presence of T1-weighted hypointense lesions and/or contrast-enhancing lesions significantly increase the accuracy of diagnosis. In adults, early use of disease-modifying therapies (DMTs) is instrumental to a better long-term prognosis, including lower rates of relapse and disability worsening, and numerous FDA-approved therapies for adult-onset MS are available. However, unlike their adult counterparts, the development, testing, and regulatory approval of POMS treatments have been significantly slower and hindered by logistic and/or ethical considerations. Currently, only two MS DMTs (fingolimod and teriflunomide) have been tested in large phase III trials and approved by regulatory agencies for use in POMS. First-line therapies not approved by the FDA for use in children (interferon-β and glatiramer acetate) are also commonly used and result in a significant reduction in inflammatory activity when compared with non-treated POMS patients. An increasing number of POMS patients are now treated with moderate efficacy therapies such as dimethyl fumarate and high-efficacy therapies such as natalizumab, anti-CD20 monoclonal antibodies, anti-CD52 monoclonal antibodies, and/or autologous hematopoietic stem cell transplantation. These high-efficacy DMTs generally provide additional reduction in inflammatory activity when compared with the first-line medications (up to 62% of relapse-rate reduction). Therefore, a number of phase II and III trials are currently investigating their efficacy and safety in POMS patients. In this review, we discuss potential changes in the regulatory approval process for POMS patients that are recommended for DMTs already approved for the adult MS population, including smaller sample size for pharmacokinetic/pharmacodynamic studies, MRI-centered primary outcomes, and/or inclusion of teenagers in the adult trials.
Collapse
Affiliation(s)
- Dejan Jakimovski
- Department of Neurology, Jacobs Comprehensive MS Treatment and Research Center, Jacobs School of Medicine and Biomedical Science, University of Buffalo, 1010 Main Street, Buffalo, NY 14202 USA ,Department of Neurology, Buffalo Neuroimaging Analysis Center, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY USA
| | - Samreen Awan
- Department of Neurology, Jacobs Comprehensive MS Treatment and Research Center, Jacobs School of Medicine and Biomedical Science, University of Buffalo, 1010 Main Street, Buffalo, NY 14202 USA
| | - Svetlana P. Eckert
- Department of Neurology, Jacobs Comprehensive MS Treatment and Research Center, Jacobs School of Medicine and Biomedical Science, University of Buffalo, 1010 Main Street, Buffalo, NY 14202 USA
| | - Osman Farooq
- Division of Pediatric Neurology, Oishei Children’s Hospital of Buffalo, Buffalo, NY USA ,Department of Neurology, Jacobs School of Medicine, State University of New York at Buffalo, Buffalo, NY USA
| | - Bianca Weinstock-Guttman
- Department of Neurology, Jacobs Comprehensive MS Treatment and Research Center, Jacobs School of Medicine and Biomedical Science, University of Buffalo, 1010 Main Street, Buffalo, NY, 14202, USA.
| |
Collapse
|
6
|
Neuhaus O, Köhler W, Then Bergh F, Kristoferitsch W, Faiss J, Rosenkranz T, Reske D, Patejdl R, Hartung HP, Zettl UK. Glatiramer Acetate Treatment in Multiple Sclerosis-Associated Fatigue-Beneficial Effects on Self-Assessment Scales But Not on Molecular Markers. Biomolecules 2021; 11:biom11030393. [PMID: 33800033 PMCID: PMC8002075 DOI: 10.3390/biom11030393] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2021] [Revised: 02/28/2021] [Accepted: 03/03/2021] [Indexed: 01/14/2023] Open
Abstract
Although fatigue is a common symptom in multiple sclerosis (MS), its pathomechanisms are incompletely understood. Glatiramer acetate (GA), an immunomodulatory agent approved for treatment of relapsing-remitting MS (RRMS), possesses unique mechanisms of action and has been shown to exhibit beneficial effects on MS fatigue. The objective of this study was to correlate clinical, neuropsychological, and immunological parameters in RRMS patients with fatigue before and during treatment with GA. In a prospective, open-label, multicenter trial, 30 patients with RRMS and fatigue were treated with GA for 12 months. Inclusion criterion was the presence of fatigue as one of the most frequent and disabling symptoms. Before and during treatment, fatigue was assessed using the Fatigue Severity Scale (FSS), the MS-FSS, and the Modified Fatigue Impact Scale (MFIS). In addition, fatigue and quality of life were assessed using the Visual Analog Scales (VAS). Laboratory assessments included screening of 188 parameters using real-time PCR microarrays followed by further analysis of several cytokines, chemokines, and neurotrophic factors. Fatigue self-assessments were completed in 25 patients. After 12 months of treatment with GA, 13 of these patients improved in all three scales (with the most prominent effects on the MFIS), whereas 5 patients had deteriorated. The remaining 7 patients exhibited inconsistent effects within the three scales. Fatigue and overall quality of life had improved, as assessed via VAS. Laboratory assessments revealed heterogeneous mRNA levels of cytokines, chemokines, and neurotrophic factors. In conclusion, we were not able to correlate clinical and molecular effects of GA in patients with RRMS and fatigue.
Collapse
Affiliation(s)
- Oliver Neuhaus
- Department of Neurology, Klinikum der Heinrich Heine Universität, 40225 Düsseldorf, Germany;
- Department of Neurology, SRH Kliniken Landkreis Sigmaringen GmbH, 72488 Sigmaringen, Germany
- Correspondence: ; Tel.: +49-7571-1002483
| | - Wolfgang Köhler
- Department of Neurology, Fachkrankenhaus Hubertusburg, 04779 Wermsdorf, Germany;
- Department of Neurology, Universität Leipzig, 04103 Leipzig, Germany;
| | | | - Wolfgang Kristoferitsch
- Department of Neurology, SMZ-Ost-Donauspital, 1220 Vienna, Austria;
- Karl Landsteiner Institute for Neuroimmunological and Neurodegenerative Disorders, 1220 Vienna, Austria
| | - Jürgen Faiss
- Department of Neurology, Asklepios Fachklinikum Teupitz, 15755 Teupitz, Germany;
- German Stroke Society, 10117 Berlin, Germany
| | - Thorsten Rosenkranz
- Department of Neurology, Asklepios Klinik St. Georg, 20099 Hamburg, Germany;
| | - Dirk Reske
- Department of Neurology, Klinikum der Universität zu Köln, 50937 Cologne, Germany;
- Department of Psychiatry, LVR-Klinik Köln, 51109 Cologne, Germany
| | - Robert Patejdl
- Department of Physiology, Universitätsmedizin Rostock, 18057 Rostock, Germany;
| | - Hans-Peter Hartung
- Department of Neurology, Klinikum der Heinrich Heine Universität, 40225 Düsseldorf, Germany;
| | - Uwe K. Zettl
- Department of Neurology, Universitätsmedizin Rostock, 18057 Rostock, Germany;
| |
Collapse
|
7
|
Jakimovski D, Vaughn CB, Eckert S, Zivadinov R, Weinstock-Guttman B. Long-term drug treatment in multiple sclerosis: safety success and concerns. Expert Opin Drug Saf 2020; 19:1121-1142. [PMID: 32744073 DOI: 10.1080/14740338.2020.1805430] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
INTRODUCTION The portfolio of multiple sclerosis (MS) disease modifying treatments (DMTs) has significantly expanded over the past two decades. Given the lifelong use of MS pharmacotherapy, understanding their long-term safety profiles is essential in determining suitable and personalized treatment. AREAS COVERED In this narrative review, we summarize the short-, mid-, and long-term safety profile of currently available MS DMTs categories. In addition to the initial trial findings, safety outcomes derived from long-term extension studies (≥5-20 years) and safety-based prescription programs have been reviewed. In order to better understand the risk-benefit ratio for each particular DMT group, a short description of the DMT-based efficacy outcomes has been included. EXPERT OPINION Long-term extension trials, large observational studies and real-world databases allow detection of rare and potentially serious adverse events. Two-year-long trials are unable to fully capture the positive and negative effects of immune system modulation and reconstitution. DMT-based monitoring programs can provide greater insights regarding safe use of MS medications in different patient populations and clinical settings. During the process of shared DMT decision, both MS care providers and their patients should be aware of an ever-expanding number of drug-based adverse events and their influence on the risk-benefit analysis.
Collapse
Affiliation(s)
- Dejan Jakimovski
- Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York , Buffalo, NY, USA
| | - Caila B Vaughn
- Jacobs Comprehensive MS Treatment and Research Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences University at Buffalo , Buffalo, NY, USA
| | - Svetlana Eckert
- Jacobs Comprehensive MS Treatment and Research Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences University at Buffalo , Buffalo, NY, USA
| | - Robert Zivadinov
- Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York , Buffalo, NY, USA.,Translational Imaging Center at Clinical Translational Research Center, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Stat37$e University of New York , Buffalo, NY, USA
| | - Bianca Weinstock-Guttman
- Jacobs Comprehensive MS Treatment and Research Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences University at Buffalo , Buffalo, NY, USA
| |
Collapse
|