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Bu F, Zhong J, Guan R. Biomarkers in glioblastoma and degenerative CNS diseases: defining new advances in clinical usefulness and therapeutic molecular target. Front Mol Biosci 2025; 12:1506961. [PMID: 40171042 PMCID: PMC11959069 DOI: 10.3389/fmolb.2025.1506961] [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: 10/06/2024] [Accepted: 02/28/2025] [Indexed: 04/03/2025] Open
Abstract
Background Discovering biomarkers is central to the research and treatment of degenerative central nervous system (CNS) diseases, playing a crucial role in early diagnosis, disease monitoring, and the development of new treatments, particularly for challenging conditions like degenerative CNS diseases and glioblastoma (GBM). Methods This study analyzed gene expression data from a public database, employing differential expression analyses and Gene Co-expression Network Analysis (WGCNA) to identify gene modules associated with degenerative CNS diseases and GBM. Machine learning methods, including Random Forest, Least Absolute Shrinkage and Selection Operator (LASSO), and Support Vector Machine - Recursive Feature Elimination (SVM-RFE), were used for case-control differentiation, complemented by functional enrichment analysis and external validation of key genes. Results Ninety-five commonly altered genes related to degenerative CNS diseases and GBM were identified, with RELN and GSTO2 emerging as significant through machine learning screening. Receiver operating characteristic (ROC) analysis confirmed their diagnostic value, which was further validated externally, indicating their elevated expression in controls. Conclusion The study's integration of WGCNA and machine learning uncovered RELN and GSTO2 as potential biomarkers for degenerative CNS diseases and GBM, suggesting their utility in diagnostics and as therapeutic targets. This contributes new perspectives on the pathogenesis and treatment of these complex conditions.
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Affiliation(s)
- Fan Bu
- The Third Affiliated Hospital of Xinxiang Medical University, Xinxiang, Henan, China
| | - Jifa Zhong
- Heilongjiang University of Chinese Medicine Affiliated Second Hospital, Harbin, China
| | - Ruiqian Guan
- Heilongjiang University of Chinese Medicine Affiliated Second Hospital, Harbin, China
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2
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Xu X, Wang J, Chen T, Wang S, Wang F, He J, Meng XY, Shen Y. Deciphering novel mitochondrial signatures: multi-omics analysis uncovers cross-disease markers and oligodendrocyte pathways in Alzheimer's disease and glioblastoma. Front Aging Neurosci 2025; 17:1536142. [PMID: 40018519 PMCID: PMC11865232 DOI: 10.3389/fnagi.2025.1536142] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2024] [Accepted: 01/28/2025] [Indexed: 03/01/2025] Open
Abstract
Introduction Alzheimer's disease (AD) and glioblastoma (GBM) are severe neurological disorders that pose significant global healthcare challenges. Despite extensive research, the molecular mechanisms, particularly those involving mitochondrial dysfunction, remain poorly understood. A major limitation in current studies is the lack of cell-specific markers that effectively represent mitochondrial dynamics in AD and GBM. Methods In this study, we analyzed single-cell transcriptomic data using 10 machine learning algorithms to identify mitochondria-associated cell-specific markers. We validated these markers through the integration of gene expression and methylation data across diverse cell types. Our dataset comprised single-nucleus RNA sequencing (snRNA-seq) from AD patients, single-cell RNA sequencing (scRNA-seq) from GBM patients, and additional DNA methylation and transcriptomic data from the ROSMAP, ADNI, TCGA, and CGGA cohorts. Results Our analysis identified four significant cross-disease mitochondrial markers: EFHD1, SASH1, FAM110B, and SLC25A18. These markers showed both shared and unique expression profiles in AD and GBM, suggesting a common mitochondrial mechanism contributing to both diseases. Additionally, oligodendrocytes and their interactions with astrocytes were implicated in disease progression, particularly through the APP signaling pathway. Key hub genes, such as HS6ST3 and TUBB2B, were identified across different cellular subpopulations, highlighting a cell-specific co-expression network linked to mitochondrial function.
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Affiliation(s)
- Xuan Xu
- School of Life Sciences, Anhui Medical University, Hefei, Anhui, China
| | - Jiaqi Wang
- School of Life Sciences, Anhui Medical University, Hefei, Anhui, China
| | - Tong Chen
- School of Biomedical Engineering, Anhui Medical University, Hefei, Anhui, China
| | - Shuaibin Wang
- School of Biomedical Engineering, Anhui Medical University, Hefei, Anhui, China
| | - Fei Wang
- School of Basic Medical Science, Anhui Medical University, Hefei, Anhui, China
| | - Junwen He
- College of Informatics, Huazhong Agricultural University, Hubei, Wuhan, China
| | - Xiang-Yu Meng
- School of Basic Medical Sciences, Medical School, Hubei Minzu University, Enshi, Hubei, China
| | - Yin Shen
- School of Biomedical Engineering, Anhui Medical University, Hefei, Anhui, China
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3
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Cómitre-Mariano B, Vellila-Alonso G, Segura-Collar B, Mondéjar-Ruescas L, Sepulveda JM, Gargini R. Sentinels of neuroinflammation: the crucial role of myeloid cells in the pathogenesis of gliomas and neurodegenerative diseases. J Neuroinflammation 2024; 21:304. [PMID: 39578808 PMCID: PMC11583668 DOI: 10.1186/s12974-024-03298-y] [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: 03/04/2024] [Accepted: 11/13/2024] [Indexed: 11/24/2024] Open
Abstract
The inflammatory processes that drive pathologies of the central nervous system (CNS) are complex and involve significant contributions from the immune system, particularly myeloid cells. Understanding the shared and distinct pathways of myeloid cell regulation in different CNS diseases may offer critical insights into therapeutic development. This review aims to elucidate the mechanisms underlying myeloid cell dysfunction and neuroinflammation in two groups of neurological pathologies with significant social impact and a limited efficacy of their treatments: the most common primary brain tumors -gliomas-, and the most prevalent neurodegenerative disorders -Alzheimer's and Parkinson's disease. Despite their distinct clinical manifestations, these diseases share key pathological features, including chronic inflammation and immune dysregulation. The role of myeloid cells in neuroinflammation has garnered special interest in recent years in both groups, as evidenced by the growing focus on therapeutic research centred on myeloid cells. By examining the cellular and molecular dynamics that govern these conditions, we hope to identify common and unique therapeutic targets that can inform the development of more effective treatments. Recent advances in single-cell technologies have revolutionized our understanding of myeloid cell heterogeneity, revealing diverse phenotypes and molecular profiles across different disease stages and microenvironments. Here, we present a comprehensive analysis of myeloid cell involvement in gliomas, Alzheimer's and Parkinson's disease, with a focus on phenotypic acquisition, molecular alterations, and therapeutic strategies targeting myeloid cells. This integrated approach not only addresses the limitations of current treatments but also suggests new avenues for therapeutic intervention, aimed at modulating the immune landscape to improve patient outcomes.
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Affiliation(s)
- Blanca Cómitre-Mariano
- Instituto de Investigación Biomédicas I+12, Hospital Universitario 12 de Octubre, Madrid, 28041, Spain
- Pathology and Neurooncology Unit, Hospital Universitario 12 de Octubre, Av. de Córdoba, S/N, Madrid, 28041, Spain
| | - Gabriel Vellila-Alonso
- Pathology and Neurooncology Unit, Hospital Universitario 12 de Octubre, Av. de Córdoba, S/N, Madrid, 28041, Spain
- Medical Oncology, Hospital Universitario 12 de Octubre, Madrid, 28041, Spain
| | - Berta Segura-Collar
- Instituto de Investigación Biomédicas I+12, Hospital Universitario 12 de Octubre, Madrid, 28041, Spain
- Pathology and Neurooncology Unit, Hospital Universitario 12 de Octubre, Av. de Córdoba, S/N, Madrid, 28041, Spain
| | - Lucía Mondéjar-Ruescas
- Instituto de Investigación Biomédicas I+12, Hospital Universitario 12 de Octubre, Madrid, 28041, Spain
- Pathology and Neurooncology Unit, Hospital Universitario 12 de Octubre, Av. de Córdoba, S/N, Madrid, 28041, Spain
| | - Juan M Sepulveda
- Instituto de Investigación Biomédicas I+12, Hospital Universitario 12 de Octubre, Madrid, 28041, Spain.
- Medical Oncology, Hospital Universitario 12 de Octubre, Madrid, 28041, Spain.
| | - Ricardo Gargini
- Instituto de Investigación Biomédicas I+12, Hospital Universitario 12 de Octubre, Madrid, 28041, Spain.
- Pathology and Neurooncology Unit, Hospital Universitario 12 de Octubre, Av. de Córdoba, S/N, Madrid, 28041, Spain.
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4
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Shah S, Jain H. Microglia-Associated Neuroinflammation in Alzheimer’s Disease and Its Therapeutic Potential. NEUROGLIA 2024; 5:452-466. [DOI: 10.3390/neuroglia5040029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2024]
Abstract
Background: Neuroinflammation has long been implicated in the progression of amyloid beta (Aβ) accumulation and the decline of cognitive function in Alzheimer’s disease (AD). The phenotype balance between A1 (toxic) and A2 (safe) microglial phenotypes to toxic illness in AD has become a hot research topic at present. Currently, many transcription factors, downstream signaling pathways, and molecular mechanisms that regulate the polarization of microglia are being explored. Furthermore, microglia may also exert a complex role in AD through the transformation of Aβ plaques or debris clearance, reflected in Aβ phagocytosis. One of the mediators of neuroinflammation in AD is the activated microglia. Therefore, the regulation of microglial function may be the key to successfully treating AD. Methods: This paper is a review article. PubMed, Embase, Scopus, and research meeting abstracts were searched up to 2024 for studies of microglia and neuroinflammation in Alzheimer’s Disease. Systematic information retrieval was performed, and appropriate studies were isolated based on important information available in the studies. The information from each of the articles was understood and extracted to form a database. Results: The similar neuropathological results between several animals and AD cases show the possibility of implementing microglia-related changes as an earlier diagnostic marker for AD in humans. The gene sets identified in various transcriptomic studies further foster this avenue of research by offering potential targets for therapeutic development. Substantial evidence, both in vitro and in vivo, has suggested that the loss of the normal A2 phenotype and the activation of toxic A1 microglia contribute to neurodegeneration in AD. Conclusions: Promoting or restoring the polarization of microglia towards the A2 phenotype may thus represent an effective therapeutic strategy for ameliorating neuroinflammation and progressive neurocognitive impairments. Multiple studies suggest that microglia-associated neuroinflammation at a special stage could also be protective, and, therefore, intervention should be delicate so that a beneficial response is retained.
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Affiliation(s)
- Siddharth Shah
- Department of Neurosurgery, University of Florida, Gainesville, FL 32608, USA
| | - Hritvik Jain
- Department of Internal Medicine, All India Institute of Medical Sciencies, Jodhpur 342005, India
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Shi J. Early 2-Factor Transcription Factors Associated with Progression and Recurrence in Bevacizumab-Responsive Subtypes of Glioblastoma. Cancers (Basel) 2024; 16:2536. [PMID: 39061176 PMCID: PMC11275000 DOI: 10.3390/cancers16142536] [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: 06/16/2024] [Revised: 07/08/2024] [Accepted: 07/10/2024] [Indexed: 07/28/2024] Open
Abstract
The early 2-factor (E2F) family of transcription factors, including E2F1 through 8, plays a critical role in apoptosis, metabolism, proliferation, and angiogenesis within glioblastoma (GBM). However, the specific functions of E2F transcription factors (E2Fs) and their impact on the malignancy of Bevacizumab (BVZ)-responsive GBM subtypes remain unclear. This study used data from The Cancer Genome Atlas (TCGA), Chinese Glioma Genome Atlas (CGGA), European Molecular Biology Laboratory's European Bioinformatics Institute (EMBL-EBI), and Gene Expression Omnibus (GEO) to explore the impact of eight E2F family members on the clinical characteristics of BVZ-responsive GBM subtypes and possible mechanisms of recurrence after BVZ treatment. Using machine learning algorithms, including TreeBagger and deep neural networks, we systematically predicted and validated GBM patient survival terms based on the expression profiles of E2Fs across BVZ-responsive GBM subtypes. Our bioinformatics analyses suggested that a significant increase in E2F8 post-BVZ treatment may enhance the function of angiogenesis and stem cell proliferation, implicating this factor as a candidate mechanism of GBM recurrence after treatment. In addition, BVZ treatment in unresponsive GBM patients may potentially worsen disease progression. These insights underscore that E2F family members play important roles in GBM malignancy and BVZ treatment response, highlighting their potential as prognostic biomarkers, therapeutic targets, and recommending precision BVZ treatment to individual GBM patients.
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Affiliation(s)
- Jian Shi
- Department of Neurology, San Francisco Veterans Affairs Health Care System and University of California, San Francisco, CA 94121, USA
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Tizabi Y, Getachew B, Hauser SR, Tsytsarev V, Manhães AC, da Silva VDA. Role of Glial Cells in Neuronal Function, Mood Disorders, and Drug Addiction. Brain Sci 2024; 14:558. [PMID: 38928557 PMCID: PMC11201416 DOI: 10.3390/brainsci14060558] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2024] [Revised: 05/19/2024] [Accepted: 05/28/2024] [Indexed: 06/28/2024] Open
Abstract
Mood disorders and substance use disorder (SUD) are of immense medical and social concern. Although significant progress on neuronal involvement in mood and reward circuitries has been achieved, it is only relatively recently that the role of glia in these disorders has attracted attention. Detailed understanding of the glial functions in these devastating diseases could offer novel interventions. Here, following a brief review of circuitries involved in mood regulation and reward perception, the specific contributions of neurotrophic factors, neuroinflammation, and gut microbiota to these diseases are highlighted. In this context, the role of specific glial cells (e.g., microglia, astroglia, oligodendrocytes, and synantocytes) on phenotypic manifestation of mood disorders or SUD are emphasized. In addition, use of this knowledge in the potential development of novel therapeutics is touched upon.
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Affiliation(s)
- Yousef Tizabi
- Department of Pharmacology, Howard University College of Medicine, 520 W Street NW, Washington, DC 20059, USA;
| | - Bruk Getachew
- Department of Pharmacology, Howard University College of Medicine, 520 W Street NW, Washington, DC 20059, USA;
| | - Sheketha R. Hauser
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Vassiliy Tsytsarev
- Department of Neurobiology, University of Maryland School of Medicine, Baltimore, MD 21201, USA;
| | - Alex C. Manhães
- Laboratório de Neurofisiologia, Departamento de Ciências Fisiológicas, IBRAG, Universidade do Estado do Rio de Janeiro, Rio de Janeiro 20550-170, RJ, Brazil
| | - Victor Diogenes Amaral da Silva
- Laboratory of Neurochemistry and Cell Biology, Department of Biochemistry and Biophysics, Institute of Health Sciences, Federal University of Bahia, Salvador 40110-100, BA, Brazil;
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7
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Csoka AB, El Kouhen N, Bennani S, Getachew B, Aschner M, Tizabi Y. Roles of Epigenetics and Glial Cells in Drug-Induced Autism Spectrum Disorder. Biomolecules 2024; 14:437. [PMID: 38672454 PMCID: PMC11048423 DOI: 10.3390/biom14040437] [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: 02/29/2024] [Revised: 03/31/2024] [Accepted: 04/01/2024] [Indexed: 04/28/2024] Open
Abstract
Autism spectrum disorder (ASD) is a neurodevelopmental disorder characterized by severe deficits in social communication and interaction, repetitive movements, abnormal focusing on objects, or activity that can significantly affect the quality of life of the afflicted. Neuronal and glial cells have been implicated. It has a genetic component but can also be triggered by environmental factors or drugs. For example, prenatal exposure to valproic acid or acetaminophen, or ingestion of propionic acid, can increase the risk of ASD. Recently, epigenetic influences on ASD have come to the forefront of investigations on the etiology, prevention, and treatment of this disorder. Epigenetics refers to DNA modifications that alter gene expression without making any changes to the DNA sequence. Although an increasing number of pharmaceuticals and environmental chemicals are being implicated in the etiology of ASD, here, we specifically focus on the molecular influences of the abovementioned chemicals on epigenetic alterations in neuronal and glial cells and their potential connection to ASD. We conclude that a better understanding of these phenomena can lead to more effective interventions in ASD.
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Affiliation(s)
- Antonei B. Csoka
- Department of Anatomy, Howard University College of Medicine, Washington, DC 20059, USA
| | - Nacer El Kouhen
- Faculty of Medicine and Pharmacy of Casablanca, Hassan II University, Casablanca 20100, Morocco
| | - Samia Bennani
- Faculty of Medicine and Pharmacy of Casablanca, Hassan II University, Casablanca 20100, Morocco
| | - Bruk Getachew
- Department of Pharmacology, Howard University College of Medicine, Washington, DC 20059, USA
| | - Michael Aschner
- Department of Molecular Pharmacology, Albert Einstein College of Medicine, Bronx, NY 10461, USA
| | - Yousef Tizabi
- Department of Pharmacology, Howard University College of Medicine, Washington, DC 20059, USA
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8
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Tang N, Kido T, Shi J, McCafferty E, Ford JM, Dal Bon K, Pulliam L. Blood Markers Show Neural Consequences of LongCOVID-19. Cells 2024; 13:478. [PMID: 38534322 PMCID: PMC10969290 DOI: 10.3390/cells13060478] [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: 02/03/2024] [Revised: 03/04/2024] [Accepted: 03/04/2024] [Indexed: 03/28/2024] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) persists throughout the world with over 65 million registered cases of survivors with post-COVID-19 sequelae, also known as LongCOVID-19 (LongC). LongC survivors exhibit various symptoms that span multiple organ systems, including the nervous system. To search for neurological markers of LongC, we investigated the soluble biomolecules present in the plasma and the proteins associated with plasma neuronal-enriched extracellular vesicles (nEVs) in 33 LongC patients with neurological impairment (nLongC), 12 COVID-19 survivors without any LongC symptoms (Cov), and 28 pre-COVID-19 healthy controls (HC). COVID-19 positive participants were infected between 2020 and 2022, not hospitalized, and were vaccinated or unvaccinated before infection. IL-1β was significantly increased in both nLongC and Cov and IL-8 was elevated in only nLongC. Both brain-derived neurotrophic factor and cortisol were significantly elevated in nLongC and Cov compared to HC. nEVs from people with nLongC had significantly elevated protein markers of neuronal dysfunction, including amyloid beta 42, pTau181 and TDP-43. This study shows chronic peripheral inflammation with increased stress after COVID-19 infection. Additionally, differentially expressed nEV neurodegenerative proteins were identified in people recovering from COVID-19 regardless of persistent symptoms.
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Affiliation(s)
- Norina Tang
- Department of Laboratory Medicine, San Francisco VA Health Care System, San Francisco, CA 94121, USA; (N.T.); (T.K.); (E.M.)
| | - Tatsuo Kido
- Department of Laboratory Medicine, San Francisco VA Health Care System, San Francisco, CA 94121, USA; (N.T.); (T.K.); (E.M.)
| | - Jian Shi
- Department of Neurology, San Francisco VA Health Care System, San Francisco, CA 94121, USA;
- Department of Neurology, University of California San Francisco, San Francisco, CA 94143, USA
| | - Erin McCafferty
- Department of Laboratory Medicine, San Francisco VA Health Care System, San Francisco, CA 94121, USA; (N.T.); (T.K.); (E.M.)
| | - Judith M. Ford
- Department of Mental Health, San Francisco VA Health Care System, San Francisco, CA 94121, USA; (J.M.F.); (K.D.B.)
- Department of Psychiatry and Behavioral Sciences, University of California San Francisco, San Francisco, CA 94143, USA
| | - Kaitlyn Dal Bon
- Department of Mental Health, San Francisco VA Health Care System, San Francisco, CA 94121, USA; (J.M.F.); (K.D.B.)
| | - Lynn Pulliam
- Department of Laboratory Medicine, San Francisco VA Health Care System, San Francisco, CA 94121, USA; (N.T.); (T.K.); (E.M.)
- Department of Laboratory Medicine, University of California San Francisco, San Francisco, CA 94143, USA
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Soares ÉN, Costa ACDS, Ferrolho GDJ, Ureshino RP, Getachew B, Costa SL, da Silva VDA, Tizabi Y. Nicotinic Acetylcholine Receptors in Glial Cells as Molecular Target for Parkinson's Disease. Cells 2024; 13:474. [PMID: 38534318 PMCID: PMC10969434 DOI: 10.3390/cells13060474] [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: 01/30/2024] [Revised: 03/02/2024] [Accepted: 03/05/2024] [Indexed: 03/28/2024] Open
Abstract
Parkinson's disease (PD) is a progressive neurodegenerative disease characterized by resting tremor, bradykinesia, rigidity, and postural instability that also includes non-motor symptoms such as mood dysregulation. Dopamine (DA) is the primary neurotransmitter involved in this disease, but cholinergic imbalance has also been implicated. Current intervention in PD is focused on replenishing central DA, which provides remarkable temporary symptomatic relief but does not address neuronal loss and the progression of the disease. It has been well established that neuronal nicotinic cholinergic receptors (nAChRs) can regulate DA release and that nicotine itself may have neuroprotective effects. Recent studies identified nAChRs in nonneuronal cell types, including glial cells, where they may regulate inflammatory responses. Given the crucial role of neuroinflammation in dopaminergic degeneration and the involvement of microglia and astrocytes in this response, glial nAChRs may provide a novel therapeutic target in the prevention and/or treatment of PD. In this review, following a brief discussion of PD, we focus on the role of glial cells and, specifically, their nAChRs in PD pathology and/or treatment.
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Affiliation(s)
- Érica Novaes Soares
- Laboratory of Neurochemistry and Cell Biology, Department of Biochemistry and Biophysics, Institute of Health Sciences, Federal University of Bahia, Salvador 40110-902, BA, Brazil
| | - Ana Carla dos Santos Costa
- Laboratory of Neurochemistry and Cell Biology, Department of Biochemistry and Biophysics, Institute of Health Sciences, Federal University of Bahia, Salvador 40110-902, BA, Brazil
| | - Gabriel de Jesus Ferrolho
- Laboratory of Neurochemistry and Cell Biology, Department of Biochemistry and Biophysics, Institute of Health Sciences, Federal University of Bahia, Salvador 40110-902, BA, Brazil
- Laboratory of Neurosciences, Institute of Health Sciences, Federal University of Bahia, Salvador 40110-902, BA, Brazil
| | - Rodrigo Portes Ureshino
- Department of Biological Sciences, Universidade Federal de São Paulo, Diadema 09961-400, SP, Brazil
- Laboratory of Molecular and Translational Endocrinology, Escola Paulista de Medicina, Universidade Federal de São Paulo, São Paulo 04039-032, SP, Brazil
| | - Bruk Getachew
- Department of Pharmacology, College of Medicine, Howard University, 520 W Street NW, Washington, DC 20059, USA
| | - Silvia Lima Costa
- Laboratory of Neurochemistry and Cell Biology, Department of Biochemistry and Biophysics, Institute of Health Sciences, Federal University of Bahia, Salvador 40110-902, BA, Brazil
| | - Victor Diogenes Amaral da Silva
- Laboratory of Neurochemistry and Cell Biology, Department of Biochemistry and Biophysics, Institute of Health Sciences, Federal University of Bahia, Salvador 40110-902, BA, Brazil
- Laboratory of Neurosciences, Institute of Health Sciences, Federal University of Bahia, Salvador 40110-902, BA, Brazil
| | - Yousef Tizabi
- Department of Pharmacology, College of Medicine, Howard University, 520 W Street NW, Washington, DC 20059, USA
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