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Hejazi S, Karwowski W, Farahani FV, Marek T, Hancock PA. Graph-Based Analysis of Brain Connectivity in Multiple Sclerosis Using Functional MRI: A Systematic Review. Brain Sci 2023; 13:brainsci13020246. [PMID: 36831789 PMCID: PMC9953947 DOI: 10.3390/brainsci13020246] [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: 12/06/2022] [Revised: 01/16/2023] [Accepted: 01/17/2023] [Indexed: 02/04/2023] Open
Abstract
(1) Background: Multiple sclerosis (MS) is an immune system disease in which myelin in the nervous system is affected. This abnormal immune system mechanism causes physical disabilities and cognitive impairment. Functional magnetic resonance imaging (fMRI) is a common neuroimaging technique used in studying MS. Computational methods have recently been applied for disease detection, notably graph theory, which helps researchers understand the entire brain network and functional connectivity. (2) Methods: Relevant databases were searched to identify articles published since 2000 that applied graph theory to study functional brain connectivity in patients with MS based on fMRI. (3) Results: A total of 24 articles were included in the review. In recent years, the application of graph theory in the MS field received increased attention from computational scientists. The graph-theoretical approach was frequently combined with fMRI in studies of functional brain connectivity in MS. Lower EDSSs of MS stage were the criteria for most of the studies (4) Conclusions: This review provides insights into the role of graph theory as a computational method for studying functional brain connectivity in MS. Graph theory is useful in the detection and prediction of MS and can play a significant role in identifying cognitive impairment associated with MS.
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Affiliation(s)
- Sara Hejazi
- Computational Neuroergonomics Laboratory, Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, FL 32816, USA
- Correspondence:
| | - Waldemar Karwowski
- Computational Neuroergonomics Laboratory, Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, FL 32816, USA
| | - Farzad V. Farahani
- Department of Biostatistics, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Tadeusz Marek
- Department of Cognitive Neuroscience and Neuroergonomics, Institute of Applied Psychology, Jagiellonian University, 30-348 Kraków, Poland
| | - P. A. Hancock
- Department of Psychology, University of Central Florida, Orlando, FL 32816, USA
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Kalyan M, Tousif AH, Sonali S, Vichitra C, Sunanda T, Praveenraj SS, Ray B, Gorantla VR, Rungratanawanich W, Mahalakshmi AM, Qoronfleh MW, Monaghan TM, Song BJ, Essa MM, Chidambaram SB. Role of Endogenous Lipopolysaccharides in Neurological Disorders. Cells 2022; 11:cells11244038. [PMID: 36552802 PMCID: PMC9777235 DOI: 10.3390/cells11244038] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2022] [Revised: 12/02/2022] [Accepted: 12/12/2022] [Indexed: 12/15/2022] Open
Abstract
Lipopolysaccharide (LPS) is a cell-wall immunostimulatory endotoxin component of Gram-negative bacteria. A growing body of evidence reveals that alterations in the bacterial composition of the intestinal microbiota (gut dysbiosis) disrupt host immune homeostasis and the intestinal barrier function. Microbial dysbiosis leads to a proinflammatory milieu and systemic endotoxemia, which contribute to the development of neurodegenerative diseases and metabolic disorders. Two important pathophysiological hallmarks of neurodegenerative diseases (NDDs) are oxidative/nitrative stress and inflammation, which can be initiated by elevated intestinal permeability, with increased abundance of pathobionts. These changes lead to excessive release of LPS and other bacterial products into blood, which in turn induce chronic systemic inflammation, which damages the blood-brain barrier (BBB). An impaired BBB allows the translocation of potentially harmful bacterial products, including LPS, and activated neutrophils/leucocytes into the brain, which results in neuroinflammation and apoptosis. Chronic neuroinflammation causes neuronal damage and synaptic loss, leading to memory impairment. LPS-induced inflammation causes inappropriate activation of microglia, astrocytes, and dendritic cells. Consequently, these alterations negatively affect mitochondrial function and lead to increases in oxidative/nitrative stress and neuronal senescence. These cellular changes in the brain give rise to specific clinical symptoms, such as impairment of locomotor function, muscle weakness, paralysis, learning deficits, and dementia. This review summarizes the contributing role of LPS in the development of neuroinflammation and neuronal cell death in various neurodegenerative diseases.
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Affiliation(s)
- Manjunath Kalyan
- Department of Pharmacology, JSS College of Pharmacy, JSS Academy of Higher Education & Research, Mysuru 570015, Karnataka, India
- Centre for Experimental Pharmacology and Toxicology, Central Animal Facility, JSS Academy of Higher Education & Research, Mysuru 570015, Karnataka, India
| | - Ahmed Hediyal Tousif
- Department of Pharmacology, JSS College of Pharmacy, JSS Academy of Higher Education & Research, Mysuru 570015, Karnataka, India
- Centre for Experimental Pharmacology and Toxicology, Central Animal Facility, JSS Academy of Higher Education & Research, Mysuru 570015, Karnataka, India
| | - Sharma Sonali
- Department of Pharmacology, JSS College of Pharmacy, JSS Academy of Higher Education & Research, Mysuru 570015, Karnataka, India
- Centre for Experimental Pharmacology and Toxicology, Central Animal Facility, JSS Academy of Higher Education & Research, Mysuru 570015, Karnataka, India
| | - Chandrasekaran Vichitra
- Department of Pharmacology, JSS College of Pharmacy, JSS Academy of Higher Education & Research, Mysuru 570015, Karnataka, India
- Centre for Experimental Pharmacology and Toxicology, Central Animal Facility, JSS Academy of Higher Education & Research, Mysuru 570015, Karnataka, India
| | - Tuladhar Sunanda
- Department of Pharmacology, JSS College of Pharmacy, JSS Academy of Higher Education & Research, Mysuru 570015, Karnataka, India
- Centre for Experimental Pharmacology and Toxicology, Central Animal Facility, JSS Academy of Higher Education & Research, Mysuru 570015, Karnataka, India
| | - Sankar Simla Praveenraj
- Department of Pharmacology, JSS College of Pharmacy, JSS Academy of Higher Education & Research, Mysuru 570015, Karnataka, India
| | - Bipul Ray
- Section of Molecular Pharmacology and Toxicology, Laboratory of Membrane Biochemistry and Biophysics, National Institute on Alcohol Abuse and Alcoholism, National Institutes of Health, Rockville, MD 20892, USA
| | - Vasavi Rakesh Gorantla
- Department of Anatomical sciences, School of Medicine, St. George’s University Grenada, West Indies FZ818, Grenada
| | - Wiramon Rungratanawanich
- Section of Molecular Pharmacology and Toxicology, Laboratory of Membrane Biochemistry and Biophysics, National Institute on Alcohol Abuse and Alcoholism, National Institutes of Health, Rockville, MD 20892, USA
| | - Arehally M. Mahalakshmi
- Department of Pharmacology, JSS College of Pharmacy, JSS Academy of Higher Education & Research, Mysuru 570015, Karnataka, India
| | - M. Walid Qoronfleh
- Q3CG Research Institute (QRI), Research & Policy Division, 7227 Rachel Drive, Ypsilanti, MI 48917, USA
- 21 Health Street, Consulting Services, 1 Christian Fields, London SW16 3JY, UK
| | - Tanya M. Monaghan
- National Institute for Health Research Nottingham Biomedical Research Centre, University of Nottingham, Nottingham NG7 2UH, UK
- Nottingham Digestive Diseases Centre, School of Medicine, University of Nottingham, Nottingham NG7 2UH, UK
| | - Byoung-Joon Song
- Section of Molecular Pharmacology and Toxicology, Laboratory of Membrane Biochemistry and Biophysics, National Institute on Alcohol Abuse and Alcoholism, National Institutes of Health, Rockville, MD 20892, USA
- Correspondence: (B.-J.S.); (M.M.E.); (S.B.C.)
| | - Musthafa Mohamed Essa
- Department of Food Science and Nutrition, CAMS, Sultan Qaboos University, Muscat 123, Oman
- Aging and Dementia Research Group, Sultan Qaboos University, Muscat 123, Oman
- Correspondence: (B.-J.S.); (M.M.E.); (S.B.C.)
| | - Saravana Babu Chidambaram
- Department of Pharmacology, JSS College of Pharmacy, JSS Academy of Higher Education & Research, Mysuru 570015, Karnataka, India
- Centre for Experimental Pharmacology and Toxicology, Central Animal Facility, JSS Academy of Higher Education & Research, Mysuru 570015, Karnataka, India
- Correspondence: (B.-J.S.); (M.M.E.); (S.B.C.)
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Matsoukas J, Deraos G, Kelaidonis K, Hossain MK, Feehan J, Tzakos AG, Matsoukas E, Topoglidis E, Apostolopoulos V. Myelin Peptide-Mannan Conjugate Multiple Sclerosis Vaccines: Conjugation Efficacy and Stability of Vaccine Ingredient. Vaccines (Basel) 2021; 9:vaccines9121456. [PMID: 34960201 PMCID: PMC8708491 DOI: 10.3390/vaccines9121456] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2021] [Revised: 11/29/2021] [Accepted: 12/02/2021] [Indexed: 12/17/2022] Open
Abstract
Myelin peptide–mannan conjugates have been shown to be potential vaccines in the immunotherapy of multiple sclerosis. The conjugates are comprised from the epitope peptide and the polysaccharide mannan which transfers as a carrier the antigenic peptide to dendritic cells that process and present antigenic peptides at their surface in complex with MHC class I or class II resulting in T-cell stimulation. The conjugation of antigenic peptide with mannan occurs through the linker (Lys–Gly)5, which connects the peptide with the oxidized mannose units of mannan. This study describes novel methods for the quantification of the vaccine ingredient peptide within the conjugate, a prerequisite for approval of clinical trials in the pursuit of multiple sclerosis therapeutics. Myelin peptides, such as MOG35–55, MBP83–99, and PLP131–145 in linear or cyclic form, as altered peptide ligands or conjugated to appropriate carriers, possess immunomodulatory properties in experimental models and are potential candidates for clinical trials.
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Affiliation(s)
- John Matsoukas
- Drug Discovery Laboratory, NewfvDrug, P.C., Patras Science Park, 26504 Patras, Greece; (G.D.); (K.K.); (E.M.)
- Institute for Health and Sport, Victoria University, Melbourne, VIC 3030, Australia; (M.K.H.); (J.F.)
- Department of Physiology and Pharmacology, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 4N1, Canada
- Correspondence: (J.M.); (V.A.)
| | - George Deraos
- Drug Discovery Laboratory, NewfvDrug, P.C., Patras Science Park, 26504 Patras, Greece; (G.D.); (K.K.); (E.M.)
| | - Kostas Kelaidonis
- Drug Discovery Laboratory, NewfvDrug, P.C., Patras Science Park, 26504 Patras, Greece; (G.D.); (K.K.); (E.M.)
| | - Md Kamal Hossain
- Institute for Health and Sport, Victoria University, Melbourne, VIC 3030, Australia; (M.K.H.); (J.F.)
| | - Jack Feehan
- Institute for Health and Sport, Victoria University, Melbourne, VIC 3030, Australia; (M.K.H.); (J.F.)
| | - Andreas G. Tzakos
- Department of Chemistry, University of Ioannina, 45110 Ioannina, Greece;
| | - Elizabeth Matsoukas
- Drug Discovery Laboratory, NewfvDrug, P.C., Patras Science Park, 26504 Patras, Greece; (G.D.); (K.K.); (E.M.)
| | | | - Vasso Apostolopoulos
- Institute for Health and Sport, Victoria University, Melbourne, VIC 3030, Australia; (M.K.H.); (J.F.)
- Immunology Program, Australian Institute for Musculoskeletal Science (AIMSS), Melbourne, VIC 3021, Australia
- Correspondence: (J.M.); (V.A.)
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Quirant-Sánchez B, Mansilla MJ, Navarro-Barriuso J, Presas-Rodríguez S, Teniente-Serra A, Fondelli F, Ramo-Tello C, Martínez-Cáceres E. Combined Therapy of Vitamin D3-Tolerogenic Dendritic Cells and Interferon-β in a Preclinical Model of Multiple Sclerosis. Biomedicines 2021; 9:biomedicines9121758. [PMID: 34944573 PMCID: PMC8698295 DOI: 10.3390/biomedicines9121758] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2021] [Revised: 11/18/2021] [Accepted: 11/20/2021] [Indexed: 12/17/2022] Open
Abstract
Autologous antigen-specific therapies based on tolerogenic dendritic cells (tolDC) offer the possibility to treat autoimmune diseases by restoring homeostasis and targeting specifically autoreactive responses. Here, we explore the hypothesis that systemic inflammation occurring in autoimmune diseases, such as multiple sclerosis (MS), can generate a disease-specific environment able to alter the functionality of tolDC. In this context in fact, a combined therapy of tolDC with an immunomodulatory treatment could potentiate the beneficial effect of this antigen-specific cell therapy. For this purpose, we analyzed the efficacy of a combined therapy based on the use of vitamin D3 (VitD3)-tolDC plus interferon beta (IFN-beta) in MS. VitD3-tolDC were generated from healthy donors and MS patients and co-cultured with allogeneic peripheral blood mononuclear cells, in the presence or absence of IFN-beta. In vitro, VitD3-tolDC treatment reduced the percentage of activated T cells and allogeneic proliferation, whereas VitD3-tolDC+IFN-beta treatment enhanced the suppressive ability of VitD3-tolDC and, additionally, induced a shift towards a Th2 profile. To determine the clinical benefit of the combined therapy, C57BL/6-experimental autoimmune encephalomyelitis (EAE)-induced mice were treated with antigen-specific VitD3-tolDC and/or IFN-beta. Treatment of EAE mice with combined therapy ameliorated the disease course compared to each monotherapy. These results suggest that a combined therapy based on antigen-specific VitD3-tolDC and IFN-beta may represent a promising strategy for MS patients.
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Affiliation(s)
- Bibiana Quirant-Sánchez
- Immunology Division, LCMN, Germans Trias i Pujol University Hospital and Research Institute, Campus Can Ruti, 08916 Badalona, Spain; (B.Q.-S.); (M.J.M.); (J.N.-B.); (A.T.-S.); (F.F.)
- Department of Cellular Biology, Physiology and Immunology, Campus Bellaterra, Universitat Autònoma de Barcelona, 08193 Cerdanyola del Vallès, Spain
| | - María José Mansilla
- Immunology Division, LCMN, Germans Trias i Pujol University Hospital and Research Institute, Campus Can Ruti, 08916 Badalona, Spain; (B.Q.-S.); (M.J.M.); (J.N.-B.); (A.T.-S.); (F.F.)
- Department of Cellular Biology, Physiology and Immunology, Campus Bellaterra, Universitat Autònoma de Barcelona, 08193 Cerdanyola del Vallès, Spain
| | - Juan Navarro-Barriuso
- Immunology Division, LCMN, Germans Trias i Pujol University Hospital and Research Institute, Campus Can Ruti, 08916 Badalona, Spain; (B.Q.-S.); (M.J.M.); (J.N.-B.); (A.T.-S.); (F.F.)
- Department of Cellular Biology, Physiology and Immunology, Campus Bellaterra, Universitat Autònoma de Barcelona, 08193 Cerdanyola del Vallès, Spain
| | - Silvia Presas-Rodríguez
- Multiple Sclerosis Unit, Department of Neurosciences, Germans Trias i Pujol University Hospital, 08916 Badalona, Spain;
- Department of Medicine, Campus Bellaterra, Universitat Autònoma de Barcelona, 08193 Cerdanyola del Vallès, Spain
| | - Aina Teniente-Serra
- Immunology Division, LCMN, Germans Trias i Pujol University Hospital and Research Institute, Campus Can Ruti, 08916 Badalona, Spain; (B.Q.-S.); (M.J.M.); (J.N.-B.); (A.T.-S.); (F.F.)
- Department of Cellular Biology, Physiology and Immunology, Campus Bellaterra, Universitat Autònoma de Barcelona, 08193 Cerdanyola del Vallès, Spain
| | - Federico Fondelli
- Immunology Division, LCMN, Germans Trias i Pujol University Hospital and Research Institute, Campus Can Ruti, 08916 Badalona, Spain; (B.Q.-S.); (M.J.M.); (J.N.-B.); (A.T.-S.); (F.F.)
- Department of Cellular Biology, Physiology and Immunology, Campus Bellaterra, Universitat Autònoma de Barcelona, 08193 Cerdanyola del Vallès, Spain
| | - Cristina Ramo-Tello
- Multiple Sclerosis Unit, Department of Neurosciences, Germans Trias i Pujol University Hospital, 08916 Badalona, Spain;
- Department of Medicine, Campus Bellaterra, Universitat Autònoma de Barcelona, 08193 Cerdanyola del Vallès, Spain
- Correspondence: or (C.R.-T.); (E.M.-C.); Tel.: +34-93-497-8433 (C.R.-T.); +34-93-497-8666 (E.M.-C.)
| | - Eva Martínez-Cáceres
- Immunology Division, LCMN, Germans Trias i Pujol University Hospital and Research Institute, Campus Can Ruti, 08916 Badalona, Spain; (B.Q.-S.); (M.J.M.); (J.N.-B.); (A.T.-S.); (F.F.)
- Department of Cellular Biology, Physiology and Immunology, Campus Bellaterra, Universitat Autònoma de Barcelona, 08193 Cerdanyola del Vallès, Spain
- Correspondence: or (C.R.-T.); (E.M.-C.); Tel.: +34-93-497-8433 (C.R.-T.); +34-93-497-8666 (E.M.-C.)
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