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d'Errico P, Früholz I, Meyer-Luehmann M, Vlachos A. Neuroprotective and plasticity promoting effects of repetitive transcranial magnetic stimulation (rTMS): A role for microglia. Brain Stimul 2025; 18:810-821. [PMID: 40118248 DOI: 10.1016/j.brs.2025.03.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2025] [Revised: 03/10/2025] [Accepted: 03/17/2025] [Indexed: 03/23/2025] Open
Abstract
Repetitive transcranial magnetic stimulation (rTMS) is a non-invasive brain stimulation technique used to modulate neocortical excitability, with expanding applications in neurological and psychiatric disorders. However, the cellular and molecular mechanisms underlying its effects, particularly the role of microglia -the resident immune cells of the central nervous system- remain poorly understood. This review synthesizes recent findings on how different rTMS protocols influence microglial function under physiological conditions and in disease models. Emerging evidence indicates that rTMS modulates microglial activation, promoting neuroprotective and plasticity-enhancing processes not only in models of brain disorders, such as Alzheimer's and Parkinson's disease, but also in healthy neural circuits. While much of the current research has focused on the inflammatory profile of microglia, critical aspects such as activity-dependent synaptic remodeling, phagocytic activity, and process motility remain underexplored. Given the substantial heterogeneity of microglial responses across brain regions, age, and sex, as well as their differential roles in health and disease, a deeper understanding of their involvement in rTMS-induced plasticity is essential. Future studies should integrate selective microglial manipulation and advanced structural, functional, and molecular profiling techniques to clarify their causal involvement. Addressing these gaps will be pivotal in optimizing rTMS protocols and maximizing its therapeutic potential across a spectrum of neurological and neuropsychiatric conditions.
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Affiliation(s)
- Paolo d'Errico
- Department of Neuroanatomy, Institute of Anatomy and Cell Biology, Faculty of Medicine, University of Freiburg, Freiburg, Germany; Center BrainLinks-BrainTools, University of Freiburg, Freiburg, Germany
| | - Iris Früholz
- Department of Neurology, Medical Center - University of Freiburg, Freiburg, Germany
| | | | - Andreas Vlachos
- Department of Neuroanatomy, Institute of Anatomy and Cell Biology, Faculty of Medicine, University of Freiburg, Freiburg, Germany; Center BrainLinks-BrainTools, University of Freiburg, Freiburg, Germany; Center for Basics in NeuroModulation (NeuroModulBasics), Faculty of Medicine, University of Freiburg, Freiburg, Germany.
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2
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Damiani F, Giuliano MG, Cornuti S, Putignano E, Tognozzi A, Suckow V, Kalscheuer VM, Pizzorusso T, Tognini P. Multi-site investigation of gut microbiota in CDKL5 deficiency disorder mouse models: Targeting dysbiosis to improve neurological outcomes. Cell Rep 2025; 44:115546. [PMID: 40220293 PMCID: PMC12014524 DOI: 10.1016/j.celrep.2025.115546] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2024] [Revised: 01/31/2025] [Accepted: 03/19/2025] [Indexed: 04/14/2025] Open
Abstract
Cyclin-dependent kinase-like 5 (CDKL5) deficiency disorder (CDD) is a rare neurodevelopmental disorder often associated with gastrointestinal (GI) issues and subclinical immune dysregulation, suggesting a link to the gut microbiota. We analyze the fecal microbiota composition in two CDKL5 knockout (KO) mouse models at postnatal days (P) 25, 32 (youth), and 70 (adulthood), revealing significant microbial imbalances, particularly during juvenile stages. To investigate the role of the intestinal microbiota in CDD and assess causality, we administer antibiotics, which lead to improved visual cortical responses and reduce hyperactivity. Additionally, microglia morphology changes, indicative of altered surveillance and activation states, are reversed. Strikingly, fecal transplantation from CDKL5 KO to wild-type (WT) recipient mice successfully transfers both visual response deficits and hyperactive behavior. These findings show that gut microbiota alterations contribute to the severity of neurological symptoms in CDD, shedding light on the interplay between microbiota, microglia, and neurodevelopmental outcomes.
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Affiliation(s)
- Francesca Damiani
- Laboratory of Biology BIO@SNS, Scuola Normale Superiore, Piazza dei Cavalieri 7, 56126 Pisa, Italy
| | - Maria Grazia Giuliano
- Laboratory of Biology BIO@SNS, Scuola Normale Superiore, Piazza dei Cavalieri 7, 56126 Pisa, Italy; Health Science Interdisciplinary Center, Sant'Anna School of Advanced Studies, Piazza Martiri della Libertà 33, 56127 Pisa, Italy
| | - Sara Cornuti
- Laboratory of Biology BIO@SNS, Scuola Normale Superiore, Piazza dei Cavalieri 7, 56126 Pisa, Italy
| | - Elena Putignano
- Institute of Neuroscience, National Research Council, Via G. Moruzzi 1, 56124 Pisa, Italy
| | - Andrea Tognozzi
- Laboratory of Biology BIO@SNS, Scuola Normale Superiore, Piazza dei Cavalieri 7, 56126 Pisa, Italy; PhD Program in Clinical and Translational Science, University of Pisa, Via Savi 10, 56126 Pisa, Italy
| | - Vanessa Suckow
- Max Planck Institute for Molecular Genetics, Ihnestraße 63, 14195 Berlin, Germany
| | - Vera M Kalscheuer
- Max Planck Institute for Molecular Genetics, Ihnestraße 63, 14195 Berlin, Germany
| | - Tommaso Pizzorusso
- Laboratory of Biology BIO@SNS, Scuola Normale Superiore, Piazza dei Cavalieri 7, 56126 Pisa, Italy; Institute of Neuroscience, National Research Council, Via G. Moruzzi 1, 56124 Pisa, Italy
| | - Paola Tognini
- Health Science Interdisciplinary Center, Sant'Anna School of Advanced Studies, Piazza Martiri della Libertà 33, 56127 Pisa, Italy.
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3
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Sun Y, Wang X, Chen Y, Luan Z, Hao R. The impact of exogenous Oxytocin on visual cortex plasticity across different stages of visual development. Sci Rep 2025; 15:12137. [PMID: 40204929 PMCID: PMC11982226 DOI: 10.1038/s41598-025-96573-8] [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: 12/01/2024] [Accepted: 03/31/2025] [Indexed: 04/11/2025] Open
Abstract
The plasticity of ocular dominance is most prominent during the critical period of visual development, influenced by the balance of excitatory and inhibitory synaptic transmission in the visual cortex. Astrocytes play a crucial role in regulating synaptic plasticity through phagocytosis of synapses. However, the ability of astrocytes to modulate synaptic plasticity after the critical period remains unclear. Oxytocin (OT), a neuropeptide involved in neural circuit formation, has shown potential in enhancing synaptic plasticity. This study explores the role of OT in restoring visual cortical plasticity during and after the critical period of visual development. We performed monocular deprivation (MD) on mice during the critical period and extended the deprivation until adulthood. Visual cortical plasticity was evaluated using pattern visual evoked potentials (PVEPs), immunofluorescence staining, and western blotting. Excitatory synaptic markers (VGLUT1, PSD- 95) and inhibitory synaptic markers (VGAT, Gephyrin) were analyzed. The effects of OT administration, alone or combined with reverse occlusion (RO), on ocular dominance plasticity and astrocyte activity were assessed. During the critical period, MD induced a significant ocular dominance shift with reduced cortical response from the deprived eye, primarily through decreased excitatory synaptic markers (VGLUT1: P < 0.05; PSD- 95: P < 0.05). OT administration further enhanced this shift by reducing GFAP expression and decreasing astrocytic phagocytosis of excitatory synapses. After the critical period, prolonged MD reduced excitatory synaptic marker expression in the visual cortex (P < 0.05), and RO alone did not restore cortical plasticity. However, the combination of OT and RO increased excitatory synaptic marker expression (VGLUT1: P < 0.05; PSD- 95: P < 0.05 and restored ocular dominance plasticity. Our findings demonstrate that OT can modulate astrocyte activity and enhance excitatory synaptic plasticity, facilitating the recovery of visual cortical plasticity both during and after the critical period. These results highlight the potential of OT as a therapeutic intervention for visual impairments caused by disrupted sensory experiences during development.
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Affiliation(s)
- Yifan Sun
- Clinical College of Ophthalmology, Tianjin Medical University, 300020, Tianjin, PR China
- Tianjin Key Lab of Ophthalmology and Vision Science, Tianjin Eye Hospital, Tianjin Eye Institute, 300020, Tianjin, PR China
| | - Xiao Wang
- Clinical College of Ophthalmology, Tianjin Medical University, 300020, Tianjin, PR China
- Tianjin Key Lab of Ophthalmology and Vision Science, Tianjin Eye Hospital, Tianjin Eye Institute, 300020, Tianjin, PR China
| | - Yamin Chen
- Clinical College of Ophthalmology, Tianjin Medical University, 300020, Tianjin, PR China
- Tianjin Key Lab of Ophthalmology and Vision Science, Tianjin Eye Hospital, Tianjin Eye Institute, 300020, Tianjin, PR China
| | - Zichen Luan
- Clinical College of Ophthalmology, Tianjin Medical University, 300020, Tianjin, PR China
- Tianjin Key Lab of Ophthalmology and Vision Science, Tianjin Eye Hospital, Tianjin Eye Institute, 300020, Tianjin, PR China
| | - Rui Hao
- Clinical College of Ophthalmology, Tianjin Medical University, 300020, Tianjin, PR China.
- Tianjin Key Lab of Ophthalmology and Vision Science, Tianjin Eye Hospital, Tianjin Eye Institute, 300020, Tianjin, PR China.
- Nankai University Affiliated Eye Hospital, Nankai University, 300020, Tianjin, PR China.
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4
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Tan Z, Bussies PL, Sarn NB, Irfan M, DeSilva T, Eng C. Morphological and functional differences between hippocampal and cortical microglia and its impact on neuronal over-excitation in a germline Pten mutant mouse model. Neuroscience 2025; 570:159-172. [PMID: 39984030 DOI: 10.1016/j.neuroscience.2025.02.044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2024] [Revised: 01/22/2025] [Accepted: 02/18/2025] [Indexed: 02/23/2025]
Abstract
High-throughput, transcriptomic analyses of the brain have revealed significant differences of microglia between the hippocampus and the cortex. However, it remains unclear whether these regional differences translate into different microglial behaviors and impact disease progression. Here, we show that microglia possess higher morphological complexity and phagocytic capacity in the hippocampus compared to the cortex of wild-type mice. These regional differences are preserved in mice harboring a germline Pten mutation, which have a general increase of microglial ramification and phagocytic capacity. Moreover, we find that Pten-mutant microglia protect neurons from over-excitation through pruning excessive excitatory synapses and forming more microglia-neuron junctions. However, Pten-mutation induced neuronal over-excitation is normalized in the hippocampus but not the cortex which we are attributing to regional differences of microglia in both function and morphology. These Pten-mutant microglia may protect Pten mutant mice from developing spontaneous seizures, but cannot eliminate their heightened risk of provoked seizure. Collectively, our findings have revealed a potential protective role of microglia in an over-excited brain, underscoring the impact of microglial regional heterogeneity in disease development and highlighting their prospect as a therapeutic target for epilepsy.
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Affiliation(s)
- Zhibing Tan
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA; Cleveland Clinic Lerner College of Medicine, Case Western Reserve University, Cleveland, OH 44106, USA.
| | - Parker L Bussies
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Nicholas B Sarn
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Muhammad Irfan
- Department of Neurosciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Tara DeSilva
- Cleveland Clinic Lerner College of Medicine, Case Western Reserve University, Cleveland, OH 44106, USA; Department of Neurosciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Charis Eng
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA; Cleveland Clinic Lerner College of Medicine, Case Western Reserve University, Cleveland, OH 44106, USA; Center for Personalized Genetic Healthcare, Medical Specialties Institute, Cleveland Clinic, Cleveland, OH 44195, USA; Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH 44195, USA; Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH 44106, USA; Comprehensive Cancer Center, Case Western Reserve University, Cleveland, OH 44106, USA
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5
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Belliveau C, Rahimian R, Fakhfouri G, Hosdey C, Simard S, Davoli MA, Mirault D, Giros B, Turecki G, Mechawar N. Evidence of microglial involvement in the childhood abuse-associated increase in perineuronal nets in the ventromedial prefrontal cortex. Brain Behav Immun 2025; 124:321-334. [PMID: 39672240 DOI: 10.1016/j.bbi.2024.12.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/21/2024] [Revised: 12/02/2024] [Accepted: 12/10/2024] [Indexed: 12/15/2024] Open
Abstract
Microglia, known for their diverse roles in the central nervous system, have recently been recognized for their involvement in degrading the extracellular matrix. Perineuronal nets (PNNs), a specialized form of this matrix, are crucial for stabilizing neuronal connections and constraining plasticity. Our group recently reported increased PNN densities in the ventromedial prefrontal cortex (vmPFC) of depressed individuals that died by suicide in adulthood after experiencing childhood abuse (DS-CA) compared to matched controls. To explore potential underlying mechanisms, we employed a comprehensive approach in similar postmortem vmPFC samples, combining a human matrix metalloproteinase and chemokine array, isolation of CD11b-positive microglia and enzyme-linked immunosorbent assays (ELISA). Our findings indicate a significant downregulation of matrix metalloproteinase (MMP)-9 and tissue inhibitors of metalloproteinases (TIMP)-2 in both whole vmPFC grey matter and isolated microglial cells from DS-CA samples. Furthermore, our experiments reveal that a history of child abuse is associated with diminished levels of microglial CX3CR1 and IL33R in both vmPFC whole lysate and CD11b+ isolated cells. However, levels of the CX3CR1 ligand, CX3CL1 (Fractalkine), did not differ between groups. While these data suggest potential long-lasting alterations in microglial markers in the vmPFC of individuals exposed to severe childhood adversity, direct functional assessments were not conducted. Nonetheless, these findings offer insight into how childhood abuse may contribute to PNN alterations via microglial-related mechanisms.
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Affiliation(s)
- Claudia Belliveau
- McGill Group for Suicide Studies, Douglas Mental Health University Institute, McGill University, Montreal, Qc, Canada; Integrated Program in Neuroscience, McGill University, Montreal, Qc, Canada
| | - Reza Rahimian
- McGill Group for Suicide Studies, Douglas Mental Health University Institute, McGill University, Montreal, Qc, Canada
| | - Gohar Fakhfouri
- Department of Psychiatry, McGill University, Montreal, Qc, Canada
| | - Clémentine Hosdey
- McGill Group for Suicide Studies, Douglas Mental Health University Institute, McGill University, Montreal, Qc, Canada; Integrated Program in Neuroscience, McGill University, Montreal, Qc, Canada
| | - Sophie Simard
- McGill Group for Suicide Studies, Douglas Mental Health University Institute, McGill University, Montreal, Qc, Canada; Integrated Program in Neuroscience, McGill University, Montreal, Qc, Canada
| | - Maria Antonietta Davoli
- McGill Group for Suicide Studies, Douglas Mental Health University Institute, McGill University, Montreal, Qc, Canada
| | - Dominique Mirault
- McGill Group for Suicide Studies, Douglas Mental Health University Institute, McGill University, Montreal, Qc, Canada
| | - Bruno Giros
- Integrated Program in Neuroscience, McGill University, Montreal, Qc, Canada; Department of Psychiatry, McGill University, Montreal, Qc, Canada
| | - Gustavo Turecki
- McGill Group for Suicide Studies, Douglas Mental Health University Institute, McGill University, Montreal, Qc, Canada; Integrated Program in Neuroscience, McGill University, Montreal, Qc, Canada; Department of Psychiatry, McGill University, Montreal, Qc, Canada
| | - Naguib Mechawar
- McGill Group for Suicide Studies, Douglas Mental Health University Institute, McGill University, Montreal, Qc, Canada; Integrated Program in Neuroscience, McGill University, Montreal, Qc, Canada; Department of Psychiatry, McGill University, Montreal, Qc, Canada.
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6
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Butelman ER, Huang Y, Cathomas F, Gaudreault PO, Roussos P, Russo SJ, Goldstein RZ, Alia-Klein N. Serum cytokines and inflammatory proteins in individuals with heroin use disorder: potential mechanistically based biomarkers for diagnosis. Transl Psychiatry 2024; 14:414. [PMID: 39362849 PMCID: PMC11450096 DOI: 10.1038/s41398-024-03119-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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/23/2024] [Revised: 09/18/2024] [Accepted: 09/23/2024] [Indexed: 10/05/2024] Open
Abstract
Opioid use disorders cause major morbidity and mortality, and there is a pressing need for novel mechanistic targets and biomarkers for diagnosis and prognosis. Exposure to mu-opioid receptor (MOR) agonists causes changes in cytokine and inflammatory protein networks in peripheral blood, and also in brain glia and neurons. Individuals with heroin use disorder (iHUD) show dysregulated levels of several cytokines in the blood. However, there is limited data on a comprehensive panel of such markers in iHUD versus healthy controls (HC), especially considered as a multi-target biomarker. We used a validated proximity extension assay for the relative quantification of 92 cytokines and inflammatory proteins in the serum of iHUD on medication-assisted therapy (MAT; n = 21), compared to HC (n = 24). Twenty-nine targets showed significant group differences (primarily iHUD>HC), surviving multiple comparison corrections (p = 0.05). These targets included 19 members of canonical cytokine families, including specific chemokines, interleukins, growth factors, and tumor necrosis factor (TNF)-related proteins. For dimensionality reduction, data from these 19 cytokines were entered into a principal component (PC) analysis, with PC1 scores showing significant group differences (iHUD > HC; p < 0.0001). A receiver-operating characteristic (ROC) curve analysis yielded an AUROC = 91.7% (p < 0.0001). This PC1 score remained a positive predictor of being in the HUD group in a multivariable logistic regression, that included select demographic/clinical variables. Overall, this study shows a panel of cytokines that differ significantly between iHUD and HC, providing a multi-target "cytokine biomarker score" for potential diagnostic purposes, and future examination of disease severity.
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Affiliation(s)
- Eduardo R Butelman
- Neuropsychoimaging of Addictions and Related Conditions Research Program (NARC), Icahn School of Medicine at Mount Sinai, Departments of Psychiatry and Neuroscience, New York, NY, USA.
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| | - Yuefeng Huang
- Neuropsychoimaging of Addictions and Related Conditions Research Program (NARC), Icahn School of Medicine at Mount Sinai, Departments of Psychiatry and Neuroscience, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Flurin Cathomas
- Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Nash Family Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Brain and Body Research Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Center of Affective Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Pierre-Olivier Gaudreault
- Neuropsychoimaging of Addictions and Related Conditions Research Program (NARC), Icahn School of Medicine at Mount Sinai, Departments of Psychiatry and Neuroscience, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Panos Roussos
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Center for Disease Neurogenomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Science, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Mental Illness Research, Education, and Clinical Center (VISN 2 South), James J. Peters VA Medical Center, Bronx, NY, USA
- Center for Precision Medicine and Translational Therapeutics, James J. Peters VA Medical Center, Bronx, NY, USA
| | - Scott J Russo
- Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Nash Family Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Brain and Body Research Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Center of Affective Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Rita Z Goldstein
- Neuropsychoimaging of Addictions and Related Conditions Research Program (NARC), Icahn School of Medicine at Mount Sinai, Departments of Psychiatry and Neuroscience, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Nelly Alia-Klein
- Neuropsychoimaging of Addictions and Related Conditions Research Program (NARC), Icahn School of Medicine at Mount Sinai, Departments of Psychiatry and Neuroscience, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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7
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Pramanik S, Devi M H, Chakrabarty S, Paylar B, Pradhan A, Thaker M, Ayyadhury S, Manavalan A, Olsson PE, Pramanik G, Heese K. Microglia signaling in health and disease - Implications in sex-specific brain development and plasticity. Neurosci Biobehav Rev 2024; 165:105834. [PMID: 39084583 DOI: 10.1016/j.neubiorev.2024.105834] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2024] [Revised: 07/21/2024] [Accepted: 07/27/2024] [Indexed: 08/02/2024]
Abstract
Microglia, the intrinsic neuroimmune cells residing in the central nervous system (CNS), exert a pivotal influence on brain development, homeostasis, and functionality, encompassing critical roles during both aging and pathological states. Recent advancements in comprehending brain plasticity and functions have spotlighted conspicuous variances between male and female brains, notably in neurogenesis, neuronal myelination, axon fasciculation, and synaptogenesis. Nevertheless, the precise impact of microglia on sex-specific brain cell plasticity, sculpting diverse neural network architectures and circuits, remains largely unexplored. This article seeks to unravel the present understanding of microglial involvement in brain development, plasticity, and function, with a specific emphasis on microglial signaling in brain sex polymorphism. Commencing with an overview of microglia in the CNS and their associated signaling cascades, we subsequently probe recent revelations regarding molecular signaling by microglia in sex-dependent brain developmental plasticity, functions, and diseases. Notably, C-X3-C motif chemokine receptor 1 (CX3CR1), triggering receptors expressed on myeloid cells 2 (TREM2), calcium (Ca2+), and apolipoprotein E (APOE) emerge as molecular candidates significantly contributing to sex-dependent brain development and plasticity. In conclusion, we address burgeoning inquiries surrounding microglia's pivotal role in the functional diversity of developing and aging brains, contemplating their potential implications for gender-tailored therapeutic strategies in neurodegenerative diseases.
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Affiliation(s)
- Subrata Pramanik
- Jyoti and Bhupat Mehta School of Health Sciences and Technology, Indian Institute of Technology Guwahati, Guwahati 781039, Assam, India.
| | - Harini Devi M
- Jyoti and Bhupat Mehta School of Health Sciences and Technology, Indian Institute of Technology Guwahati, Guwahati 781039, Assam, India
| | - Saswata Chakrabarty
- Jyoti and Bhupat Mehta School of Health Sciences and Technology, Indian Institute of Technology Guwahati, Guwahati 781039, Assam, India
| | - Berkay Paylar
- Biology, The Life Science Center, School of Science and Technology, Örebro University, Örebro 70182, Sweden
| | - Ajay Pradhan
- Biology, The Life Science Center, School of Science and Technology, Örebro University, Örebro 70182, Sweden
| | - Manisha Thaker
- Eurofins Lancaster Laboratories, Inc., 2425 New Holland Pike, Lancaster, PA 17601, USA
| | - Shamini Ayyadhury
- The Donnelly Centre, University of Toronto, Toronto, Ontario M5S 3E1, Canada
| | - Arulmani Manavalan
- Department of Cariology, Saveetha Dental College and Hospitals, Saveetha Institute of Medical and Technical Sciences, Chennai, Tamil Nadu 600077, India
| | - Per-Erik Olsson
- Biology, The Life Science Center, School of Science and Technology, Örebro University, Örebro 70182, Sweden
| | - Gopal Pramanik
- Department of Pharmaceutical Sciences and Technology, Birla Institute of Technology, Mesra, Ranchi, Jharkhand 835215, India.
| | - Klaus Heese
- Graduate School of Biomedical Science and Engineering, Hanyang University, 222 Wangsimni-ro, Seongdong-gu, Seoul 133791, the Republic of Korea.
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8
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Chen S, Rahn RM, Bice AR, Bice SH, Padawer-Curry JA, Hengen KB, Dougherty JD, Culver JP. Visual Deprivation during Mouse Critical Period Reorganizes Network-Level Functional Connectivity. J Neurosci 2024; 44:e1019232024. [PMID: 38538145 PMCID: PMC11079959 DOI: 10.1523/jneurosci.1019-23.2024] [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: 05/30/2023] [Revised: 03/04/2024] [Accepted: 03/12/2024] [Indexed: 04/09/2024] Open
Abstract
A classic example of experience-dependent plasticity is ocular dominance (OD) shift, in which the responsiveness of neurons in the visual cortex is profoundly altered following monocular deprivation (MD). It has been postulated that OD shifts also modify global neural networks, but such effects have never been demonstrated. Here, we use wide-field fluorescence optical imaging (WFOI) to characterize calcium-based resting-state functional connectivity during acute (3 d) MD in female and male mice with genetically encoded calcium indicators (Thy1-GCaMP6f). We first establish the fundamental performance of WFOI by computing signal to noise properties throughout our data processing pipeline. Following MD, we found that Δ band (0.4-4 Hz) GCaMP6 activity in the deprived visual cortex decreased, suggesting that excitatory activity in this region was reduced by MD. In addition, interhemispheric visual homotopic functional connectivity decreased following MD, which was accompanied by a reduction in parietal and motor homotopic connectivity. Finally, we observed enhanced internetwork connectivity between the visual and parietal cortex that peaked 2 d after MD. Together, these findings support the hypothesis that early MD induces dynamic reorganization of disparate functional networks including the association cortices.
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Affiliation(s)
- Siyu Chen
- Departments of Radiology, Washington University School of Medicine, St. Louis, Missouri 63110
- Genetics, Washington University School of Medicine, St. Louis, Missouri 63110
- Psychiatry, Washington University School of Medicine, St. Louis, Missouri 63110
| | - Rachel M Rahn
- Departments of Radiology, Washington University School of Medicine, St. Louis, Missouri 63110
- Genetics, Washington University School of Medicine, St. Louis, Missouri 63110
- Psychiatry, Washington University School of Medicine, St. Louis, Missouri 63110
| | - Annie R Bice
- Departments of Radiology, Washington University School of Medicine, St. Louis, Missouri 63110
| | - Seana H Bice
- Departments of Radiology, Washington University School of Medicine, St. Louis, Missouri 63110
| | - Jonah A Padawer-Curry
- Departments of Radiology, Washington University School of Medicine, St. Louis, Missouri 63110
| | - Keith B Hengen
- Biology, Washington University School of Medicine, St. Louis, Missouri 63110
| | - Joseph D Dougherty
- Genetics, Washington University School of Medicine, St. Louis, Missouri 63110
- Psychiatry, Washington University School of Medicine, St. Louis, Missouri 63110
- Intellectual and Developmental Disabilities Research Center, Washington University School of Medicine, St. Louis, Missouri 63110
| | - Joseph P Culver
- Departments of Radiology, Washington University School of Medicine, St. Louis, Missouri 63110
- Physics, Washington University School of Medicine, St. Louis, Missouri 63110
- Biomedical Engineering, Washington University School of Medicine, St. Louis, Missouri 63110
- Imaging Science PhD Program, Washington University School of Medicine, St. Louis, Missouri 63110
- Biophotonics Research Center, Washington University School of Medicine, St. Louis, Missouri 63110
- Neuroscience, Washington University School of Medicine, St. Louis, Missouri 63110
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9
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Butelman ER, Huang Y, Cathomas F, Gaudreault PO, Roussos P, Russo SJ, Goldstein RZ, Alia-Klein N. Serum cytokine and inflammatory markers in individuals with heroin use disorder: potential biomarkers for diagnosis and disease severity. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.04.29.24306559. [PMID: 38746340 PMCID: PMC11092731 DOI: 10.1101/2024.04.29.24306559] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2024]
Abstract
Opioid use disorders cause major morbidity and mortality, and there is a pressing need for novel mechanistic targets and biomarkers for diagnosis and prognosis. Exposure to mu-opioid receptor (MOR) agonists causes changes in cytokine and inflammatory protein networks in peripheral blood, and also in brain glia and neurons. Individuals with heroin use disorder (iHUD) show dysregulated levels of several cytokines in blood. However, there is limited data on a comprehensive panel of such markers in iHUD versus healthy controls (HC), especially as a multi-target biomarker. We used a validated proximity extension assay for relative quantification of 92 cytokines and inflammatory proteins in serum of iHUD on medication assisted therapy (MAT; n=21), versus HC (n=24). Twenty-nine targets showed significant group differences (primarily iHUD>HC), surviving multiple comparison correction (p=0.05). This included 19 members of canonical cytokine families, including specific chemokines, interleukins, growth factors, and tumor necrosis factor (TNF)-related proteins. For dimensionality reduction, data from these 19 cytokines were entered into a principal component (PC) analysis, and PC1 scores were iHUD>HC (p<0.0001). A receiver-operating characteristic (ROC) curve analysis yielded an AUROC=91.7% (p<0.0001). This PC1 score remained a positive predictor of being in the HUD group in a multivariable logistic regression, which included demographic/clinical variables. Overall, this study shows a panel of cytokines that differ significantly between iHUD and HC, and provides a multi-target "cytokine biomarker score" for potential diagnostic purposes, and examination of disease severity.
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Peng C, Guo D, Liu L, Xiao D, Nie L, Liang H, Guo D, Yang H. Total sleep deprivation alters spontaneous brain activity in medical staff during routine clinical work: a resting-state functional MR imaging study. Front Neurosci 2024; 18:1377094. [PMID: 38638698 PMCID: PMC11025562 DOI: 10.3389/fnins.2024.1377094] [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: 01/26/2024] [Accepted: 03/21/2024] [Indexed: 04/20/2024] Open
Abstract
Objectives To assess the effect of total sleep deprivation (TSD) on spontaneous brain activity in medical staff during routine clinical practice. Methods A total of 36 medical staff members underwent resting-state functional MRI (rs-fMRI) scans and neuropsychological tests twice, corresponding to rested wakefulness (RW) after normal sleep and 24 h of acute TSD. The rs-fMRI features, including the mean fractional amplitude of low-frequency fluctuation (mfALFF), z-score transformed regional homogeneity (zReHo), and functional connectivity (zFC), were compared between RW and TSD. Correlation coefficients between the change in altered rs-fMRI features and the change in altered scores of neuropsychological tests after TSD were calculated. Receiver operating characteristic (ROC) and logistic regression analyses were performed to evaluate the diagnostic efficacy of significantly altered rs-fMRI features in distinguishing between RW and TSD states. Results Brain regions, including right superior temporal gyrus, bilateral postcentral gyrus, left medial superior frontal gyrus, left middle temporal gyrus, right precentral gyrus, and left precuneus, showed significantly enhanced rs-fMRI features (mfALFF, zReHo, zFC) after TSD. Moreover, the changes in altered rs-fMRI features of the right superior temporal gyrus, bilateral postcentral gyrus, left middle temporal gyrus, and left precuneus were significantly correlated with the changes in several altered scores of neuropsychological tests. The combination of mfALFF (bilateral postcentral gyrus) and zFC (left medial superior frontal gyrus and left precuneus) showed the highest area under the curve (0.870) in distinguishing RW from TSD. Conclusion Spontaneous brain activity alterations occurred after TSD in routine clinical practice, which might explain the reduced performances of these participants in neurocognitive tests after TSD. These alterations might be potential imaging biomarkers for assessing the impact of TSD and distinguishing between RW and TSD states.
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Affiliation(s)
- Cong Peng
- The Department of Radiology, Chongqing Hospital of Traditional Chinese Medicine, Chongqing, China
- Department of Radiology, Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
- Department of Radiology, Chongqing General Hospital, Chongqing, China
| | - Dingbo Guo
- The Department of Radiology, Chongqing Hospital of Traditional Chinese Medicine, Chongqing, China
| | - Liuheng Liu
- The Department of Radiology, Chongqing Hospital of Traditional Chinese Medicine, Chongqing, China
| | - Dongling Xiao
- Department of Anatomy, Key Lab for Biomechanics and Tissue Engineering of Chongqing, Army Medical University (Third Military Medical University), Chongqing, China
| | - Lisha Nie
- GE Healthcare, MR Research, Beijing, China
| | | | - Dajing Guo
- Department of Radiology, Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Hua Yang
- The Department of Radiology, Chongqing Hospital of Traditional Chinese Medicine, Chongqing, China
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11
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Abstract
It has been more than a century since Pío del Río-Hortega first characterized microglia in histological stains of brain tissue. Since then, significant advances have been made in understanding the role of these resident central nervous system (CNS) macrophages. In particular, it is now known that microglia can sense neural activity and modulate neuronal circuits accordingly. We review the mechanisms by which microglia detect changes in neural activity to then modulate synapse numbers in the developing and mature CNS. This includes responses to both spontaneous and experience-driven neural activity. We further discuss activity-dependent mechanisms by which microglia regulate synaptic function and neural circuit excitability. Together, our discussion provides a comprehensive review of the activity-dependent functions of microglia within neural circuits in the healthy CNS, and highlights exciting new open questions related to understanding more fully microglia as key components and regulators of neural circuits.
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Affiliation(s)
- Violeta Durán Laforet
- Department of Neurobiology, Brudnick Neuropsychiatric Research Institute, University of Massachusetts Chan Medical School, Worcester, Massachusetts, USA
| | - Dorothy P Schafer
- Department of Neurobiology, Brudnick Neuropsychiatric Research Institute, University of Massachusetts Chan Medical School, Worcester, Massachusetts, USA
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Peng X, Mao Y, Liu Y, Dai Q, Tai Y, Luo B, Liang Y, Guan R, Zhou W, Chen L, Zhang Z, Shen G, Wang H. Microglial activation in the lateral amygdala promotes anxiety-like behaviors in mice with chronic moderate noise exposure. CNS Neurosci Ther 2024; 30:e14674. [PMID: 38468130 PMCID: PMC10927919 DOI: 10.1111/cns.14674] [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: 10/21/2023] [Revised: 01/26/2024] [Accepted: 02/24/2024] [Indexed: 03/13/2024] Open
Abstract
BACKGROUND Long-term non-traumatic noise exposure, such as heavy traffic noise, can elicit emotional disorders in humans. However, the underlying neural substrate is still poorly understood. METHODS We exposed mice to moderate white noise for 28 days to induce anxiety-like behaviors, measured by open-field, elevated plus maze, and light-dark box tests. In vivo multi-electrode recordings in awake mice were used to examine neuronal activity. Chemogenetics were used to silence specific brain regions. Viral tracing, immunofluorescence, and confocal imaging were applied to define the neural circuit and characterize the morphology of microglia. RESULTS Exposure to moderate noise for 28 days at an 85-dB sound pressure level resulted in anxiety-like behaviors in open-field, elevated plus maze, and light-dark box tests. Viral tracing revealed that fibers projecting from the auditory cortex and auditory thalamus terminate in the lateral amygdala (LA). A noise-induced increase in spontaneous firing rates of the LA and blockade of noise-evoked anxiety-like behaviors by chemogenetic inhibition of LA glutamatergic neurons together confirmed that the LA plays a critical role in noise-induced anxiety. Noise-exposed animals were more vulnerable to anxiety induced by acute noise stressors than control mice. In addition to these behavioral abnormalities, ionized calcium-binding adaptor molecule 1 (Iba-1)-positive microglia in the LA underwent corresponding morphological modifications, including reduced process length and branching and increased soma size following noise exposure. Treatment with minocycline to suppress microglia inhibited noise-associated changes in microglial morphology, neuronal electrophysiological activity, and behavioral changes. Furthermore, microglia-mediated synaptic phagocytosis favored inhibitory synapses, which can cause an imbalance between excitation and inhibition, leading to anxiety-like behaviors. CONCLUSIONS Our study identifies LA microglial activation as a critical mediator of noise-induced anxiety-like behaviors, leading to neuronal and behavioral changes through selective synapse phagocytosis. Our results highlight the pivotal but previously unrecognized roles of LA microglia in chronic moderate noise-induced behavioral changes.
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Affiliation(s)
- Xiaoqi Peng
- Department of Anesthesiology, The First Affiliated Hospital of USTC, Hefei National Laboratory for Physical Sciences at the Microscale, Division of Life Sciences and MedicineUniversity of Science and Technology of ChinaHefeiChina
| | - Yunfeng Mao
- Department of Anesthesiology, The First Affiliated Hospital of USTC, Hefei National Laboratory for Physical Sciences at the Microscale, Division of Life Sciences and MedicineUniversity of Science and Technology of ChinaHefeiChina
| | - Yehao Liu
- School of Integrated Chinese and Western MedicineAnhui University of Chinese MedicineHefeiChina
| | - Qian Dai
- School of Integrated Chinese and Western MedicineAnhui University of Chinese MedicineHefeiChina
| | - Yingju Tai
- Department of Anesthesiology, The First Affiliated Hospital of USTC, Hefei National Laboratory for Physical Sciences at the Microscale, Division of Life Sciences and MedicineUniversity of Science and Technology of ChinaHefeiChina
| | - Bin Luo
- Auditory Research Laboratory, Department of Neurobiology and Biophysics, Division of Life Sciences and MedicineUniversity of Science and Technology of ChinaHefeiChina
- Department of PsychiatryThe First Affiliated Hospital of USTCHefeiChina
| | - Yue Liang
- Department of OtolaryngologyThe First Affiliated Hospital of USTCHefeiChina
| | - Ruirui Guan
- Department of OtolaryngologyThe First Affiliated Hospital of USTCHefeiChina
| | - Wenjie Zhou
- Songjiang Research InstituteShanghai Jiao Tong University School of MedicineShanghaiChina
| | - Lin Chen
- Auditory Research Laboratory, Department of Neurobiology and Biophysics, Division of Life Sciences and MedicineUniversity of Science and Technology of ChinaHefeiChina
| | - Zhi Zhang
- Department of Anesthesiology, The First Affiliated Hospital of USTC, Hefei National Laboratory for Physical Sciences at the Microscale, Division of Life Sciences and MedicineUniversity of Science and Technology of ChinaHefeiChina
| | - Guoming Shen
- School of Integrated Chinese and Western MedicineAnhui University of Chinese MedicineHefeiChina
| | - Haitao Wang
- School of Integrated Chinese and Western MedicineAnhui University of Chinese MedicineHefeiChina
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Zhao S, Umpierre AD, Wu LJ. Tuning neural circuits and behaviors by microglia in the adult brain. Trends Neurosci 2024; 47:181-194. [PMID: 38245380 PMCID: PMC10939815 DOI: 10.1016/j.tins.2023.12.003] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Revised: 11/04/2023] [Accepted: 12/21/2023] [Indexed: 01/22/2024]
Abstract
Microglia are the primary immune cells of the CNS, contributing to both inflammatory damage and tissue repair in neurological disorder. In addition, emerging evidence highlights the role of homeostatic microglia in regulating neuronal activity, interacting with synapses, tuning neural circuits, and modulating behaviors. Herein, we review how microglia sense and regulate neuronal activity through synaptic interactions, thereby directly engaging with neural networks and behaviors. We discuss current studies utilizing microglial optogenetic and chemogenetic approaches to modulate adult neural circuits. These manipulations of microglia across different CNS regions lead to diverse behavioral consequences. We propose that spatial heterogeneity of microglia-neuron interaction lays the groundwork for understanding diverse functions of microglia in neural circuits and behaviors.
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Affiliation(s)
- Shunyi Zhao
- Department of Neurology, Mayo Clinic, Rochester, MN, USA; Mayo Clinic Graduate School of Biomedical Sciences, Rochester, MN, USA
| | | | - Long-Jun Wu
- Department of Neurology, Mayo Clinic, Rochester, MN, USA; Department of Immunology, Mayo Clinic, Rochester, MN, USA; Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA.
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Virtuoso A, Galanis C, Lenz M, Papa M, Vlachos A. Regional Microglial Response in Entorhino-Hippocampal Slice Cultures to Schaffer Collateral Lesion and Metalloproteinases Modulation. Int J Mol Sci 2024; 25:2346. [PMID: 38397023 PMCID: PMC10889226 DOI: 10.3390/ijms25042346] [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: 01/12/2024] [Revised: 02/08/2024] [Accepted: 02/13/2024] [Indexed: 02/25/2024] Open
Abstract
Microglia and astrocytes are essential in sustaining physiological networks in the central nervous system, with their ability to remodel the extracellular matrix, being pivotal for synapse plasticity. Recent findings have challenged the traditional view of homogenous glial populations in the brain, uncovering morphological, functional, and molecular heterogeneity among glial cells. This diversity has significant implications for both physiological and pathological brain states. In the present study, we mechanically induced a Schaffer collateral lesion (SCL) in mouse entorhino-hippocampal slice cultures to investigate glial behavior, i.e., microglia and astrocytes, under metalloproteinases (MMPs) modulation in the lesioned area, CA3, and the denervated region, CA1. We observed distinct response patterns in the microglia and astrocytes 3 days after the lesion. Notably, GFAP-expressing astrocytes showed no immediate changes post-SCL. Microglia responses varied depending on their anatomical location, underscoring the complexity of the hippocampal neuroglial network post-injury. The MMPs inhibitor GM6001 did not affect microglial reactions in CA3, while increasing the number of Iba1-expressing cells in CA1, leading to a withdrawal of their primary branches. These findings highlight the importance of understanding glial regionalization following neural injury and MMPs modulation and pave the way for further research into glia-targeted therapeutic strategies for neurodegenerative disorders.
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Affiliation(s)
- Assunta Virtuoso
- Neuronal Morphology Networks and Systems Biology Laboratory, Division of Human Anatomy, Department of Mental and Physical Health and Preventive Medicine, University of Campania Luigi Vanvitelli, 80138 Naples, Italy
- Department of Neuroanatomy, Institute of Anatomy and Cell Biology, Faculty of Medicine, University of Freiburg, 79104 Freiburg, Germany; (C.G.); (A.V.)
| | - Christos Galanis
- Department of Neuroanatomy, Institute of Anatomy and Cell Biology, Faculty of Medicine, University of Freiburg, 79104 Freiburg, Germany; (C.G.); (A.V.)
| | - Maximilian Lenz
- Department of Neuroanatomy, Institute of Anatomy and Cell Biology, Faculty of Medicine, University of Freiburg, 79104 Freiburg, Germany; (C.G.); (A.V.)
- Hannover Medical School, Institute of Neuroanatomy and Cell Biology, 30625 Hannover, Germany
| | - Michele Papa
- Neuronal Morphology Networks and Systems Biology Laboratory, Division of Human Anatomy, Department of Mental and Physical Health and Preventive Medicine, University of Campania Luigi Vanvitelli, 80138 Naples, Italy
| | - Andreas Vlachos
- Department of Neuroanatomy, Institute of Anatomy and Cell Biology, Faculty of Medicine, University of Freiburg, 79104 Freiburg, Germany; (C.G.); (A.V.)
- Center for Basics in NeuroModulation (NeuroModulBasics), Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
- Center BrainLinks–BrainTools, University of Freiburg, 79110 Freiburg, Germany
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15
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Araki T, Hiragi T, Kuga N, Luo C, Andoh M, Sugao K, Nagata H, Sasaki T, Ikegaya Y, Koyama R. Microglia induce auditory dysfunction after status epilepticus in mice. Glia 2024; 72:274-288. [PMID: 37746760 DOI: 10.1002/glia.24472] [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: 01/26/2023] [Revised: 09/08/2023] [Accepted: 09/14/2023] [Indexed: 09/26/2023]
Abstract
Auditory dysfunction and increased neuronal activity in the auditory pathways have been reported in patients with temporal lobe epilepsy, but the cellular mechanisms involved are unknown. Here, we report that microglia play a role in the disinhibition of auditory pathways after status epilepticus in mice. We found that neuronal activity in the auditory pathways, including the primary auditory cortex and the medial geniculate body (MGB), was increased and auditory discrimination was impaired after status epilepticus. We further demonstrated that microglia reduced inhibitory synapses on MGB relay neurons over an 8-week period after status epilepticus, resulting in auditory pathway hyperactivity. In addition, we found that local removal of microglia from the MGB attenuated the increase in c-Fos+ relay neurons and improved auditory discrimination. These findings reveal that thalamic microglia are involved in auditory dysfunction in epilepsy.
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Affiliation(s)
- Tasuku Araki
- Laboratory of Chemical Pharmacology, Graduate School of Pharmaceutical Sciences, The University of Tokyo, Tokyo, Japan
| | - Toshimitsu Hiragi
- Laboratory of Chemical Pharmacology, Graduate School of Pharmaceutical Sciences, The University of Tokyo, Tokyo, Japan
| | - Nahoko Kuga
- Laboratory of Chemical Pharmacology, Graduate School of Pharmaceutical Sciences, The University of Tokyo, Tokyo, Japan
- Department of Pharmacology, Graduate School of Pharmaceutical Sciences, Tohoku University, Sendai, Japan
| | - Cong Luo
- Laboratory of Chemical Pharmacology, Graduate School of Pharmaceutical Sciences, The University of Tokyo, Tokyo, Japan
| | - Megumi Andoh
- Laboratory of Chemical Pharmacology, Graduate School of Pharmaceutical Sciences, The University of Tokyo, Tokyo, Japan
| | | | | | - Takuya Sasaki
- Laboratory of Chemical Pharmacology, Graduate School of Pharmaceutical Sciences, The University of Tokyo, Tokyo, Japan
- Department of Pharmacology, Graduate School of Pharmaceutical Sciences, Tohoku University, Sendai, Japan
| | - Yuji Ikegaya
- Laboratory of Chemical Pharmacology, Graduate School of Pharmaceutical Sciences, The University of Tokyo, Tokyo, Japan
- Institute for AI and Beyond, The University of Tokyo, Tokyo, Japan
- Center for Information and Neural Networks, National Institute of Information and Communications Technology, Osaka, Japan
| | - Ryuta Koyama
- Laboratory of Chemical Pharmacology, Graduate School of Pharmaceutical Sciences, The University of Tokyo, Tokyo, Japan
- Institute for AI and Beyond, The University of Tokyo, Tokyo, Japan
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