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Schilke ED, Remoli G, Funelli E, Galimberti M, Fusco ML, Cereda D, Balducci C, Frigo M, Cavaletti G. Current use of fluid biomarkers as outcome measures in Multiple Sclerosis (MS): a review of ongoing pharmacological clinical trials. Neurol Sci 2024; 45:1931-1944. [PMID: 38117403 PMCID: PMC11021285 DOI: 10.1007/s10072-023-07228-3] [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: 07/10/2023] [Accepted: 11/25/2023] [Indexed: 12/21/2023]
Abstract
The present study aims to describe the state of the art of fluid biomarkers use in ongoing multiple sclerosis (MS) clinical trials.A review of 608 ongoing protocols in the clinicaltrials.gov and EudraCT databases was performed. The trials enrolled patients with a diagnosis of relapsing remitting MS, secondary progressive MS, and/or primary progressive MS according to Revised McDonald criteria or relapsing MS according to Lublin et al. (2014). The presence of fluid biomarkers among the primary and/or secondary study outcomes was assessed.Overall, 5% of ongoing interventional studies on MS adopted fluid biomarkers. They were mostly used as secondary outcomes in phase 3-4 clinical trials to support the potential disease-modifying properties of the intervention. Most studies evaluated neurofilament light chains (NfLs). A small number considered other novel fluid biomarkers of neuroinflammation and neurodegeneration such as glial fibrillary acid protein (GFAP).Considering the numerous ongoing clinical trials in MS, still a small number adopted fluid biomarkers as outcome measures, thus testifying the distance from clinical practice. In most protocols, fluid biomarkers were used to evaluate the effectiveness of approved second-line therapies, but also, new drugs (particularly Bruton kinase inhibitors). NfLs were also adopted to monitor disease progression after natalizumab suspension in stable patients, cladribine efficacy after anti-CD20 discontinuation, and the efficacy of autologous hematopoietic stem cell transplant (AHSCT) compared to medical treatment. Nevertheless, further validation studies are needed for all considered fluid biomarkers to access clinical practice, and cost-effectiveness in the "real word" remains to be clarified.
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Affiliation(s)
- Edoardo Dalmato Schilke
- Neurology Department, Fondazione IRCCS San Gerardi dei Tintori, Monza, Italy.
- School of Medicine and Surgery and Milan Centre for Neuroscience (NeuroMI), University of Milano-Bicocca, Milan, Italy.
| | - Giulia Remoli
- Neurology Department, Fondazione IRCCS San Gerardi dei Tintori, Monza, Italy
- School of Medicine and Surgery and Milan Centre for Neuroscience (NeuroMI), University of Milano-Bicocca, Milan, Italy
| | - Eugenio Funelli
- Neurology Department, Fondazione IRCCS San Gerardi dei Tintori, Monza, Italy
- School of Medicine and Surgery and Milan Centre for Neuroscience (NeuroMI), University of Milano-Bicocca, Milan, Italy
| | - Michela Galimberti
- Neurology Department, Fondazione IRCCS San Gerardi dei Tintori, Monza, Italy
- School of Medicine and Surgery and Milan Centre for Neuroscience (NeuroMI), University of Milano-Bicocca, Milan, Italy
| | - Maria Letizia Fusco
- Neurology Department, Fondazione IRCCS San Gerardi dei Tintori, Monza, Italy
- School of Medicine and Surgery and Milan Centre for Neuroscience (NeuroMI), University of Milano-Bicocca, Milan, Italy
| | - Diletta Cereda
- Neurology Department, Fondazione IRCCS San Gerardi dei Tintori, Monza, Italy
- School of Medicine and Surgery and Milan Centre for Neuroscience (NeuroMI), University of Milano-Bicocca, Milan, Italy
| | - Claudia Balducci
- Neurology Department, Fondazione IRCCS San Gerardi dei Tintori, Monza, Italy
- School of Medicine and Surgery and Milan Centre for Neuroscience (NeuroMI), University of Milano-Bicocca, Milan, Italy
| | - Maura Frigo
- Neurology Department, Fondazione IRCCS San Gerardi dei Tintori, Monza, Italy
- School of Medicine and Surgery and Milan Centre for Neuroscience (NeuroMI), University of Milano-Bicocca, Milan, Italy
| | - Guido Cavaletti
- Neurology Department, Fondazione IRCCS San Gerardi dei Tintori, Monza, Italy
- School of Medicine and Surgery and Milan Centre for Neuroscience (NeuroMI), University of Milano-Bicocca, Milan, Italy
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2
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Kazemi R, Yazdanpanah E, Esmaeili SA, Yousefi B, Baharlou R, Haghmorad D. Thymoquinone improves experimental autoimmune encephalomyelitis by regulating both pro-inflammatory and anti-inflammatory cytokines. Mol Biol Rep 2024; 51:256. [PMID: 38302802 DOI: 10.1007/s11033-023-09148-z] [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: 10/13/2023] [Accepted: 12/13/2023] [Indexed: 02/03/2024]
Abstract
Introduction Multiple sclerosis (MS) is an autoimmune condition marked by inflammation and the loss of myelin in the central nervous system (CNS). The aim of this research was to understand how Thymoquinone regulate the molecular and cellular processes involved in controlling experimental autoimmune encephalomyelitis (EAE), which is an animal model often used to study MS. Methods Female C57BL/6 mice were split into different groups receiving different doses (low, medium, and high) of Thymoquinone simultaneously with EAE induction. Clinical scores and other measurements were observed daily throughout the 25-day post immunization. We assessed lymphocyte infiltration and demyelination in the spinal cord through histological staining, analyzed T-cell profiles using ELISA, and quantified the expression levels of transcription factors in the CNS using Real-time PCR. Results Thymoquinone prevented the development of EAE. Histological experiments revealed only a small degree of leukocyte infiltration into the CNS. Thymoquinone resulted in a notable reduction in the generation of IFN-γ, IL-17, and IL-6, while simultaneously increasing the production of IL-4, IL-10, and TGF-β in Th2 and Treg cells. Results from Real-time PCR suggested Treatment with Thymoquinone decreased the expression of T-bet and ROR-γt while increasing the expression of Foxp3 and GATA3. Conclusion These findings showed that Thymoquinone could decrease both disease incidence and severity.
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Affiliation(s)
- Roya Kazemi
- Department of Immunology, School of Medicine, Semnan University of Medical Sciences, Semnan, Iran
| | - Esmaeil Yazdanpanah
- Immunology Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
| | | | - Bahman Yousefi
- Department of Immunology, School of Medicine, Semnan University of Medical Sciences, Semnan, Iran
- Cancer Research Center, Semnan University of Medical Sciences, Semnan, Iran
| | - Rasoul Baharlou
- Department of Immunology, School of Medicine, Semnan University of Medical Sciences, Semnan, Iran
- Cancer Research Center, Semnan University of Medical Sciences, Semnan, Iran
| | - Dariush Haghmorad
- Department of Immunology, School of Medicine, Semnan University of Medical Sciences, Semnan, Iran.
- Cancer Research Center, Semnan University of Medical Sciences, Semnan, Iran.
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Gill AJ, Schorr EM, Gadani SP, Calabresi PA. Emerging imaging and liquid biomarkers in multiple sclerosis. Eur J Immunol 2023; 53:e2250228. [PMID: 37194443 PMCID: PMC10524168 DOI: 10.1002/eji.202250228] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Revised: 04/10/2023] [Accepted: 05/12/2023] [Indexed: 05/18/2023]
Abstract
The advent of highly effective disease modifying therapy has transformed the landscape of multiple sclerosis (MS) care over the last two decades. However, there remains a critical, unmet need for sensitive and specific biomarkers to aid in diagnosis, prognosis, treatment monitoring, and the development of new interventions, particularly for people with progressive disease. This review evaluates the current data for several emerging imaging and liquid biomarkers in people with MS. MRI findings such as the central vein sign and paramagnetic rim lesions may improve MS diagnostic accuracy and evaluation of therapy efficacy in progressive disease. Serum and cerebrospinal fluid levels of several neuroglial proteins, such as neurofilament light chain and glial fibrillary acidic protein, show potential to be sensitive biomarkers of pathologic processes such as neuro-axonal injury or glial-inflammation. Additional promising biomarkers, including optical coherence tomography, cytokines and chemokines, microRNAs, and extracellular vesicles/exosomes, are also reviewed, among others. Beyond their potential integration into MS clinical care and interventional trials, several of these biomarkers may be informative of MS pathogenesis and help elucidate novel targets for treatment strategies.
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Affiliation(s)
- Alexander J. Gill
- Johns Hopkins University School of Medicine, Department of Neurology, Baltimore, MD, US
| | - Emily M. Schorr
- Johns Hopkins University School of Medicine, Department of Neurology, Baltimore, MD, US
| | - Sachin P. Gadani
- Johns Hopkins University School of Medicine, Department of Neurology, Baltimore, MD, US
| | - Peter A. Calabresi
- Johns Hopkins University School of Medicine, Department of Neurology, Baltimore, MD, US
- Department of Neuroscience, Baltimore, MD, US
- Department of Ophthalmology, Baltimore, MD, US
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4
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Yang J, Hamade M, Wu Q, Wang Q, Axtell R, Giri S, Mao-Draayer Y. Current and Future Biomarkers in Multiple Sclerosis. Int J Mol Sci 2022; 23:ijms23115877. [PMID: 35682558 PMCID: PMC9180348 DOI: 10.3390/ijms23115877] [Citation(s) in RCA: 37] [Impact Index Per Article: 18.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2022] [Revised: 05/06/2022] [Accepted: 05/08/2022] [Indexed: 12/14/2022] Open
Abstract
Multiple sclerosis (MS) is a debilitating autoimmune disorder. Currently, there is a lack of effective treatment for the progressive form of MS, partly due to insensitive readout for neurodegeneration. The recent development of sensitive assays for neurofilament light chain (NfL) has made it a potential new biomarker in predicting MS disease activity and progression, providing an additional readout in clinical trials. However, NfL is elevated in other neurodegenerative disorders besides MS, and, furthermore, it is also confounded by age, body mass index (BMI), and blood volume. Additionally, there is considerable overlap in the range of serum NfL (sNfL) levels compared to healthy controls. These confounders demonstrate the limitations of using solely NfL as a marker to monitor disease activity in MS patients. Other blood and cerebrospinal fluid (CSF) biomarkers of axonal damage, neuronal damage, glial dysfunction, demyelination, and inflammation have been studied as actionable biomarkers for MS and have provided insight into the pathology underlying the disease process of MS. However, these other biomarkers may be plagued with similar issues as NfL. Using biomarkers of a bioinformatic approach that includes cellular studies, micro-RNAs (miRNAs), extracellular vesicles (EVs), metabolomics, metabolites and the microbiome may prove to be useful in developing a more comprehensive panel that addresses the limitations of using a single biomarker. Therefore, more research with recent technological and statistical approaches is needed to identify novel and useful diagnostic and prognostic biomarker tools in MS.
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Affiliation(s)
- Jennifer Yang
- Department of Neurology, Clinical Autoimmunity Center of Excellence, University of Michigan Medical School, Ann Arbor, MI 48109, USA; (J.Y.); (M.H.); (Q.W.); (Q.W.)
| | - Maysa Hamade
- Department of Neurology, Clinical Autoimmunity Center of Excellence, University of Michigan Medical School, Ann Arbor, MI 48109, USA; (J.Y.); (M.H.); (Q.W.); (Q.W.)
| | - Qi Wu
- Department of Neurology, Clinical Autoimmunity Center of Excellence, University of Michigan Medical School, Ann Arbor, MI 48109, USA; (J.Y.); (M.H.); (Q.W.); (Q.W.)
| | - Qin Wang
- Department of Neurology, Clinical Autoimmunity Center of Excellence, University of Michigan Medical School, Ann Arbor, MI 48109, USA; (J.Y.); (M.H.); (Q.W.); (Q.W.)
| | - Robert Axtell
- Department of Arthritis and Clinical Immunology Research, Oklahoma Medical Research Foundation, Oklahoma City, OK 73104, USA;
| | - Shailendra Giri
- Department of Neurology, Henry Ford Health System, Detroit, MI 48202, USA;
| | - Yang Mao-Draayer
- Department of Neurology, Clinical Autoimmunity Center of Excellence, University of Michigan Medical School, Ann Arbor, MI 48109, USA; (J.Y.); (M.H.); (Q.W.); (Q.W.)
- Graduate Program in Immunology, Program in Biomedical Sciences, University of Michigan Medical School, Ann Arbor, MI 48109, USA
- Correspondence: ; Tel.: +1-734-615-5635
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Hassanshahi G, Noroozi Karimabad M, Jebali A. The therapeutic effect of PEGlated nanoliposome of pistachio unsaturated oils and its efficacy to attenuate inflammation in multiple sclerosis: A randomized, double-blind, placebo-controlled clinical trial phase I. J Neuroimmunol 2022; 362:577768. [PMID: 34823120 DOI: 10.1016/j.jneuroim.2021.577768] [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: 09/24/2021] [Revised: 11/02/2021] [Accepted: 11/14/2021] [Indexed: 12/01/2022]
Abstract
The aim of this study was to evaluate the therapeutic effect of PEGlated nanoliposome of pistachio unsaturated oils (PEGNLPUOs) and their efficacy to attenuate inflammation in multiple sclerosis (MS). This study was a randomized, double-blind, placebo-controlled clinical trial phase I. The level of docosahexaenoic and eicosapentaenoic acid was significantly increased and the level of matrix metallopeptidase-9 was significantly decreased in MS patients treated with PEGNLPUOs. The level of cytokine showed a Th2-biased response with attenuation of inflammation after treatment with PEGNLPUOs. The number of relapses, disability scores, and T2 lesions was significantly decreased after treatment with PEGNLPUOs.
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Affiliation(s)
- Gholamhossein Hassanshahi
- Molecular Medicine Research Center, Research Institute of Basic Medical Sciences, Rafsanjan University of Medical Sciences, Rafsanjan, Iran
| | - Mojgan Noroozi Karimabad
- Molecular Medicine Research Center, Research Institute of Basic Medical Sciences, Rafsanjan University of Medical Sciences, Rafsanjan, Iran
| | - Ali Jebali
- Department of Medical Nanotechnology, Faculty of Advanced Sciences and Technology, Tehran Medical Science, Islamic Azad University, Tehran, Iran.
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6
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Zhou R, Li H, Yang H, Jiang F, Cai H, Li J, Chen S, Fang L, Yin J, Zeng Q. Serological markers exploration and real-world effectiveness and safety of teriflunomide in south Chinese patients with multiple sclerosis. Mult Scler Relat Disord 2021; 58:103446. [PMID: 34929454 DOI: 10.1016/j.msard.2021.103446] [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: 07/01/2021] [Revised: 11/23/2021] [Accepted: 12/01/2021] [Indexed: 11/25/2022]
Abstract
BACKGROUND Since September 2012, when teriflunomide was approved as a disease-modifying treatment for relapsing multiple sclerosis, real-world observational studies on teriflunomide in Chinese patients are limited. METHODS We collected demographic characteristics and peripheral blood samples at different time points. Clinical symptoms, magnetic resonance imaging data, and concentrations of neurofilament light chains and multiple cytokines at different time points were compared to assess the efficacy. Moreover, the safety was assessed by blood routine, liver and kidney function, and a questionnaire to report adverse reactions. RESULTS Teriflunomide significantly reduced serum levels of neurofilament light chains and several inflammatory cytokines. After accepting teriflunomide treatment, many clinical symptoms improved, scores of the expanded disability status scale decreased from 2.0 to 1.75, and annualized relapse rates decreased from 1.45 to 0.31. 29 (80.56%) and 15 (78.95%) patients achieved the no evidence of disease activity-3 status after 6 months and 12 months treatment, respectively. Teriflunomide was associated with mild or moderate discomfort, and discontinuation rates due to adverse events were low. CONCLUSION Serum neurofilament light chain protein is sensitive to teriflunomide treatment, suggesting that it has the potential to be used as an indicator to assess the efficacy of teriflunomide. Teriflunomide can significantly reduce the concentrations of inflammatory cytokines, indicating that teriflunomide may regulate neuroinflammation through the inhibitory effect on a variety of immune cells and their cytokines. Teriflunomide can improve clinical symptoms and disease severity in MS patients in southern China, and patients have good compliance.
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Affiliation(s)
- Ran Zhou
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, China
| | - Hongliang Li
- The First Affiliated Hospital, Hunan University of Chinese Medicine, Changsha, China
| | - Huan Yang
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, China
| | - Fei Jiang
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, China
| | - Haobing Cai
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, China
| | - Jing Li
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, China
| | - Si Chen
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, China
| | - Liangjuan Fang
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, China
| | - Jun Yin
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, China
| | - Qiuming Zeng
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, China.
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7
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Ito K, Ito N, Yadav SK, Suresh S, Lin Y, Dhib-Jalbut S. Effect of switching glatiramer acetate formulation from 20 mg daily to 40 mg three times weekly on immune function in multiple sclerosis. Mult Scler J Exp Transl Clin 2021; 7:20552173211032323. [PMID: 34377526 PMCID: PMC8330487 DOI: 10.1177/20552173211032323] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2021] [Revised: 06/22/2021] [Accepted: 06/24/2021] [Indexed: 12/04/2022] Open
Abstract
Background Many RRMS patients who had been treated for over 20 years with GA 20 mg/ml daily (GA20) switched to 40 mg/ml three times-a-week (GA40) to reduce injection-related adverse events. Although GA40 is as effective as GA20 in reducing annualized relapse rate and MRI activity, it remains unknown how switching to GA40 from GA20 affects the development of pathogenic and regulatory immune cells. Objective To investigate the difference in immunological parameters in response to GA20 and GA40 treatments. Methods We analyzed five pro-inflammatory cytokines (IL-1β, IL-23, IL-12, IL-18, TNF-α), and three anti-inflammatory/regulatory cytokines (IL-10, IL-13, and IL-27) in serum. In addition, we analyzed six cytokines (IFN-γ, IL-17A, GM-CSF, IL-10, IL-6, and IL-27) in cultured PBMC supernatants. The development of Th1, Th17, Foxp3 Tregs, M1-like, and M2-like macrophages were examined by flow cytometry. Samples were analyzed before and 12 months post switching to GA40 or GA20. Results Pro- and anti-inflammatory cytokines were comparable between the GA40 and GA20 groups. Development of Th1, Th17, M1-like macrophages, M2-like macrophages, and Foxp3 Tregs was also comparable between the two groups. Conclusions The immunological parameters measured in RRMS patients treated with GA40 three times weekly are largely comparable to those given daily GA20 treatment.
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Affiliation(s)
- Kouichi Ito
- Department of Neurology, Rutgers-Robert Wood Johnson Medical School, Piscataway, NJ, USA.,Rutgers-New Jersey Medical School, Newark, NJ, USA.,Department of Biostatistics and Epidemiology, School of Public Health, Rutgers University, Piscataway, NJ, USA
| | - Naoko Ito
- Department of Neurology, Rutgers-Robert Wood Johnson Medical School, Piscataway, NJ, USA.,Rutgers-New Jersey Medical School, Newark, NJ, USA.,Department of Biostatistics and Epidemiology, School of Public Health, Rutgers University, Piscataway, NJ, USA
| | - Sudhir K Yadav
- Department of Neurology, Rutgers-Robert Wood Johnson Medical School, Piscataway, NJ, USA.,Rutgers-New Jersey Medical School, Newark, NJ, USA.,Department of Biostatistics and Epidemiology, School of Public Health, Rutgers University, Piscataway, NJ, USA
| | - Shradha Suresh
- Department of Neurology, Rutgers-Robert Wood Johnson Medical School, Piscataway, NJ, USA
| | - Yong Lin
- Department of Biostatistics and Epidemiology, School of Public Health, Rutgers University, Piscataway, NJ, USA
| | - Suhayl Dhib-Jalbut
- Department of Neurology, Rutgers-Robert Wood Johnson Medical School, Piscataway, NJ, USA.,Rutgers-New Jersey Medical School, Newark, NJ, USA.,Department of Biostatistics and Epidemiology, School of Public Health, Rutgers University, Piscataway, NJ, USA
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8
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Skripchenko EY, Zheleznikova GF, Alekseeva LA, Skripchenko NV, Astapova AV, Gorelik EY, Vilnitz AA. [Herpesviruses and biomarkers in disseminated encephalomyelitis and multiple sclerosis in children]. Zh Nevrol Psikhiatr Im S S Korsakova 2021; 121:138-145. [PMID: 33834732 DOI: 10.17116/jnevro2021121031138] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
The relevance of the study of demyelinating diseases is due to their increasing frequency in children, clarification of the role of infectious agents in their genesis, as well as the possibility of transformation of disseminated encephalomyelitis into multiple sclerosis. The literature review presents the currently available information on the causes of the development of demyelinating diseases, biomarkers of disseminated encephalomyelitis and multiple sclerosis, the causes of an unfavorable course and possible laboratory parameters indicating the transition from one disease to another, which can be used as prognostic factors. The authors also noted the experience of the authors on the importance of adequate etiopathogenetic therapy in changing the nature of the course of the disease, in particular, when confirming the relationship between the frequency of exacerbations of ADEM and MS with the activation of herpesvirus infections, courses of specific antiviral therapy are effective, as well as pathogenetic therapy aimed at correcting endothelial dysfunction using the drug cytoflavin.
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Affiliation(s)
- E Yu Skripchenko
- Pediatric Research and Clinical Center for Infectious Diseases, St. Petersburg, Russia.,Saint-Petersburg State Pediatric Medical University, St. Petersburg, Russia
| | - G F Zheleznikova
- Pediatric Research and Clinical Center for Infectious Diseases, St. Petersburg, Russia
| | - L A Alekseeva
- Pediatric Research and Clinical Center for Infectious Diseases, St. Petersburg, Russia
| | - N V Skripchenko
- Pediatric Research and Clinical Center for Infectious Diseases, St. Petersburg, Russia.,Saint-Petersburg State Pediatric Medical University, St. Petersburg, Russia
| | - A V Astapova
- Pediatric Research and Clinical Center for Infectious Diseases, St. Petersburg, Russia
| | - E Yu Gorelik
- Pediatric Research and Clinical Center for Infectious Diseases, St. Petersburg, Russia
| | - A A Vilnitz
- Pediatric Research and Clinical Center for Infectious Diseases, St. Petersburg, Russia
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9
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Goyal M, Khanna D, Rana PS, Khaibullin T, Martynova E, Rizvanov AA, Khaiboullina SF, Baranwal M. Computational Intelligence Technique for Prediction of Multiple Sclerosis Based on Serum Cytokines. Front Neurol 2019; 10:781. [PMID: 31379730 PMCID: PMC6657366 DOI: 10.3389/fneur.2019.00781] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2018] [Accepted: 07/03/2019] [Indexed: 01/01/2023] Open
Abstract
Multiple sclerosis (MS) is a neurodegenerative disease characterized by lesions in the central nervous system (CNS). Inflammation and demyelination are the leading causes of neuronal death and brain lesions formation. The immune reactivity is believed to be essential in the neuronal damage in MS. Cytokines play important role in differentiation of Th cells and recruitment of auto-reactive B and T lymphocytes that leads to neuron demyelination and death. Several cytokines have been found to be linked with MS pathogenesis. In the present study, serum level of eight cytokines (IL-1β, IL-2, IL-4, IL-8, IL-10, IL-13, IFN-γ, and TNF-α) was analyzed in USA and Russian MS to identify predictors for the disease. Further, the model was extended to classify MS into remitting and non-remitting by including age, gender, disease duration, Expanded Disability Status Scale (EDSS) and Multiple Sclerosis Severity Score (MSSS) into the cytokines datasets in Russian cohorts. The individual serum cytokines data for the USA cohort was generated by Z score percentile method using R studio, while serum cytokines of the Russian cohort were analyzed using multiplex immunoassay. Datasets were divided into training (70%) and testing (30%). These datasets were used as an input into four machine learning models (support vector machine, decision tree, random forest, and neural networks) available in R programming language. Random forest model was identified as the best model for diagnosis of MS as it performed remarkable on all the considered criteria i.e., Gini, accuracy, specificity, AUC, and sensitivity. RF model also performed best in predicting remitting and non-remitting MS. The present study suggests that the concentration of serum cytokines could be used as prognostic markers for the prediction of MS.
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Affiliation(s)
- Mehendi Goyal
- Department of Biotechnology, Thapar Institute of Engineering and Technology, Patiala, India
| | - Divya Khanna
- Department of Computer Science and Engineering, Thapar Institute of Engineering and Technology, Patiala, India
| | - Prashant Singh Rana
- Department of Computer Science and Engineering, Thapar Institute of Engineering and Technology, Patiala, India
| | - Timur Khaibullin
- Republican Clinical Neurological Canter, Republic of Tatarstan, Russian Federation, Kazan, Russia
| | - Ekaterina Martynova
- Institute of Fundamental Medicine and Biology, Kazan Federal University, Kazan, Russia
| | - Albert A Rizvanov
- Institute of Fundamental Medicine and Biology, Kazan Federal University, Kazan, Russia
| | - Svetlana F Khaiboullina
- Institute of Fundamental Medicine and Biology, Kazan Federal University, Kazan, Russia.,Department of Microbiology and Immunology, University of Nevada, Reno, NV, United States
| | - Manoj Baranwal
- Department of Biotechnology, Thapar Institute of Engineering and Technology, Patiala, India
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10
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Abreu CM, Soares-Dos-Reis R, Melo PN, Relvas JB, Guimarães J, Sá MJ, Cruz AP, Mendes Pinto I. Emerging Biosensing Technologies for Neuroinflammatory and Neurodegenerative Disease Diagnostics. Front Mol Neurosci 2018; 11:164. [PMID: 29867354 PMCID: PMC5964192 DOI: 10.3389/fnmol.2018.00164] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2018] [Accepted: 04/30/2018] [Indexed: 01/02/2023] Open
Abstract
Neuroinflammation plays a critical role in the onset and progression of many neurological disorders, including Multiple Sclerosis, Alzheimer's and Parkinson's diseases. In these clinical conditions the underlying neuroinflammatory processes are significantly heterogeneous. Nevertheless, a common link is the chronic activation of innate immune responses and imbalanced secretion of pro and anti-inflammatory mediators. In light of this, the discovery of robust biomarkers is crucial for screening, early diagnosis, and monitoring of neurological diseases. However, the difficulty to investigate biochemical processes directly in the central nervous system (CNS) is challenging. In recent years, biomarkers of CNS inflammatory responses have been identified in different body fluids, such as blood, cerebrospinal fluid, and tears. In addition, progress in micro and nanotechnology has enabled the development of biosensing platforms capable of detecting in real-time, multiple biomarkers in clinically relevant samples. Biosensing technologies are approaching maturity where they will become deployed in community settings, at which point screening programs and personalized medicine will become a reality. In this multidisciplinary review, our goal is to highlight both clinical and recent technological advances toward the development of multiplex-based solutions for effective neuroinflammatory and neurodegenerative disease diagnostics and monitoring.
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Affiliation(s)
- Catarina M Abreu
- International Iberian Nanotechnology Laboratory, Braga, Portugal.,Medical School, Swansea University, Swansea, United Kingdom
| | - Ricardo Soares-Dos-Reis
- Neurology Department, Centro Hospitalar de São João, Porto, Portugal.,Department of Clinical Neurosciences and Mental Health, Faculdade de Medicina, Universidade do Porto, Porto, Portugal.,Department of Biomedicine, Faculdade de Medicina, Universidade do Porto, Porto, Portugal
| | - Pedro N Melo
- Graduate Programme in Areas of Basic and Applied Biology, Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto, Porto, Portugal.,Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal
| | - João B Relvas
- Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal
| | - Joana Guimarães
- Neurology Department, Centro Hospitalar de São João, Porto, Portugal.,Department of Clinical Neurosciences and Mental Health, Faculdade de Medicina, Universidade do Porto, Porto, Portugal.,Center for Drug Discovery and Innovative Medicines (MedInUP), Universidade do Porto, Porto, Portugal
| | - Maria José Sá
- Neurology Department, Centro Hospitalar de São João, Porto, Portugal.,Energy, Environment and Health Research Unit (FP-ENAS), University Fernando Pessoa, Porto, Portugal.,Faculty of Health Sciences, University Fernando Pessoa, Porto, Portugal
| | - Andrea P Cruz
- International Iberian Nanotechnology Laboratory, Braga, Portugal
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Salehipour Z, Haghmorad D, Sankian M, Rastin M, Nosratabadi R, Soltan Dallal MM, Tabasi N, Khazaee M, Nasiraii LR, Mahmoudi M. Bifidobacterium animalis in combination with human origin of Lactobacillus plantarum ameliorate neuroinflammation in experimental model of multiple sclerosis by altering CD4+ T cell subset balance. Biomed Pharmacother 2017; 95:1535-1548. [PMID: 28946394 DOI: 10.1016/j.biopha.2017.08.117] [Citation(s) in RCA: 87] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2017] [Revised: 08/27/2017] [Accepted: 08/28/2017] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND Multiple Sclerosis (MS) is a chronic inflammatory autoimmune disease of the central nervous system (CNS). Recent reports have shown that probiotics can induce immunomodulatory activity with promising effects in inflammatory diseases. This study was designed to reveal the molecular and cellular mechanisms underlying the effect of Lactobacillus plantarum A7, which comprises human commensal bacteria, and Bifidobacterium animalis, a potential probiotic strain, on alleviation of experimental autoimmune encephalomyelitis (EAE), an animal model of MS. METHODS To evaluate the therapeutic effects of probiotic strains, female C57BL/6 mice (8-10 wks old) received Lactobacillus plantarum A7, Bifidobacterium animalis PTCC 1631or a mixture of both strains through oral administration daily for 22days beginning simultaneous with induction of EAE. The clinical parameters were recorded daily. On Day 22, each mouse was bled, and their spinal cord was removed for histology analysis. The effects of the treatments on regulatory T (Treg) cells level were evaluated using flow cytometry, and T-cell proliferation was assessed using a BrdU incorporation assay. The supernatants of spleen and lymph nodes cultured and mononuclear cells were collected for quantification of different panel of pro and anti-inflammatory cytokines by ELISA. The analysis of gene expression was performed at RNA level for transcription factors by real-time PCR. RESULTS The results showed that treatment with a mixture of the two strains caused a more significant delay in the time of disease onset and clinical score compared to when the strains were used alone. The pathological features of the disease, such as mononuclear infiltration into the CNS, were also inhibited more significantly by the combinational approach. The results also revealed that treatment with combination of both strains enhanced the population of CD4+CD25+Foxp3+-expressing T-cells in the lymph nodes and the spleen. TREATMENT with our probiotic strains markedly inhibited disease associated cytokines while increased anti-inflammatory cytokines. Additionally, L. plantarumA7 and B. animalis ameliorated EAE condition by favoring Th2 and Treg differentiation via up-regulation of Foxp3 and GATA3 in the brain and spleen as well as inhibited the differentiation of Th1 and Th17 cells. CONCLUSIONS The current research provided evidence that probiotic therapy with L. plantarum and B. animalis can effectively attenuate EAE progression as well as reinforce the polarization of regulatory T-cells.
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Affiliation(s)
- Zohre Salehipour
- Immunology Research Center, Bu Ali Research Institute, School of Medicine; Mashhad University of Medical Sciences, Mashhad, Iran.
| | - Dariush Haghmorad
- Department of Immunology, School of Medicine, Semnan University of Medical Sciences, Semnan, Iran.
| | - Mojtaba Sankian
- Immunology Research Center, Bu Ali Research Institute, School of Medicine; Mashhad University of Medical Sciences, Mashhad, Iran.
| | - Maryam Rastin
- Immunology Research Center, Bu Ali Research Institute, School of Medicine; Mashhad University of Medical Sciences, Mashhad, Iran.
| | - Reza Nosratabadi
- Immunology of Infectious Diseases Research Center, Rafsanjan University of Medical Sciences, Rafsanjan, Iran; Immunology Department, Faculty of medicine, Rafsanjan University of Medical Sciences, Rafsanjan, Iran.
| | - Mohammad Mehdi Soltan Dallal
- Division of Microbiology, Department of Pathobiology, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran; Food Microbiology Research Center, Tehran University of Medical Sciences, Tehran, Iran.
| | - Nafiseh Tabasi
- Immunology Research Center, Bu Ali Research Institute, School of Medicine; Mashhad University of Medical Sciences, Mashhad, Iran.
| | - Mahdieh Khazaee
- Immunology Research Center, Bu Ali Research Institute, School of Medicine; Mashhad University of Medical Sciences, Mashhad, Iran.
| | | | - Mahmoud Mahmoudi
- Immunology Research Center, Bu Ali Research Institute, School of Medicine; Mashhad University of Medical Sciences, Mashhad, Iran.
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12
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Gordon-Lipkin E, Banwell B. An update on multiple sclerosis in children: diagnosis, therapies, and prospects for the future. Expert Rev Clin Immunol 2017; 13:975-989. [PMID: 28738749 DOI: 10.1080/1744666x.2017.1360135] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
INTRODUCTION Multiple sclerosis (MS), a chronic demyelinating disease of the central nervous system, is increasingly being recognized in children and adolescents. Pediatric MS follows a relapsing-remitting course at onset, with a risk for early cognitive impairment. Areas covered: In this review, we discuss the clinical features of acute demyelinating syndromes in children and risk factors that increase the likelihood of a diagnosis of MS. We also address the application of diagnostic criteria for MS in children, immunological features, therapeutic options and psychosocial considerations for children and adolescents with MS. Expert commentary: Collaborative multicenter clinical trials and research efforts are key to the advancement in understanding the pathophysiology and therapeutic strategies for multiple sclerosis across the lifespan.
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Affiliation(s)
- Eliza Gordon-Lipkin
- a Department of Neurology and Developmental Medicine , Kennedy Krieger Institute and Johns Hopkins School of Medicine , Baltimore , MD , USA
| | - Brenda Banwell
- b Children's Hospital of Philadelphia , Perelman School of Medicine, University of Pennsylvania , Philadelphia , PA , USA
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13
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Neuteboom R, Wilbur C, Van Pelt D, Rodriguez M, Yeh A. The Spectrum of Inflammatory Acquired Demyelinating Syndromes in Children. Semin Pediatr Neurol 2017; 24:189-200. [PMID: 29103426 DOI: 10.1016/j.spen.2017.08.007] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
Acquired demyelinating syndromes in childhood comprise a spectrum of monophasic and recurrent inflammatory conditions of the central nervous system. Examples of monophasic conditions include, clinically isolated syndromes such as optic neuritis and transverse myelitis, as well as acute disseminated encephalomyelitis, whereas recurrent disorders include entities such as multiple sclerosis and neuromyelitis optica spectrum disorder. Knowledge about these disorders has expanded due to rigorously evaluated diagnostic criteria, magnetic resonance imaging features, outcomes, and serum biomarkers in these disorders. This review aims to provide a summary of clinical developments in pediatric acquired demyelinating syndromes, with a special focus on diagnostic criteria, neuroinflammatory markers, burden of disease in addition to current and potential future treatment options.
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Affiliation(s)
- Rinze Neuteboom
- Department of Pediatric Neurology, Dutch Pediatric MS Center, Sophia's Children's Hospital, Erasmus MC, Rotterdam, The Netherlands.
| | - Colin Wilbur
- Department of Pediatric Neurology, Sick Kids Children's Hospital, Toronto, Canada
| | | | | | - Ann Yeh
- Department of Pediatric Neurology, Sick Kids Children's Hospital, Toronto, Canada
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14
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Mills EA, Mirza A, Mao-Draayer Y. Emerging Approaches for Validating and Managing Multiple Sclerosis Relapse. Front Neurol 2017; 8:116. [PMID: 28424654 PMCID: PMC5372802 DOI: 10.3389/fneur.2017.00116] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2017] [Accepted: 03/14/2017] [Indexed: 12/17/2022] Open
Abstract
The autoimmune disease multiple sclerosis (MS) is characterized by relapses in the majority of patients. A definitive clinical diagnosis of relapse in MS can be complicated by the presence of an infection or comorbid disorder. In this mini-review, we describe efforts to develop enhanced imaging techniques and biomarker detection as future tools for relapse validation. There is emerging evidence of roles for meningeal inflammation, sex hormones, comorbid metabolic or mood disorders, and a dysregulated immune profile in the manifestation and severity of relapse. Specific subsets of immune cells likely drive the pathophysiology of relapse, and identification of a patient's unique immunological signature of relapse may help guide future diagnosis and treatment. Finally, these studies highlight the diversity in terms of relapse presentation, immunological signature, and response in patients with MS, indicating that going forward the best approach to assessment and treatment of relapse will be multifactorial and highly personalized.
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Affiliation(s)
- Elizabeth A Mills
- Molecular and Behavioral Neuroscience Institute, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Ali Mirza
- Graduate Program in Immunology, Program in Biomedical Sciences, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Yang Mao-Draayer
- Graduate Program in Immunology, Program in Biomedical Sciences, University of Michigan Medical School, Ann Arbor, MI, USA.,Department of Neurology, University of Michigan Medical School, Ann Arbor, MI, USA
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15
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Irish AK, Erickson CM, Wahls TL, Snetselaar LG, Darling WG. Randomized control trial evaluation of a modified Paleolithic dietary intervention in the treatment of relapsing-remitting multiple sclerosis: a pilot study. Degener Neurol Neuromuscul Dis 2017; 7:1-18. [PMID: 30050374 PMCID: PMC6053098 DOI: 10.2147/dnnd.s116949] [Citation(s) in RCA: 37] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND/OBJECTIVE A Paleolithic diet may improve fatigue and quality of life in progressive multiple sclerosis (MS) patients, but past research has evaluated the effects of this dietary intervention in combination with other treatments such as exercise. Thus, the purpose of this pilot study was to evaluate a modified Paleolithic dietary intervention (MPDI) in the treatment of fatigue and other symptoms in relapsing-remitting MS (RRMS). METHODS We measured the effects of a MPDI in 17 individuals with RRMS. Of 34 subjects randomly assigned to control (maintain usual diet) and intervention (MPDI) groups, nine subjects (one man) completed the control group and eight subjects (one man) completed the MPDI. RESULTS Significant improvements were seen in Fatigue Severity Scale score and also in Multiple Sclerosis Quality of Life-54 and time to complete (dominant hand) 9-Hole Peg Test from baseline in MPDI subjects compared to controls. Increased vitamin K serum levels were also observed in MPDI subjects postprotocol compared to controls. CONCLUSION A Paleolithic diet may be useful in the treatment and management of MS, by reducing perceived fatigue, increasing mental and physical quality of life, increasing exercise capacity, and improving hand and leg function. By increasing vitamin K serum levels, the MPDI may also reduce inflammation.
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Affiliation(s)
- Amanda K Irish
- Motor Control Laboratories, Department of Health and Human Physiology, College of Liberal Arts and Sciences, The University of Iowa,
| | - Constance M Erickson
- Motor Control Laboratories, Department of Health and Human Physiology, College of Liberal Arts and Sciences, The University of Iowa,
| | - Terry L Wahls
- Veterans Affairs Medical Center
- Department of Internal Medicine, Carver College of Medicine
| | - Linda G Snetselaar
- Department of Epidemiology, College of Public Health, The University of Iowa, Iowa City, IA, USA
| | - Warren G Darling
- Motor Control Laboratories, Department of Health and Human Physiology, College of Liberal Arts and Sciences, The University of Iowa,
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Haghmorad D, Salehipour Z, Nosratabadi R, Rastin M, Kokhaei P, Mahmoudi MB, Amini AA, Mahmoudi M. Medium-dose estrogen ameliorates experimental autoimmune encephalomyelitis in ovariectomized mice. J Immunotoxicol 2016; 13:885-896. [PMID: 27602995 DOI: 10.1080/1547691x.2016.1223768] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Estrogen is a neuro-protective hormone in various central nervous system (CNS) disorders. The present study evaluated the role of estrogen during experimental autoimmune encephalomyelitis (EAE) at doses selected to mimic any suppressive potential from the hormone during pregnancy. Here, mice were ovariectomized and then 2 weeks later treated with MOG antigen to induce EAE. Concurrently, mice then received (subcutaneously) an implanted pellet to deliver varying estrogen amounts over a 21-day period. Clinical scores and other parameters were monitored daily for the 21 days. At the end of the period, brain/spinal cord histology was performed to measure lymphocyte infiltration; T-cell profiles were determined through ELISA, flow cytometry, and real-time PCR. Transcription factor expression levels in the CNS were assessed using real-time PCR; T-cell differentiation was evaluated via flow cytometry. The results demonstrated that estrogen inhibited development of EAE. Histological studies revealed limited leukocyte infiltration into the CNS. High and medium dose of estrogen increased TH2 and Treg cell production of interleukin (IL)-4, IL-10, and transforming growth factor (TGF)-β, but concurrently resulted in a significant reduction in production of interferon (IFN)-γ, IL-17, and IL-6. Flow cytometry revealed there were also significant decreases in the percentages of TH1 and TH17 cells, as well as significant increase in percentages of Treg and TH2 cells in the spleen and lymph nodes. Real-time PCR results indicated that high- and medium-dose estrogen treatments reduced T-bet and ROR-γt factor expression, but enhanced Foxp3 and GATA3 expression. Collectively, these results demonstrated that a medium dose of estrogen - similar to a pregnancy level of estrogen - could potentially reduce the incidence and severity of autoimmune EAE and possibly other autoimmune pathologies.
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Affiliation(s)
- Dariush Haghmorad
- a Department of Immunology, School of Medicine , Semnan University of Medical Sciences , Semnan , Iran
| | - Zohreh Salehipour
- b Department of Immunology and Allergy, School of Medicine, Immunology Research Center, BuAli Research Institute , Mashhad University of Medical Sciences , Mashhad , Iran
| | - Reza Nosratabadi
- c Immunology of Infectious Diseases Research Center , Rafsanjan University of Medical Sciences , Rafsanjan , Iran
| | - Maryam Rastin
- b Department of Immunology and Allergy, School of Medicine, Immunology Research Center, BuAli Research Institute , Mashhad University of Medical Sciences , Mashhad , Iran
| | - Parviz Kokhaei
- a Department of Immunology, School of Medicine , Semnan University of Medical Sciences , Semnan , Iran
| | | | - Abbas Ali Amini
- e Department of Immunology, Faculty of Medicine , Kurdistan University of Medical Sciences , Sanandaj , Iran
| | - Mahmoud Mahmoudi
- b Department of Immunology and Allergy, School of Medicine, Immunology Research Center, BuAli Research Institute , Mashhad University of Medical Sciences , Mashhad , Iran
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