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Hanna SJ, Bonami RH, Corrie B, Westley M, Posgai AL, Luning Prak ET, Breden F, Michels AW, Brusko TM. The Type 1 Diabetes T Cell Receptor and B Cell Receptor Repository in the AIRR Data Commons: a practical guide for access, use and contributions through the Type 1 Diabetes AIRR Consortium. Diabetologia 2024:10.1007/s00125-024-06298-y. [PMID: 39467874 DOI: 10.1007/s00125-024-06298-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/26/2024] [Accepted: 08/19/2024] [Indexed: 10/30/2024]
Abstract
Human molecular genetics has brought incredible insights into the variants that confer risk for the development of tissue-specific autoimmune diseases, including type 1 diabetes. The hallmark cell-mediated immune destruction that is characteristic of type 1 diabetes is closely linked with risk conferred by the HLA class II gene locus, in combination with a broad array of additional candidate genes influencing islet-resident beta cells within the pancreas, as well as function, phenotype and trafficking of immune cells to tissues. In addition to the well-studied germline SNP variants, there are critical contributions conferred by T cell receptor (TCR) and B cell receptor (BCR) genes that undergo somatic recombination to yield the Adaptive Immune Receptor Repertoire (AIRR) responsible for autoimmunity in type 1 diabetes. We therefore created the T1D TCR/BCR Repository (The Type 1 Diabetes T Cell Receptor and B Cell Receptor Repository) to study these highly variable and dynamic gene rearrangements. In addition to processed TCR and BCR sequences, the T1D TCR/BCR Repository includes detailed metadata (e.g. participant demographics, disease-associated parameters and tissue type). We introduce the Type 1 Diabetes AIRR Consortium goals and outline methods to use and deposit data to this comprehensive repository. Our ultimate goal is to facilitate research community access to rich, carefully annotated immune AIRR datasets to enable new scientific inquiry and insight into the natural history and pathogenesis of type 1 diabetes.
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Affiliation(s)
- Stephanie J Hanna
- Division of Infection and Immunity, Cardiff University School of Medicine, Cardiff, UK.
| | - Rachel H Bonami
- Department of Medicine, Division of Rheumatology and Immunology, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, TN, USA
- Vanderbilt Center for Immunobiology, Nashville, TN, USA
- Vanderbilt Institute for Infection, Immunology, and Inflammation, Nashville, TN, USA
| | - Brian Corrie
- Department of Biological Sciences, Simon Fraser University, Burnaby, BC, Canada
- iReceptor Genomic Services, Summerland, BC, Canada
| | | | - Amanda L Posgai
- Department of Pathology, Immunology, and Laboratory Medicine, College of Medicine, Diabetes Institute, University of Florida, Gainesville, FL, USA
| | - Eline T Luning Prak
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Felix Breden
- Department of Biological Sciences, Simon Fraser University, Burnaby, BC, Canada
- iReceptor Genomic Services, Summerland, BC, Canada
| | - Aaron W Michels
- Barbara Davis Center for Diabetes, University of Colorado School of Medicine, Aurora, CO, USA.
| | - Todd M Brusko
- Department of Pathology, Immunology, and Laboratory Medicine, College of Medicine, Diabetes Institute, University of Florida, Gainesville, FL, USA.
- Department of Pediatrics, College of Medicine, Diabetes Institute, University of Florida, Gainesville, FL, USA.
- Department of Biochemistry and Molecular Biology, College of Medicine, Diabetes Institute, University of Florida, Gainesville, FL, USA.
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2
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Gopalaswamy R, Aravindhan V, Subbian S. The Ambivalence of Post COVID-19 Vaccination Responses in Humans. Biomolecules 2024; 14:1320. [PMID: 39456253 PMCID: PMC11506738 DOI: 10.3390/biom14101320] [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: 08/20/2024] [Revised: 10/09/2024] [Accepted: 10/14/2024] [Indexed: 10/28/2024] Open
Abstract
The Coronavirus disease 2019 (COVID-19) pandemic, caused by severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2), has prompted a massive global vaccination campaign, leading to the rapid development and deployment of several vaccines. Various COVID-19 vaccines are under different phases of clinical trials and include the whole virus or its parts like DNA, mRNA, or protein subunits administered directly or through vectors. Beginning in 2020, a few mRNA (Pfizer-BioNTech BNT162b2 and Moderna mRNA-1273) and adenovirus-based (AstraZeneca ChAdOx1-S and the Janssen Ad26.COV2.S) vaccines were recommended by WHO for emergency use before the completion of the phase 3 and 4 trials. These vaccines were mostly administered in two or three doses at a defined frequency between the two doses. While these vaccines, mainly based on viral nucleic acids or protein conferred protection against the progression of SARS-CoV-2 infection into severe COVID-19, and prevented death due to the disease, their use has also been accompanied by a plethora of side effects. Common side effects include localized reactions such as pain at the injection site, as well as systemic reactions like fever, fatigue, and headache. These symptoms are generally mild to moderate and resolve within a few days. However, rare but more serious side effects have been reported, including allergic reactions such as anaphylaxis and, in some cases, myocarditis or pericarditis, particularly in younger males. Ongoing surveillance and research efforts continue to refine the understanding of these adverse effects, providing critical insights into the risk-benefit profile of COVID-19 vaccines. Nonetheless, the overall safety profile supports the continued use of these vaccines in combating the pandemic, with regulatory agencies and health organizations emphasizing the importance of vaccination in preventing COVID-19's severe outcomes. In this review, we describe different types of COVID-19 vaccines and summarize various adverse effects due to autoimmune and inflammatory response(s) manifesting predominantly as cardiac, hematological, neurological, and psychological dysfunctions. The incidence, clinical presentation, risk factors, diagnosis, and management of different adverse effects and possible mechanisms contributing to these effects are discussed. The review highlights the potential ambivalence of human response post-COVID-19 vaccination and necessitates the need to mitigate the adverse side effects.
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Affiliation(s)
- Radha Gopalaswamy
- Directorate of Distance Education, Madurai Kamaraj University, Madurai 625021, India;
| | - Vivekanandhan Aravindhan
- Department of Genetics, Dr Arcot Lakshmanasamy Mudaliyar Post Graduate Institute of Basic Medical Sciences (Dr ALM PG IBMS), University of Madras, Taramani, Chennai 600005, India;
| | - Selvakumar Subbian
- Public Health Research Institute, New Jersey Medical School, Rutgers University, Newark, NJ 07103, USA
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3
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Sirkis DW, Oddi AP, Jonson C, Bonham LW, Hoang PT, Yokoyama JS. The role of interferon signaling in neurodegeneration and neuropsychiatric disorders. Front Psychiatry 2024; 15:1480438. [PMID: 39421070 PMCID: PMC11484020 DOI: 10.3389/fpsyt.2024.1480438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/14/2024] [Accepted: 09/09/2024] [Indexed: 10/19/2024] Open
Abstract
Recent advances in transcriptomics research have uncovered heightened interferon (IFN) responses in neurodegenerative diseases including Alzheimer's disease, primary tauopathy, Parkinson's disease, TDP-43 proteinopathy, and related mouse models. Augmented IFN signaling is now relatively well established for microglia in these contexts, but emerging work has highlighted a novel role for IFN-responsive T cells in the brain and peripheral blood in some types of neurodegeneration. These findings complement a body of literature implicating dysregulated IFN signaling in neuropsychiatric disorders including major depression and post-traumatic stress disorder. In this review, we will characterize and integrate advances in our understanding of IFN responses in neurodegenerative and neuropsychiatric disease, discuss how sex and ancestry modulate the IFN response, and examine potential mechanistic explanations for the upregulation of antiviral-like IFN signaling pathways in these seemingly non-viral neurological and psychiatric disorders.
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Affiliation(s)
- Daniel W. Sirkis
- Memory and Aging Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, United States
| | - Alexis P. Oddi
- Memory and Aging Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, United States
| | - Caroline Jonson
- Memory and Aging Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, United States
- Center for Alzheimer’s and Related Dementias, National Institutes of Health, Bethesda, MD, United States
- DataTecnica LLC, Washington, DC, United States
| | - Luke W. Bonham
- Memory and Aging Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, United States
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA, United States
| | - Phuong T. Hoang
- Movement Disorders and Neuromodulation Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, United States
| | - Jennifer S. Yokoyama
- Memory and Aging Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, United States
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA, United States
- Global Brain Health Institute, University of California, San Francisco, San Francisco, CA, United States
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4
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Bellucci M, Bozzano FM, Castellano C, Pesce G, Beronio A, Farshchi AH, Limongelli A, Uccelli A, Benedetti L, De Maria A. Post-SARS-CoV-2 infection and post-vaccine-related neurological complications share clinical features and the same positivity to anti-ACE2 antibodies. Front Immunol 2024; 15:1398028. [PMID: 39148725 PMCID: PMC11324485 DOI: 10.3389/fimmu.2024.1398028] [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: 03/08/2024] [Accepted: 07/15/2024] [Indexed: 08/17/2024] Open
Abstract
Introduction A potential overlap in symptoms between post-acute COVID-19 syndrome and post-COVID-19 vaccination syndrome has been noted. We report a paired description of patients presenting with similar manifestations involving the central (CNS) or peripheral nervous system (PNS) following SARS-CoV-2 infection or vaccination, suggesting that both may have triggered similar immune-mediated neurological disorders in the presence of anti-idiotype antibodies directed against the ACE2 protein. Patients and methods Four patients exhibited overlapping neurological manifestations following SARS-CoV-2 infection or vaccination: radiculitis, Guillain-Barré syndrome, and MRI-negative myelitis, respectively, sharing positivity for anti-ACE2 antibodies. Autoantibodies against AQP-4, MOG, GlyR, GAD, and amphiphysin, onconeural antibodies for CNS syndromes, and anti-ganglioside antibodies for PNS syndromes tested negative in all patients. Discussion Anti-idiotype antibodies against ACE2 have been detected in patients who recovered from COVID-19 infection, and it has been hypothesized that such antibodies may mediate adverse events following SARS-CoV-2 infection or vaccination, resulting in the activation of the immune system against cells expressing ACE2, such as neurons. Our data reveal clinically overlapping syndromes triggered by SARS-CoV-2 infection or vaccination, sharing positivity for anti-ACE2 antibodies. Their presence, in the absence of other classic autoimmune markers of CNS or PNS involvement, suggests that they might play an active role in the context of an aberrant immune response. Conclusion Anti-idiotype antibodies directed against ACE2 may be triggered by both SARS-CoV-2 infection and vaccination, possibly contributing to neurological autoimmune manifestations. Their pathogenic role, however, remains to be demonstrated in large-scale, more structured studies.
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Affiliation(s)
- Margherita Bellucci
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy
| | - Federica Maria Bozzano
- Istituti di Ricovero e Cura a Carattere Scientifico (IRCCS), Ospedale Policlinico San Martino, Genova, Italy
| | - Chiara Castellano
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy
| | - Giampaola Pesce
- Istituti di Ricovero e Cura a Carattere Scientifico (IRCCS), Ospedale Policlinico San Martino, Genova, Italy
| | | | | | | | - Antonio Uccelli
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy
- Istituti di Ricovero e Cura a Carattere Scientifico (IRCCS), Ospedale Policlinico San Martino, Genova, Italy
| | - Luana Benedetti
- Istituti di Ricovero e Cura a Carattere Scientifico (IRCCS), Ospedale Policlinico San Martino, Genova, Italy
| | - Andrea De Maria
- Istituti di Ricovero e Cura a Carattere Scientifico (IRCCS), Ospedale Policlinico San Martino, Genova, Italy
- Department of Health Sciences (DISSAL), University of Genova, Genoa, Italy
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5
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Deffner M, Schneider-Hohendorf T, Schulte-Mecklenbeck A, Falk S, Lu IN, Ostkamp P, Müller-Miny L, Schumann EM, Goelz S, Cahir-McFarland E, Thakur KT, De Jager PL, Klotz L, Meyer Zu Hörste G, Gross CC, Wiendl H, Grauer OM, Schwab N. Chemokine-mediated cell migration into the central nervous system in progressive multifocal leukoencephalopathy. Cell Rep Med 2024; 5:101622. [PMID: 38917802 PMCID: PMC11293326 DOI: 10.1016/j.xcrm.2024.101622] [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: 02/21/2024] [Revised: 04/10/2024] [Accepted: 06/02/2024] [Indexed: 06/27/2024]
Abstract
Progressive multifocal leukoencephalopathy (PML) has been associated with different forms of immune compromise. This study analyzes the chemokine signals and attracted immune cells in cerebrospinal fluid (CSF) during PML to define immune cell subpopulations relevant for the PML immune response. In addition to chemokines that indicate a general state of inflammation, like CCL5 and CXCL10, the CSF of PML patients specifically contains CCL2 and CCL4. Single-cell transcriptomics of CSF cells suggests an enrichment of distinct CD4+ and CD8+ T cells expressing chemokine receptors CCR2, CCR5, and CXCR3, in addition to ITGA4 and the genetic PML risk genes STXBP2 and LY9. This suggests that specific immune cell subpopulations migrate into the central nervous system to mitigate PML, and their absence might coincide with PML development. Monitoring them might hold clues for PML risk, and boosting their recruitment or function before therapeutic immune reconstitution might improve its risk-benefit ratio.
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Affiliation(s)
- Marie Deffner
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Tilman Schneider-Hohendorf
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Andreas Schulte-Mecklenbeck
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Simon Falk
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - I-Na Lu
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Patrick Ostkamp
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Louisa Müller-Miny
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Eva Maria Schumann
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Susan Goelz
- Oregon Health & Science University, Portland, OR, USA; Biogen, Cambridge, MA, USA
| | | | - Kiran T Thakur
- Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - Philip L De Jager
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - Luisa Klotz
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Gerd Meyer Zu Hörste
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Catharina C Gross
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Heinz Wiendl
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Oliver M Grauer
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Nicholas Schwab
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany.
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6
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Chen Z, Wang C, Huang S, Shi Y, Xi R. Directly selecting cell-type marker genes for single-cell clustering analyses. CELL REPORTS METHODS 2024; 4:100810. [PMID: 38981475 PMCID: PMC11294843 DOI: 10.1016/j.crmeth.2024.100810] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Revised: 03/16/2024] [Accepted: 06/12/2024] [Indexed: 07/11/2024]
Abstract
In single-cell RNA sequencing (scRNA-seq) studies, cell types and their marker genes are often identified by clustering and differentially expressed gene (DEG) analysis. A common practice is to select genes using surrogate criteria such as variance and deviance, then cluster them using selected genes and detect markers by DEG analysis assuming known cell types. The surrogate criteria can miss important genes or select unimportant genes, while DEG analysis has the selection-bias problem. We present Festem, a statistical method for the direct selection of cell-type markers for downstream clustering. Festem distinguishes marker genes with heterogeneous distribution across cells that are cluster informative. Simulation and scRNA-seq applications demonstrate that Festem can sensitively select markers with high precision and enables the identification of cell types often missed by other methods. In a large intrahepatic cholangiocarcinoma dataset, we identify diverse CD8+ T cell types and potential prognostic marker genes.
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Affiliation(s)
- Zihao Chen
- School of Mathematical Sciences and Center for Statistical Science, Peking University, Beijing 100871, China
| | - Changhu Wang
- School of Mathematical Sciences and Center for Statistical Science, Peking University, Beijing 100871, China
| | - Siyuan Huang
- Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China
| | - Yang Shi
- BeiGene (Beijing) Co., Ltd., Beijing 100871, China
| | - Ruibin Xi
- School of Mathematical Sciences and Center for Statistical Science, Peking University, Beijing 100871, China.
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7
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Sirkis DW, Warly Solsberg C, Johnson TP, Bonham LW, Oddi AP, Geier EG, Miller BL, Rabinovici GD, Yokoyama JS. Expansion of highly interferon-responsive T cells in early-onset Alzheimer's disease. Alzheimers Dement 2024; 20:5062-5070. [PMID: 38829682 PMCID: PMC11247696 DOI: 10.1002/alz.13892] [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: 01/02/2024] [Revised: 04/05/2024] [Accepted: 04/22/2024] [Indexed: 06/05/2024]
Abstract
INTRODUCTION Altered immune signatures are emerging as a central theme in neurodegenerative disease, yet little is known about immune responses in early-onset Alzheimer's disease (EOAD). METHODS We examined single-cell RNA-sequencing (scRNA-seq) data from peripheral blood mononuclear cells (PBMCs) and droplet digital polymerase chain reaction (ddPCR) data from CD4 T cells from participants with EOAD and clinically normal controls. RESULTS We analyzed PBMCs from 16 individuals by scRNA-seq and discovered increased interferon signaling-associated gene (ISAG) expression and striking expansion of antiviral-like ISAGhi T cells in EOAD. Isolating CD4 T cells from 19 individuals, including four cases analyzed by scRNA-seq, we confirmed increased expression of ISAGhi marker genes. Publicly available cerebrospinal fluid leukocyte scRNA-seq data from late-onset mild cognitive impairment and AD also revealed increased expression of interferon-response genes. DISCUSSION Antiviral-like ISAGhi T cells are expanded in EOAD. Additional research into these cells and the role of heightened peripheral IFN signaling in neurodegeneration is warranted. HIGHLIGHTS Interferon-responsive T cells expanded in early-onset Alzheimer's disease (AD). Increased interferon-associated gene expression present in early- and late-onset AD. Peripheral immune changes in T and NK cells driven by females with early-onset AD.
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Affiliation(s)
- Daniel W. Sirkis
- Memory and Aging CenterDepartment of NeurologyWeill Institute for NeurosciencesUniversity of CaliforniaSan FranciscoCaliforniaUSA
| | - Caroline Warly Solsberg
- Memory and Aging CenterDepartment of NeurologyWeill Institute for NeurosciencesUniversity of CaliforniaSan FranciscoCaliforniaUSA
- Pharmaceutical Sciences and Pharmacogenomics Graduate ProgramUniversity of CaliforniaSan FranciscoCaliforniaUSA
- Center for Alzheimer's and Related DementiasNational Institutes of HealthBethesdaMarylandUSA
- DataTecnica LLCWashingtonDistrict of ColumbiaUSA
| | - Taylor P. Johnson
- Memory and Aging CenterDepartment of NeurologyWeill Institute for NeurosciencesUniversity of CaliforniaSan FranciscoCaliforniaUSA
| | - Luke W. Bonham
- Memory and Aging CenterDepartment of NeurologyWeill Institute for NeurosciencesUniversity of CaliforniaSan FranciscoCaliforniaUSA
- Department of Radiology and Biomedical ImagingUniversity of CaliforniaSan FranciscoCaliforniaUSA
| | - Alexis P. Oddi
- Memory and Aging CenterDepartment of NeurologyWeill Institute for NeurosciencesUniversity of CaliforniaSan FranciscoCaliforniaUSA
| | - Ethan G. Geier
- Memory and Aging CenterDepartment of NeurologyWeill Institute for NeurosciencesUniversity of CaliforniaSan FranciscoCaliforniaUSA
- Transposon Therapeutics, Inc.San DiegoCaliforniaUSA
| | - Bruce L. Miller
- Memory and Aging CenterDepartment of NeurologyWeill Institute for NeurosciencesUniversity of CaliforniaSan FranciscoCaliforniaUSA
- Global Brain Health InstituteUniversity of CaliforniaSan FranciscoCaliforniaUSA
| | - Gil D. Rabinovici
- Memory and Aging CenterDepartment of NeurologyWeill Institute for NeurosciencesUniversity of CaliforniaSan FranciscoCaliforniaUSA
- Department of Radiology and Biomedical ImagingUniversity of CaliforniaSan FranciscoCaliforniaUSA
| | - Jennifer S. Yokoyama
- Memory and Aging CenterDepartment of NeurologyWeill Institute for NeurosciencesUniversity of CaliforniaSan FranciscoCaliforniaUSA
- Pharmaceutical Sciences and Pharmacogenomics Graduate ProgramUniversity of CaliforniaSan FranciscoCaliforniaUSA
- Department of Radiology and Biomedical ImagingUniversity of CaliforniaSan FranciscoCaliforniaUSA
- Global Brain Health InstituteUniversity of CaliforniaSan FranciscoCaliforniaUSA
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8
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Austin TA, Thomas ML, Lu M, Hodges CB, Darowski ES, Bergmans R, Parr S, Pickell D, Catazaro M, Lantrip C, Twamley EW. Meta-analysis of Cognitive Function Following Non-severe SARS-CoV-2 Infection. Neuropsychol Rev 2024:10.1007/s11065-024-09642-6. [PMID: 38862725 DOI: 10.1007/s11065-024-09642-6] [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: 06/02/2022] [Accepted: 04/22/2024] [Indexed: 06/13/2024]
Abstract
To effectively diagnose and treat subjective cognitive symptoms in post-acute sequalae of COVID-19 (PASC), it is important to understand objective cognitive impairment across the range of acute COVID-19 severity. Despite the importance of this area of research, to our knowledge, there are no current meta-analyses of objective cognitive functioning following non-severe initial SARS-CoV-2 infection. The aim of this meta-analysis is to describe objective cognitive impairment in individuals with non-severe (mild or moderate) SARS-CoV-2 cases in the post-acute stage of infection. This meta-analysis was pre-registered with Prospero (CRD42021293124) and utilized the PRISMA checklist for reporting guidelines, with screening conducted by at least two independent reviewers for all aspects of the screening and data extraction process. Fifty-nine articles (total participants = 22,060) with three types of study designs met our full criteria. Individuals with non-severe (mild/moderate) initial SARS-CoV-2 infection demonstrated worse objective cognitive performance compared to healthy comparison participants. However, those with mild (nonhospitalized) initial SARS-CoV-2 infections had better objective cognitive performance than those with moderate (hospitalized but not requiring ICU care) or severe (hospitalized with ICU care) initial SARS-CoV-2 infections. For studies that used normative data comparisons instead of healthy comparison participants, there was a small and nearly significant effect when compared to normative data. There were high levels of heterogeneity (88.6 to 97.3%), likely reflecting small sample sizes and variations in primary study methodology. Individuals who have recovered from non-severe cases of SARS-CoV-2 infections may be at risk for cognitive decline or impairment and may benefit from cognitive health interventions.
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Affiliation(s)
- Tara A Austin
- The VISN 17 Center of Excellence for Research on Returning War Veterans, 4800 Memorial Drive, Waco, TX, 76711, USA.
- Center of Excellence for Stress and Mental Health, San Diego Healthcare System, San Diego, CA, USA.
- Research Service, VA San Diego Healthcare System, San Diego, CA, USA.
| | - Michael L Thomas
- Department of Psychology, Colorado State University, Colorado Springs, Fort Collins, USA
| | - Min Lu
- University of Miami, Miami, FL, USA
| | - Cooper B Hodges
- Department of Psychology, Brigham Young University, Provo, UT, USA
| | | | - Rachel Bergmans
- Chronic Pain and Fatigue Research Center, Department of Anesthesiology, University of Michigan, Ann Arbor, MI, USA
| | - Sarah Parr
- The VISN 17 Center of Excellence for Research on Returning War Veterans, 4800 Memorial Drive, Waco, TX, 76711, USA
- Department of Psychology and Neuroscience, Baylor University, Waco, TX, USA
| | - Delaney Pickell
- Center of Excellence for Stress and Mental Health, San Diego Healthcare System, San Diego, CA, USA
| | - Mikayla Catazaro
- The VISN 17 Center of Excellence for Research on Returning War Veterans, 4800 Memorial Drive, Waco, TX, 76711, USA
- Department of Psychology and Neuroscience, Baylor University, Waco, TX, USA
| | - Crystal Lantrip
- The VISN 17 Center of Excellence for Research on Returning War Veterans, 4800 Memorial Drive, Waco, TX, 76711, USA
- Department of Psychology and Neuroscience, Baylor University, Waco, TX, USA
| | - Elizabeth W Twamley
- Center of Excellence for Stress and Mental Health, San Diego Healthcare System, San Diego, CA, USA
- Research Service, VA San Diego Healthcare System, San Diego, CA, USA
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
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9
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Lu IN, Cheung PFY, Heming M, Thomas C, Giglio G, Leo M, Erdemir M, Wirth T, König S, Dambietz CA, Schroeter CB, Nelke C, Siveke JT, Ruck T, Klotz L, Haider C, Höftberger R, Kleinschnitz C, Wiendl H, Hagenacker T, Meyer Zu Horste G. Cell-mediated cytotoxicity within CSF and brain parenchyma in spinal muscular atrophy unaltered by nusinersen treatment. Nat Commun 2024; 15:4120. [PMID: 38750052 PMCID: PMC11096380 DOI: 10.1038/s41467-024-48195-3] [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: 06/15/2023] [Accepted: 04/24/2024] [Indexed: 05/18/2024] Open
Abstract
5q-associated spinal muscular atrophy (SMA) is a motoneuron disease caused by mutations in the survival motor neuron 1 (SMN1) gene. Adaptive immunity may contribute to SMA as described in other motoneuron diseases, yet mechanisms remain elusive. Nusinersen, an antisense treatment, enhances SMN2 expression, benefiting SMA patients. Here we have longitudinally investigated SMA and nusinersen effects on local immune responses in the cerebrospinal fluid (CSF) - a surrogate of central nervous system parenchyma. Single-cell transcriptomics (SMA: N = 9 versus Control: N = 9) reveal NK cell and CD8+ T cell expansions in untreated SMA CSF, exhibiting activation and degranulation markers. Spatial transcriptomics coupled with multiplex immunohistochemistry elucidate cytotoxicity near chromatolytic motoneurons (N = 4). Post-nusinersen treatment, CSF shows unaltered protein/transcriptional profiles. These findings underscore cytotoxicity's role in SMA pathogenesis and propose it as a therapeutic target. Our study illuminates cell-mediated cytotoxicity as shared features across motoneuron diseases, suggesting broader implications.
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Affiliation(s)
- I-Na Lu
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Phyllis Fung-Yi Cheung
- Spatiotemporal Tumor Heterogeneity, German Cancer Consortium (DKTK), Partner Site Essen, A Partnership Between German Cancer Research Center (DKFZ) and University Hospital Essen, Essen, Germany
- Bridge Institute of Experimental Tumor Therapy, West German Cancer Center, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
- Division of Solid Tumor Translational Oncology, DKTK, Partner Site Essen, A Partnership Between German Cancer Research Center (DKFZ) and University Hospital Essen, Essen, Germany
| | - Michael Heming
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Christian Thomas
- Institute of Neuropathology, University Hospital Münster, Münster, Germany
| | - Giovanni Giglio
- Spatiotemporal Tumor Heterogeneity, German Cancer Consortium (DKTK), Partner Site Essen, A Partnership Between German Cancer Research Center (DKFZ) and University Hospital Essen, Essen, Germany
- Bridge Institute of Experimental Tumor Therapy, West German Cancer Center, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
- Division of Solid Tumor Translational Oncology, DKTK, Partner Site Essen, A Partnership Between German Cancer Research Center (DKFZ) and University Hospital Essen, Essen, Germany
| | - Markus Leo
- Department of Neurology and Center for Translational Neuro and Behavioral Science, University Hospital Essen, Essen, Germany
| | - Merve Erdemir
- Department of Neurology and Center for Translational Neuro and Behavioral Science, University Hospital Essen, Essen, Germany
| | - Timo Wirth
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Simone König
- Core Unit Proteomics, Interdisciplinary Center for Clinical Research, University of Münster, Münster, Germany
| | - Christine A Dambietz
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Christina B Schroeter
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Christopher Nelke
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Jens T Siveke
- Spatiotemporal Tumor Heterogeneity, German Cancer Consortium (DKTK), Partner Site Essen, A Partnership Between German Cancer Research Center (DKFZ) and University Hospital Essen, Essen, Germany
- Bridge Institute of Experimental Tumor Therapy, West German Cancer Center, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
- Division of Solid Tumor Translational Oncology, DKTK, Partner Site Essen, A Partnership Between German Cancer Research Center (DKFZ) and University Hospital Essen, Essen, Germany
| | - Tobias Ruck
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Luisa Klotz
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Carmen Haider
- Division of Neuropathology and Neurochemistry, Medical University of Vienna, Vienna, Austria
- Comprehensive Center for Clinical Neurosciences and Mental Health, Medical University of Vienna, Vienna, Austria
| | - Romana Höftberger
- Division of Neuropathology and Neurochemistry, Medical University of Vienna, Vienna, Austria
- Comprehensive Center for Clinical Neurosciences and Mental Health, Medical University of Vienna, Vienna, Austria
| | - Christoph Kleinschnitz
- Department of Neurology and Center for Translational Neuro and Behavioral Science, University Hospital Essen, Essen, Germany
| | - Heinz Wiendl
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Tim Hagenacker
- Department of Neurology and Center for Translational Neuro and Behavioral Science, University Hospital Essen, Essen, Germany.
| | - Gerd Meyer Zu Horste
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany.
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10
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Goldner Kabeli R, Zevin S, Abargel A, Zilberberg A, Efroni S. Self-supervised learning of T cell receptor sequences exposes core properties for T cell membership. SCIENCE ADVANCES 2024; 10:eadk4670. [PMID: 38669334 DOI: 10.1126/sciadv.adk4670] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Accepted: 03/26/2024] [Indexed: 04/28/2024]
Abstract
The T cell receptor (TCR) repertoire is an extraordinarily diverse collection of TCRs essential for maintaining the body's homeostasis and response to threats. In this study, we compiled an extensive dataset of more than 4200 bulk TCR repertoire samples, encompassing 221,176,713 sequences, alongside 6,159,652 single-cell TCR sequences from over 400 samples. From this dataset, we then selected a representative subset of 5 million bulk sequences and 4.2 million single-cell sequences to train two specialized Transformer-based language models for bulk (CVC) and single-cell (scCVC) TCR repertoires, respectively. We show that these models successfully capture TCR core qualities, such as sharing, gene composition, and single-cell properties. These qualities are emergent in the encoded TCR latent space and enable classification into TCR-based qualities such as public sequences. These models demonstrate the potential of Transformer-based language models in TCR downstream applications.
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Affiliation(s)
- Romi Goldner Kabeli
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
| | - Sarit Zevin
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
| | - Avital Abargel
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
| | - Alona Zilberberg
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
| | - Sol Efroni
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
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11
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Kumar A, Tripathi P, Kumar P, Shekhar R, Pathak R. From Detection to Protection: Antibodies and Their Crucial Role in Diagnosing and Combatting SARS-CoV-2. Vaccines (Basel) 2024; 12:459. [PMID: 38793710 PMCID: PMC11125746 DOI: 10.3390/vaccines12050459] [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: 03/13/2024] [Revised: 04/20/2024] [Accepted: 04/22/2024] [Indexed: 05/26/2024] Open
Abstract
Understanding the antibody response to SARS-CoV-2, the virus responsible for COVID-19, is crucial to comprehending disease progression and the significance of vaccine and therapeutic development. The emergence of highly contagious variants poses a significant challenge to humoral immunity, underscoring the necessity of grasping the intricacies of specific antibodies. This review emphasizes the pivotal role of antibodies in shaping immune responses and their implications for diagnosing, preventing, and treating SARS-CoV-2 infection. It delves into the kinetics and characteristics of the antibody response to SARS-CoV-2 and explores current antibody-based diagnostics, discussing their strengths, clinical utility, and limitations. Furthermore, we underscore the therapeutic potential of SARS-CoV-2-specific antibodies, discussing various antibody-based therapies such as monoclonal antibodies, polyclonal antibodies, anti-cytokines, convalescent plasma, and hyperimmunoglobulin-based therapies. Moreover, we offer insights into antibody responses to SARS-CoV-2 vaccines, emphasizing the significance of neutralizing antibodies in order to confer immunity to SARS-CoV-2, along with emerging variants of concern (VOCs) and circulating Omicron subvariants. We also highlight challenges in the field, such as the risks of antibody-dependent enhancement (ADE) for SARS-CoV-2 antibodies, and shed light on the challenges associated with the original antigenic sin (OAS) effect and long COVID. Overall, this review intends to provide valuable insights, which are crucial to advancing sensitive diagnostic tools, identifying efficient antibody-based therapeutics, and developing effective vaccines to combat the evolving threat of SARS-CoV-2 variants on a global scale.
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Affiliation(s)
- Anoop Kumar
- Molecular Diagnostic Laboratory, National Institute of Biologicals, Noida 201309, India
| | - Prajna Tripathi
- Department of Microbiology and Immunology, Weill Cornell Medical College, New York, NY 10021, USA;
| | - Prashant Kumar
- R. Ken Coit College of Pharmacy, University of Arizona, Tucson, AZ 85721, USA
| | - Ritu Shekhar
- Department of Molecular Genetics and Microbiology, College of Medicine, University of Florida, Gainesville, FL 32610, USA
| | - Rajiv Pathak
- Department of Genetics, Albert Einstein College of Medicine, Bronx, New York, NY 10461, USA
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12
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Gelpi F, Wu MA, Bari V, Cairo B, De Maria B, Fossali T, Colombo R, Porta A. Autonomic Function and Baroreflex Control in COVID-19 Patients Admitted to the Intensive Care Unit. J Clin Med 2024; 13:2228. [PMID: 38673501 PMCID: PMC11050480 DOI: 10.3390/jcm13082228] [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: 01/20/2024] [Revised: 04/08/2024] [Accepted: 04/09/2024] [Indexed: 04/28/2024] Open
Abstract
Background: Autonomic function and baroreflex control might influence the survival rate of coronavirus disease 2019 (COVID-19) patients admitted to the intensive care unit (ICU) compared to respiratory failure patients without COVID-19 (non-COVID-19). This study describes physiological control mechanisms in critically ill COVID-19 patients admitted to the ICU in comparison to non-COVID-19 individuals with the aim of improving stratification of mortality risk. Methods: We evaluated autonomic and baroreflex control markers extracted from heart period (HP) and systolic arterial pressure (SAP) variability acquired at rest in the supine position (REST) and during a modified head-up tilt (MHUT) in 17 COVID-19 patients (age: 63 ± 10 years, 14 men) and 33 non-COVID-19 patients (age: 60 ± 12 years, 23 men) during their ICU stays. Patients were categorized as survivors (SURVs) or non-survivors (non-SURVs). Results: We found that COVID-19 and non-COVID-19 populations exhibited similar vagal and sympathetic control markers; however, non-COVID-19 individuals featured a smaller baroreflex sensitivity and an unexpected reduction in the HP-SAP association during the MHUT compared to the COVID-19 group. Nevertheless, none of the markers of the autonomic and baroreflex functions could distinguish SURVs from non-SURVs in either population. Conclusions: We concluded that COVID-19 patients exhibited a more preserved baroreflex control compared to non-COVID-19 individuals, even though this information is ineffective in stratifying mortality risk.
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Affiliation(s)
- Francesca Gelpi
- Department of Biomedical Sciences for Health, University of Milan, 20133 Milan, Italy; (F.G.); (B.C.); (A.P.)
| | - Maddalena Alessandra Wu
- Department of Biomedical and Clinical Sciences, University of Milan, 20157 Milan, Italy;
- Division of Internal Medicine, ASST Fatebenefratelli Sacco, Luigi Sacco Hospital, 20157 Milan, Italy
| | - Vlasta Bari
- Department of Biomedical Sciences for Health, University of Milan, 20133 Milan, Italy; (F.G.); (B.C.); (A.P.)
- Department of Cardiothoracic, Vascular Anaesthesia and Intensive Care, IRCCS Policlinico San Donato, 20097 Milan, Italy
| | - Beatrice Cairo
- Department of Biomedical Sciences for Health, University of Milan, 20133 Milan, Italy; (F.G.); (B.C.); (A.P.)
| | | | - Tommaso Fossali
- Department of Anesthesiology and Intensive Care, ASST Fatebenefratelli-Sacco, Luigi Sacco Hospital, 20157 Milan, Italy; (T.F.); (R.C.)
| | - Riccardo Colombo
- Department of Anesthesiology and Intensive Care, ASST Fatebenefratelli-Sacco, Luigi Sacco Hospital, 20157 Milan, Italy; (T.F.); (R.C.)
| | - Alberto Porta
- Department of Biomedical Sciences for Health, University of Milan, 20133 Milan, Italy; (F.G.); (B.C.); (A.P.)
- Department of Cardiothoracic, Vascular Anaesthesia and Intensive Care, IRCCS Policlinico San Donato, 20097 Milan, Italy
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13
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Kodali MC, Antone J, Alsop E, Jayakumar R, Parikh K, Chiot A, Sanchez-Molina P, Ajami B, Arnold SE, Jensen K, Das S, Weinberg MS. Cryopreservation of cerebrospinal fluid cells preserves the transcriptional landscape for single-cell analysis. J Neuroinflammation 2024; 21:71. [PMID: 38521932 PMCID: PMC10960996 DOI: 10.1186/s12974-024-03047-1] [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: 10/04/2023] [Accepted: 02/14/2024] [Indexed: 03/25/2024] Open
Abstract
Cerebrospinal fluid (CSF) matrix biomarkers have become increasingly valuable surrogate markers of neuropsychiatric diseases in research and clinical practice. In contrast, CSF cells have been rarely investigated due to their relative scarcity and fragility, and lack of common collection and cryopreservation protocols, with limited exceptions for neurooncology and primary immune-based diseases like multiple sclerosis. the advent of a microfluidics-based multi-omics approach to studying individual cells has allowed for the study of cellular phenotyping, intracellular dynamics, and intercellular relationships that provide multidimensionality unable to be obtained through acellular fluid-phase analyses. challenges to cell-based research include site-to-site differences in handling, storage, and thawing methods, which can lead to inaccuracy and inter-assay variability. In the present study, we performed single-cell RNA sequencing (10x Genomics) on fresh or previously cryopreserved human CSF samples from three alternative cryopreservation methods: Fetal Bovine Serum with Dimethyl sulfoxide (FBS/DMSO), FBS/DMSO after a DNase step (a step often included in epigenetic studies), and cryopreservation using commercially available Recovery© media. In comparing relative differences between fresh and cryopreserved samples, we found little effect of the cryopreservation method on being able to resolve donor-linked cell type proportions, markers of cellular stress, and overall gene expression at the single-cell level, whereas donor-specific differences were readily discernable. We further demonstrate the compatibility of fresh and cryopreserved CSF immune cell sequencing using biologically relevant sexually dimorphic gene expression differences by donor. Our findings support the utility and interchangeability of FBS/DMSO and Recovery cryopreservation with fresh sample analysis, providing a methodological grounding that will enable researchers to further expand our understanding of the CSF immune cell contributions to neurological and psychiatric disease.
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Affiliation(s)
- Mahesh Chandra Kodali
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA.
- Harvard Medical School, Boston, MA, USA.
| | - Jerry Antone
- Neurogenomics Division, Translational Genomics Research Institute, Phoenix, AZ, USA
| | - Eric Alsop
- Neurogenomics Division, Translational Genomics Research Institute, Phoenix, AZ, USA
| | | | - Khushi Parikh
- Neurogenomics Division, Translational Genomics Research Institute, Phoenix, AZ, USA
| | - Aude Chiot
- Department of Molecular Microbiology and Immunology, Oregon Health and Science University, Portland, OR, USA
- Department of Behavioral and Systems Neuroscience, Oregon Health and Science University, Portland, OR, USA
| | - Paula Sanchez-Molina
- Department of Molecular Microbiology and Immunology, Oregon Health and Science University, Portland, OR, USA
- Department of Behavioral and Systems Neuroscience, Oregon Health and Science University, Portland, OR, USA
| | - Bahareh Ajami
- Department of Molecular Microbiology and Immunology, Oregon Health and Science University, Portland, OR, USA
- Department of Behavioral and Systems Neuroscience, Oregon Health and Science University, Portland, OR, USA
| | - Steven E Arnold
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Kendall Jensen
- Neurogenomics Division, Translational Genomics Research Institute, Phoenix, AZ, USA
| | - Sudeshna Das
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Marc S Weinberg
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA.
- Harvard Medical School, Boston, MA, USA.
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA.
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14
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Trevino TN, Almousawi AA, Robinson KF, Fogel AB, Class J, Minshall RD, Tai LM, Richner JM, Lutz SE. Caveolin-1 mediates blood-brain barrier permeability, neuroinflammation, and cognitive impairment in SARS-CoV-2 infection. J Neuroimmunol 2024; 388:578309. [PMID: 38335781 PMCID: PMC11212674 DOI: 10.1016/j.jneuroim.2024.578309] [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: 10/10/2023] [Revised: 02/01/2024] [Accepted: 02/02/2024] [Indexed: 02/12/2024]
Abstract
Blood-brain barrier (BBB) permeability can cause neuroinflammation and cognitive impairment. Caveolin-1 (Cav-1) critically regulates BBB permeability, but its influence on the BBB and consequent neurological outcomes in respiratory viral infections is unknown. We used Cav-1-deficient mice with genetically encoded fluorescent endothelial tight junctions to determine how Cav-1 influences BBB permeability, neuroinflammation, and cognitive impairment following respiratory infection with mouse adapted (MA10) SARS-CoV-2 as a model for COVID-19. We found that SARS-CoV-2 infection increased brain endothelial Cav-1 and increased transcellular BBB permeability to albumin, decreased paracellular BBB Claudin-5 tight junctions, and caused T lymphocyte infiltration in the hippocampus, a region important for learning and memory. Concordantly, we observed learning and memory deficits in SARS-CoV-2 infected mice. Importantly, genetic deficiency in Cav-1 attenuated transcellular BBB permeability and paracellular BBB tight junction losses, T lymphocyte infiltration, and gliosis induced by SARS-CoV-2 infection. Moreover, Cav-1 KO mice were protected from the learning and memory deficits caused by SARS-CoV-2 infection. These results establish the contribution of Cav-1 to BBB permeability and behavioral dysfunction induced by SARS-CoV-2 neuroinflammation.
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Affiliation(s)
- Troy N Trevino
- Departments of Anatomy and Cell Biology, University of Illinois at Chicago College of Medicine, USA
| | - Ali A Almousawi
- Departments of Anatomy and Cell Biology, University of Illinois at Chicago College of Medicine, USA
| | - KaReisha F Robinson
- Departments of Anatomy and Cell Biology, University of Illinois at Chicago College of Medicine, USA
| | - Avital B Fogel
- Departments of Anatomy and Cell Biology, University of Illinois at Chicago College of Medicine, USA
| | - Jake Class
- Departments of Microbiology and Immunology, University of Illinois at Chicago College of Medicine, USA
| | - Richard D Minshall
- Departments of Anesthesiology, and Pharmacology and Regenerative Medicine, University of Illinois at Chicago College of Medicine, USA
| | - Leon M Tai
- Departments of Anatomy and Cell Biology, University of Illinois at Chicago College of Medicine, USA
| | - Justin M Richner
- Departments of Microbiology and Immunology, University of Illinois at Chicago College of Medicine, USA
| | - Sarah E Lutz
- Departments of Anatomy and Cell Biology, University of Illinois at Chicago College of Medicine, USA.
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15
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Xu Z, Wang H, Jiang S, Teng J, Zhou D, Chen Z, Wen C, Xu Z. Brain Pathology in COVID-19: Clinical Manifestations and Potential Mechanisms. Neurosci Bull 2024; 40:383-400. [PMID: 37715924 PMCID: PMC10912108 DOI: 10.1007/s12264-023-01110-0] [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: 01/12/2023] [Accepted: 05/25/2023] [Indexed: 09/18/2023] Open
Abstract
Neurological manifestations of coronavirus disease 2019 (COVID-19) are less noticeable than the respiratory symptoms, but they may be associated with disability and mortality in COVID-19. Even though Omicron caused less severe disease than Delta, the incidence of neurological manifestations is similar. More than 30% of patients experienced "brain fog", delirium, stroke, and cognitive impairment, and over half of these patients presented abnormal neuroimaging outcomes. In this review, we summarize current advances in the clinical findings of neurological manifestations in COVID-19 patients and compare them with those in patients with influenza infection. We also illustrate the structure and cellular invasion mechanisms of SARS-CoV-2 and describe the pathway for central SARS-CoV-2 invasion. In addition, we discuss direct damage and other pathological conditions caused by SARS-CoV-2, such as an aberrant interferon response, cytokine storm, lymphopenia, and hypercoagulation, to provide treatment ideas. This review may offer new insights into preventing or treating brain damage in COVID-19.
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Affiliation(s)
- Zhixing Xu
- First School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou, 310053, China
| | - Hui Wang
- School of Pharmaceutical Sciences, Zhejiang Chinese Medical University, Hangzhou, 310053, China
| | - Siya Jiang
- Second School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou, 310053, China
| | - Jiao Teng
- Affiliated Lin'an People's Hospital of Hangzhou Medical College, First People's Hospital of Hangzhou Lin'an District, Lin'an, Hangzhou, 311300, China
| | - Dongxu Zhou
- School of Life Sciences, Zhejiang Chinese Medical University, Hangzhou, 310053, China
| | - Zhong Chen
- School of Pharmaceutical Sciences, Zhejiang Chinese Medical University, Hangzhou, 310053, China
- Key Laboratory of Neuropharmacology and Translational Medicine of Zhejiang Province, College of Pharmaceutical Science, Zhejiang Chinese Medical University, Hangzhou, 310053, China
| | - Chengping Wen
- Laboratory of Rheumatology and Institute of TCM Clinical Basic Medicine, College of Basic Medical Science, Zhejiang Chinese Medical University, Hangzhou, 310053, China.
| | - Zhenghao Xu
- Key Laboratory of Neuropharmacology and Translational Medicine of Zhejiang Province, College of Pharmaceutical Science, Zhejiang Chinese Medical University, Hangzhou, 310053, China.
- Laboratory of Rheumatology and Institute of TCM Clinical Basic Medicine, College of Basic Medical Science, Zhejiang Chinese Medical University, Hangzhou, 310053, China.
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16
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Wang M, Wang J, Ren Y, Lu L, Xiong W, Li L, Xu S, Tang M, Yuan Y, Xie Y, Li W, Chen L, Zhou D, Ying B, Li J. Current clinical findings of acute neurological syndromes after SARS-CoV-2 infection. MedComm (Beijing) 2024; 5:e508. [PMID: 38463395 PMCID: PMC10924641 DOI: 10.1002/mco2.508] [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: 07/03/2023] [Revised: 01/25/2024] [Accepted: 02/02/2024] [Indexed: 03/12/2024] Open
Abstract
Neuro-COVID, a condition marked by persistent symptoms post-COVID-19 infection, notably affects various organs, with a particular focus on the central nervous system (CNS). Despite scant evidence of SARS-CoV-2 invasion in the CNS, the increasing incidence of Neuro-COVID cases indicates the onset of acute neurological symptoms early in infection. The Omicron variant, distinguished by heightened neurotropism, penetrates the CNS via the olfactory bulb. This direct invasion induces inflammation and neuronal damage, emphasizing the need for vigilance regarding potential neurological complications. Our multicenter study represents a groundbreaking revelation, documenting the definite presence of SARS-CoV-2 in the cerebrospinal fluid (CSF) of a significant proportion of Neuro-COVID patients. Furthermore, notable differences emerged between RNA-CSF-positive and negative patients, encompassing aspects such as blood-brain barrier integrity, extent of neuronal damage, and the activation status of inflammation. Despite inherent limitations, this research provides pivotal insights into the intricate interplay between SARS-CoV-2 and the CNS, underscoring the necessity for ongoing research to fully comprehend the virus's enduring effects on the CNS. The findings underscore the urgency of continuous investigation Neuro-COVID to unravel the complexities of this relationship, and pivotal in addressing the long-term consequences of COVID-19 on neurological health.
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Affiliation(s)
- Minjin Wang
- Department of NeurologyWest China Hospital of Sichuan UniversityChengduSichuanChina
- Department of Laboratory MedicineWest China Hospital of Sichuan UniversityChengduSichuanChina
- Institute of Brain Science and Brain‐inspired TechnologyWest China Hospital of Sichuan UniversityChengduSichuanChina
| | - Jierui Wang
- Department of NeurologyWest China Hospital of Sichuan UniversityChengduSichuanChina
- Institute of Brain Science and Brain‐inspired TechnologyWest China Hospital of Sichuan UniversityChengduSichuanChina
| | - Yan Ren
- Department of Laboratory MedicineWest China Hospital of Sichuan UniversityChengduSichuanChina
| | - Lu Lu
- Department of NeurologyWest China Hospital of Sichuan UniversityChengduSichuanChina
- Institute of Brain Science and Brain‐inspired TechnologyWest China Hospital of Sichuan UniversityChengduSichuanChina
| | - Weixi Xiong
- Department of NeurologyWest China Hospital of Sichuan UniversityChengduSichuanChina
- Institute of Brain Science and Brain‐inspired TechnologyWest China Hospital of Sichuan UniversityChengduSichuanChina
| | - Lifeng Li
- Genskey Medical biotechnology Company LimitedBeijingChina
| | - Songtao Xu
- National Institute for Viral Disease Control and PreventionChinese Center for Disease Control and PreventionBeijingChina
| | - Meng Tang
- Department of Laboratory MedicineWest China Hospital of Sichuan UniversityChengduSichuanChina
| | - Yushang Yuan
- Department of Laboratory MedicineWest China Hospital of Sichuan UniversityChengduSichuanChina
| | - Yi Xie
- Department of Laboratory MedicineWest China Hospital of Sichuan UniversityChengduSichuanChina
| | - Weimin Li
- Department of Respiratory and Critical Care MedicineWest China HospitalSichuan UniversityChengduSichuanChina
| | - Lei Chen
- Department of NeurologyWest China Hospital of Sichuan UniversityChengduSichuanChina
- Institute of Brain Science and Brain‐inspired TechnologyWest China Hospital of Sichuan UniversityChengduSichuanChina
| | - Dong Zhou
- Department of NeurologyWest China Hospital of Sichuan UniversityChengduSichuanChina
- Institute of Brain Science and Brain‐inspired TechnologyWest China Hospital of Sichuan UniversityChengduSichuanChina
| | - Binwu Ying
- Department of Laboratory MedicineWest China Hospital of Sichuan UniversityChengduSichuanChina
| | - Jinmei Li
- Department of NeurologyWest China Hospital of Sichuan UniversityChengduSichuanChina
- Institute of Brain Science and Brain‐inspired TechnologyWest China Hospital of Sichuan UniversityChengduSichuanChina
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17
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Radke J, Meinhardt J, Aschman T, Chua RL, Farztdinov V, Lukassen S, Ten FW, Friebel E, Ishaque N, Franz J, Huhle VH, Mothes R, Peters K, Thomas C, Schneeberger S, Schumann E, Kawelke L, Jünger J, Horst V, Streit S, von Manitius R, Körtvélyessy P, Vielhaber S, Reinhold D, Hauser AE, Osterloh A, Enghard P, Ihlow J, Elezkurtaj S, Horst D, Kurth F, Müller MA, Gassen NC, Melchert J, Jechow K, Timmermann B, Fernandez-Zapata C, Böttcher C, Stenzel W, Krüger E, Landthaler M, Wyler E, Corman V, Stadelmann C, Ralser M, Eils R, Heppner FL, Mülleder M, Conrad C, Radbruch H. Proteomic and transcriptomic profiling of brainstem, cerebellum and olfactory tissues in early- and late-phase COVID-19. Nat Neurosci 2024; 27:409-420. [PMID: 38366144 DOI: 10.1038/s41593-024-01573-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Accepted: 01/08/2024] [Indexed: 02/18/2024]
Abstract
Neurological symptoms, including cognitive impairment and fatigue, can occur in both the acute infection phase of coronavirus disease 2019 (COVID-19) and at later stages, yet the mechanisms that contribute to this remain unclear. Here we profiled single-nucleus transcriptomes and proteomes of brainstem tissue from deceased individuals at various stages of COVID-19. We detected an inflammatory type I interferon response in acute COVID-19 cases, which resolves in the late disease phase. Integrating single-nucleus RNA sequencing and spatial transcriptomics, we could localize two patterns of reaction to severe systemic inflammation, one neuronal with a direct focus on cranial nerve nuclei and a separate diffuse pattern affecting the whole brainstem. The latter reflects a bystander effect of the respiratory infection that spreads throughout the vascular unit and alters the transcriptional state of mainly oligodendrocytes, microglia and astrocytes, while alterations of the brainstem nuclei could reflect the connection of the immune system and the central nervous system via, for example, the vagus nerve. Our results indicate that even without persistence of severe acute respiratory syndrome coronavirus 2 in the central nervous system, local immune reactions are prevailing, potentially causing functional disturbances that contribute to neurological complications of COVID-19.
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Affiliation(s)
- Josefine Radke
- Institute of Pathology, Universitätsmedizin Greifswald, Greifswald, Germany.
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, Berlin, Germany.
| | - Jenny Meinhardt
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Tom Aschman
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Robert Lorenz Chua
- Center of Digital Health, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Vadim Farztdinov
- Core Facility High Throughput Mass Spectrometry, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Sören Lukassen
- Center of Digital Health, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Foo Wei Ten
- Center of Digital Health, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Ekaterina Friebel
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Naveed Ishaque
- Center of Digital Health, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Jonas Franz
- Department of Neuropathology, University Medical Center Göttingen, Göttingen, Germany
| | - Valerie Helena Huhle
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Ronja Mothes
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Kristin Peters
- Institute of Pathology, Universitätsmedizin Greifswald, Greifswald, Germany
| | - Carolina Thomas
- Department of Neuropathology, University Medical Center Göttingen, Göttingen, Germany
| | - Shirin Schneeberger
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Elisa Schumann
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Leona Kawelke
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Julia Jünger
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Viktor Horst
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Simon Streit
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Regina von Manitius
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Péter Körtvélyessy
- Department of Neurology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Stefan Vielhaber
- Department of Neurology, Otto von Guerike University Magdeburg, Magdeburg, Germany
| | - Dirk Reinhold
- Institute of Molecular and Clinical Immunology, Otto von Guerike University Magdeburg, Magdeburg, Germany
| | - Anja E Hauser
- Department of Rheumatology and Clinical Immunology, Charité - Universitätsmedizin Berlin, Berlin, Germany
- Immune Dynamics, Deutsches Rheuma-Forschungszentrum, a Leibniz Institute, Berlin, Germany
| | - Anja Osterloh
- Department of Pathology, University Medical Center Ulm, Ulm, Germany
| | - Philipp Enghard
- Department of Nephrology and Medical Intensive Care, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Jana Ihlow
- Department of Pathology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Sefer Elezkurtaj
- Department of Pathology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - David Horst
- Department of Pathology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Florian Kurth
- Department of Infectious Diseases and Respiratory Medicine, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Marcel A Müller
- Institute of Virology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Nils C Gassen
- Department of Psychiatry and Psychotherapy, University Hospital Bonn, Bonn, Germany
| | - Julia Melchert
- Institute of Virology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Katharina Jechow
- Center of Digital Health, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Berlin, Germany
| | | | - Camila Fernandez-Zapata
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Chotima Böttcher
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Werner Stenzel
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Elke Krüger
- Institute of Medical Biochemistry and Molecular Biology, Universitätsmedizin Greifswald, Greifswald, Germany
| | - Markus Landthaler
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
- Institut für Biologie, Humboldt Universität, Berlin, Germany
| | - Emanuel Wyler
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
| | - Victor Corman
- Department of Infectious Diseases and Respiratory Medicine, Charité - Universitätsmedizin Berlin, Berlin, Germany
- German Centre for Infection Research (DZIF), associated partner, Berlin, Germany
| | - Christine Stadelmann
- Department of Neuropathology, University Medical Center Göttingen, Göttingen, Germany
| | - Markus Ralser
- Core Facility High Throughput Mass Spectrometry, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Roland Eils
- Center of Digital Health, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Frank L Heppner
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, Berlin, Germany
- German Center for Neurodegenerative Diseases (DZNE) Berlin, Berlin, Germany
- Cluster of Excellence NeuroCure, Berlin, Germany
- German Cancer Consortium (DKTK), Partner Site Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Michael Mülleder
- Core Facility High Throughput Mass Spectrometry, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Christian Conrad
- Center of Digital Health, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Helena Radbruch
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, Berlin, Germany.
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Li S, Hu X, Wang M, Yu L, Zhang Q, Xiao J, Hong Z, Zhou D, Li J. Single-cell RNA sequencing reveals diverse B cell phenotypes in patients with anti-NMDAR encephalitis. Psychiatry Clin Neurosci 2024; 78:197-208. [PMID: 38063052 DOI: 10.1111/pcn.13627] [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: 06/06/2023] [Revised: 11/28/2023] [Accepted: 12/04/2023] [Indexed: 12/27/2023]
Abstract
BACKGROUNDS Anti-N-methyl-D-aspartate receptor encephalitis (NMDAR-E) is a severe autoimmune disorder characterized by prominent psychiatric symptoms. Although the role of NMDAR antibodies in the disease has been extensively studied, the phenotype of B cell subsets is still not fully understood. METHODS We utilized single-cell RNA sequencing, single-cell B cell receptor sequencing (scBCR-seq), bulk BCR sequencing, flow cytometry, and enzyme-linked immunosorbent assay to analyze samples from both NMDAR-E patients and control individuals. RESULTS The cerebrospinal fluid (CSF) of NMDAR-E patients showed significantly increased B cell counts, predominantly memory B (Bm) cells. CSF Bm cells in NMDAR-E patients exhibited upregulated expression of differential expression genes (DEGs) associated with immune regulatory function (TNFRSF13B and ITGB1), whereas peripheral B cells upregulated DEGs related to antigen presentation. Additionally, NMDAR-E patients displayed higher levels of IgD- CD27- double negative (DN) cells and DN3 cells in peripheral blood (PB). In vitro, DN1 cell subsets from NMDAR-E patients differentiated into DN2 and DN3 cells, while CD27+ and/or IgD+ B cells (non-DN) differentiated into antibody-secreting cells (ASCs) and DN cells. NR1-IgG antibodies were found in B cell culture supernatants from patients. Differential expression of B cell IGHV genes in CSF and PB of NMDAR-E patients suggests potential antigen class switching. CONCLUSION B cell subpopulations in the CSF and PB of NMDAR-E patients exhibit distinct compositions and transcriptomic features. In vitro, non-DN cells from NMDAR-E can differentiate into DN cells and ASCs, potentially producing NR1-IgG antibodies. Further research is necessary to investigate the potential contribution of DN cell subpopulations to NR1-IgG antibody production.
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Affiliation(s)
- Sisi Li
- Department of Neurology, West China Hospital, Sichuan University, Chengdu, China
- Department of Breast Cancer, Chongqing University Cancer Hospital, Chongqing, China
| | - Xiang Hu
- State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Minjin Wang
- Department of Neurology, West China Hospital, Sichuan University, Chengdu, China
- Department of Laboratory Medicine, West China Hospital of Sichuan University, Chengdu, China
| | - Luoting Yu
- State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Qi Zhang
- Department of Neurology, West China Hospital, Sichuan University, Chengdu, China
| | - Jing Xiao
- Department of Neurology, West China Hospital, Sichuan University, Chengdu, China
| | - Zhen Hong
- Department of Neurology, West China Hospital, Sichuan University, Chengdu, China
| | - Dong Zhou
- Department of Neurology, West China Hospital, Sichuan University, Chengdu, China
| | - Jinmei Li
- Department of Neurology, West China Hospital, Sichuan University, Chengdu, China
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19
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Li D, Chen R, Huang C, Zhang G, Li Z, Xu X, Wang B, Li B, Chu XM. Comprehensive bioinformatics analysis and systems biology approaches to identify the interplay between COVID-19 and pericarditis. Front Immunol 2024; 15:1264856. [PMID: 38455049 PMCID: PMC10918693 DOI: 10.3389/fimmu.2024.1264856] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2023] [Accepted: 02/08/2024] [Indexed: 03/09/2024] Open
Abstract
Background Increasing evidence indicating that coronavirus disease 2019 (COVID-19) increased the incidence and related risks of pericarditis and whether COVID-19 vaccine is related to pericarditis has triggered research and discussion. However, mechanisms behind the link between COVID-19 and pericarditis are still unknown. The objective of this study was to further elucidate the molecular mechanisms of COVID-19 with pericarditis at the gene level using bioinformatics analysis. Methods Genes associated with COVID-19 and pericarditis were collected from databases using limited screening criteria and intersected to identify the common genes of COVID-19 and pericarditis. Subsequently, gene ontology, pathway enrichment, protein-protein interaction, and immune infiltration analyses were conducted. Finally, TF-gene, gene-miRNA, gene-disease, protein-chemical, and protein-drug interaction networks were constructed based on hub gene identification. Results A total of 313 common genes were selected, and enrichment analyses were performed to determine their biological functions and signaling pathways. Eight hub genes (IL-1β, CD8A, IL-10, CD4, IL-6, TLR4, CCL2, and PTPRC) were identified using the protein-protein interaction network, and immune infiltration analysis was then carried out to examine the functional relationship between the eight hub genes and immune cells as well as changes in immune cells in disease. Transcription factors, miRNAs, diseases, chemicals, and drugs with high correlation with hub genes were predicted using bioinformatics analysis. Conclusions This study revealed a common gene interaction network between COVID-19 and pericarditis. The screened functional pathways, hub genes, potential compounds, and drugs provided new insights for further research on COVID-19 associated with pericarditis.
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Affiliation(s)
- Daisong Li
- Department of Cardiology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Ruolan Chen
- Department of Cardiology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Chao Huang
- Department of Cardiology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Guoliang Zhang
- Department of Cardiology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Zhaoqing Li
- Department of Cardiology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Xiaojian Xu
- Department of Cardiology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Banghui Wang
- Department of Cardiology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Bing Li
- Department of Genetics and Cell Biology, Basic Medical College, Qingdao University, Qingdao, China
- Department of Dermatology, The Affiliated Haici Hospital of Qingdao University, Qingdao, China
| | - Xian-Ming Chu
- Department of Cardiology, The Affiliated Hospital of Qingdao University, Qingdao, China
- Department of Cardiology, The Affiliated Cardiovascular Hospital of Qingdao University, Qingdao, China
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20
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Sirkis DW, Solsberg CW, Johnson TP, Bonham LW, Oddi AP, Geier EG, Miller BL, Rabinovici GD, Yokoyama JS. Expansion of highly interferon-responsive T cells in early-onset Alzheimer's disease. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.09.26.559634. [PMID: 37823036 PMCID: PMC10563505 DOI: 10.1101/2023.09.26.559634] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/13/2023]
Abstract
INTRODUCTION Altered immune signatures are emerging as a central theme in neurodegenerative disease, yet little is known about immune responses in early-onset Alzheimer's disease (EOAD). METHODS We examined single-cell RNA-sequencing (scRNA-seq) data from peripheral blood mononuclear cells (PBMCs) and droplet digital (dd)PCR data from CD4 T cells from participants with EOAD and clinically normal controls. RESULTS We analyzed ~182,000 PBMCs by scRNA-seq and discovered increased interferon signaling-associated gene (ISAG) expression and striking expansion of antiviral-like ISAGhi T cells in EOAD. We isolated CD4 T cells from additional EOAD cases and confirmed increased expression of ISAGhi marker genes. Publicly available cerebrospinal fluid leukocyte scRNA-seq data from late-onset mild cognitive impairment and AD also revealed increased expression of interferon-response genes. DISCUSSION ISAGhi T cells, apparently primed for antiviral activity, are expanded in EOAD. Additional research into these cells and the role of heightened peripheral IFN signaling in neurodegeneration is warranted.
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Affiliation(s)
- Daniel W. Sirkis
- Memory and Aging Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Caroline Warly Solsberg
- Memory and Aging Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
- Pharmaceutical Sciences and Pharmacogenomics Graduate Program, University of California, San Francisco, San Francisco, CA 94158, USA
- Center for Alzheimer’s and Related Dementias, National Institutes of Health, Bethesda, MD 20892, USA
- DataTecnica LLC, Washington, DC 20037, USA
| | - Taylor P. Johnson
- Memory and Aging Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Luke W. Bonham
- Memory and Aging Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Alexis P. Oddi
- Memory and Aging Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Ethan G. Geier
- Memory and Aging Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
- Transposon Therapeutics, Inc., San Diego, CA 92122, USA
| | - Bruce L. Miller
- Memory and Aging Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
- Global Brain Health Institute, University of California, San Francisco, San Francisco, CA 94158, USA and Trinity College Dublin, Dublin, Ireland
| | - Gil D. Rabinovici
- Memory and Aging Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Jennifer S. Yokoyama
- Memory and Aging Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
- Pharmaceutical Sciences and Pharmacogenomics Graduate Program, University of California, San Francisco, San Francisco, CA 94158, USA
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA 94158, USA
- Global Brain Health Institute, University of California, San Francisco, San Francisco, CA 94158, USA and Trinity College Dublin, Dublin, Ireland
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21
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Chen S, Liang J, Chen D, Huang Q, Sun K, Zhong Y, Lin B, Kong J, Sun J, Gong C, Wang J, Gao Y, Zhang Q, Sun H. Cerebrospinal fluid metabolomic and proteomic characterization of neurologic post-acute sequelae of SARS-CoV-2 infection. Brain Behav Immun 2024; 115:209-222. [PMID: 37858739 DOI: 10.1016/j.bbi.2023.10.016] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/16/2023] [Revised: 10/08/2023] [Accepted: 10/14/2023] [Indexed: 10/21/2023] Open
Abstract
The mechanism by which SARS-CoV-2 causes neurological post-acute sequelae of SARS-CoV-2 (neuro-PASC) remains unclear. Herein, we conducted proteomic and metabolomic analyses of cerebrospinal fluid (CSF) samples from 21 neuro-PASC patients, 45 healthy volunteers, and 26 inflammatory neurological diseases patients. Our data showed 69 differentially expressed metabolites and six differentially expressed proteins between neuro-PASC patients and healthy individuals. Elevated sphinganine and ST1A1, sphingolipid metabolism disorder, and attenuated inflammatory responses may contribute to the occurrence of neuro-PASC, whereas decreased levels of 7,8-dihydropterin and activation of steroid hormone biosynthesis may play a role in the repair process. Additionally, a biomarker cohort consisting of sphinganine, 7,8-dihydroneopterin, and ST1A1 was preliminarily demonstrated to have high value in diagnosing neuro-PASC. In summary, our study represents the first attempt to integrate the diagnostic benefits of CSF with the methodological advantages of multi-omics, thereby offering valuable insights into the pathogenesis of neuro-PASC and facilitating the work of neuroscientists in disclosing different neurological dimensions associated with COVID-19.
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Affiliation(s)
- Shilan Chen
- Clinical Biobank Center, Microbiome Medicine Center, Department of Laboratory Medicine, Guangdong Provincial Clinical Research Center for Laboratory Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China; Neurosurgery Center, The National Key Clinical Specialty, The Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Guangdong Provincial Key Laboratory on Brain Function Repair and Regeneration, The Neurosurgery Institute of Guangdong Province, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China
| | - Jianhao Liang
- Clinical Biobank Center, Microbiome Medicine Center, Department of Laboratory Medicine, Guangdong Provincial Clinical Research Center for Laboratory Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China; Neurosurgery Center, The National Key Clinical Specialty, The Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Guangdong Provincial Key Laboratory on Brain Function Repair and Regeneration, The Neurosurgery Institute of Guangdong Province, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China
| | - Dingqiang Chen
- Clinical Biobank Center, Microbiome Medicine Center, Department of Laboratory Medicine, Guangdong Provincial Clinical Research Center for Laboratory Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China
| | - Qiyuan Huang
- Clinical Biobank Center, Microbiome Medicine Center, Department of Laboratory Medicine, Guangdong Provincial Clinical Research Center for Laboratory Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China
| | - Kaijian Sun
- Neurosurgery Center, The National Key Clinical Specialty, The Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Guangdong Provincial Key Laboratory on Brain Function Repair and Regeneration, The Neurosurgery Institute of Guangdong Province, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China
| | - Yuxia Zhong
- Clinical Biobank Center, Microbiome Medicine Center, Department of Laboratory Medicine, Guangdong Provincial Clinical Research Center for Laboratory Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China
| | - Baojia Lin
- Department of Anesthesiology, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China
| | - Jingjing Kong
- Clinical Biobank Center, Microbiome Medicine Center, Department of Laboratory Medicine, Guangdong Provincial Clinical Research Center for Laboratory Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China
| | - Jiaduo Sun
- Department of Anesthesiology, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China; Guangzhou First People's Hospital, School of Medicine, South China University of Technology, Guangzhou 510180, China
| | - Chengfang Gong
- Clinical Biobank Center, Microbiome Medicine Center, Department of Laboratory Medicine, Guangdong Provincial Clinical Research Center for Laboratory Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China; Neurosurgery Center, The National Key Clinical Specialty, The Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Guangdong Provincial Key Laboratory on Brain Function Repair and Regeneration, The Neurosurgery Institute of Guangdong Province, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China
| | - Jun Wang
- Neurosurgery Center, The National Key Clinical Specialty, The Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Guangdong Provincial Key Laboratory on Brain Function Repair and Regeneration, The Neurosurgery Institute of Guangdong Province, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China
| | - Ya Gao
- Department of Laboratory Medicine, Nanfang Hospital, Southern Medical University, Guangzhou 510515, China.
| | - Qingguo Zhang
- Department of Anesthesiology, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China.
| | - Haitao Sun
- Clinical Biobank Center, Microbiome Medicine Center, Department of Laboratory Medicine, Guangdong Provincial Clinical Research Center for Laboratory Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China; Neurosurgery Center, The National Key Clinical Specialty, The Engineering Technology Research Center of Education Ministry of China on Diagnosis and Treatment of Cerebrovascular Disease, Guangdong Provincial Key Laboratory on Brain Function Repair and Regeneration, The Neurosurgery Institute of Guangdong Province, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China; Key Laboratory of Mental Health of the Ministry of Education, Guangdong-Hong Kong-Macao Greater Bay Area Center for Brain Science and Brain-Inspired Intelligence, Southern Medical University, Guangzhou, China.
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22
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Weissert R. Nervous system-related tropism of SARS-CoV-2 and autoimmunity in COVID-19 infection. Eur J Immunol 2024; 54:e2250230. [PMID: 37733584 DOI: 10.1002/eji.202250230] [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: 01/22/2023] [Revised: 08/05/2023] [Accepted: 09/20/2023] [Indexed: 09/23/2023]
Abstract
The effects of SARS-CoV-2 in COVID-19 on the nervous system are incompletely understood. SARS-CoV-2 can infect endothelial cells, neurons, astrocytes, and oligodendrocytes with consequences for the host. There are indications that infection of these CNS-resident cells may result in long-term effects, including emergence of neurodegenerative diseases. Indirect effects of infection with SARS-CoV-2 relate to the induction of autoimmune disease involving molecular mimicry or/and bystander activation of T- and B cells and emergence of autoantibodies against various self-antigens. Data obtained in preclinical models of coronavirus-induced disease gives important clues for the understanding of nervous system-related assault of SARS-CoV-2. The pathophysiology of long-COVID syndrome and post-COVID syndrome in which autoimmunity and immune dysregulation might be the driving forces are still incompletely understood. A better understanding of nervous-system-related immunity in COVID-19 might support the development of therapeutic approaches. In this review, the current understanding of SARS-CoV-2 tropism for the nervous system, the associated immune responses, and diseases are summarized. The data indicates that there is viral tropism of SARS-CoV-2 in the nervous system resulting in various disease conditions. Prevention of SARS-CoV-2 infection by means of vaccination is currently the best strategy for the prevention of subsequent tissue damage involving the nervous system.
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Affiliation(s)
- Robert Weissert
- Department of Neurology, University of Regensburg Hospital, Regensburg, Germany
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23
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Li H, Terrando N, Gelbard HA. Infectious Diseases. ADVANCES IN NEUROBIOLOGY 2024; 37:423-444. [PMID: 39207706 DOI: 10.1007/978-3-031-55529-9_24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/04/2024]
Abstract
Microglia, brain-resident innate immune cells, have been extensively studied in neurodegenerative contexts like Alzheimer's disease. The Coronavirus disease 2019 (COVID-19) pandemic highlighted how peripheral infection and inflammation can be detrimental to the neuroimmune milieu and initiate microgliosis driven by peripheral inflammation. Microglia can remain deleterious to brain health by sustaining inflammation in the central nervous system even after the clearance of the original immunogenic agents. In this chapter, we discuss how pulmonary infection with Severe Acute Respiratory Syndrome CoronaVirus 2 (SARS-CoV-2) can lead to neurovascular and neuroimmune inflammation causing the neurological syndrome of post-acute sequelae of COVID-19 (PASC). Further, we incorporate lessons from the Human Immunodeficiency Virus' (HIV's) effects on microglial functioning in the era of combined antiretroviral therapies (cART) that contribute to HIV-1 associated neurocognitive disorders (HAND). Finally, we describe roles for mixed lineage kinase 3 (MLK3) and leucine-rich repeat kinase (LRRK2) as key regulators of multiple inflammatory and apoptotic pathways important to the pathogenesis of PASC and HAND. Inhibition of these pathways provides a therapeutically synergistic method of treating both PASC and HAND.
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Affiliation(s)
- Herman Li
- Center for Neurotherapeutics Discovery, Department of Neurology, University of Rochester Medical Center, Rochester, NY, USA
- Medical Scientist Training Program, University of Rochester School of Medicine and Dentistry, Rochester, NY, USA
| | - Niccolò Terrando
- Center for Translational Pain Medicine, Department of Anesthesiology, Duke University School of Medicine, Durham, NC, USA
- Department of Immunology, Duke University School of Medicine, Durham, NC, USA
- Department of Cell Biology, Duke University School of Medicine, Durham, NC, USA
| | - Harris A Gelbard
- Center for Neurotherapeutics Discovery, Department of Neurology, University of Rochester Medical Center, Rochester, NY, USA.
- Department of Neuroscience, University of Rochester Medical Center, Rochester, NY, USA.
- Department of Pediatrics, University of Rochester Medical Center, Rochester, NY, USA.
- Department of Microbiology and Immunology, University of Rochester Medical Center, Rochester, NY, USA.
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24
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Nicotra A, Masserini F, Calcaterra F, Di Vito C, Doneddu PE, Pomati S, Nobile-Orazio E, Riva A, Mavilio D, Pantoni L. What do we mean by long COVID? A scoping review of the cognitive sequelae of SARS-CoV-2 infection. Eur J Neurol 2023; 30:3968-3978. [PMID: 37540896 DOI: 10.1111/ene.16027] [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: 04/10/2023] [Revised: 07/28/2023] [Accepted: 07/31/2023] [Indexed: 08/06/2023]
Abstract
BACKGROUND AND PURPOSE Many COVID-19 patients report persistent symptoms, including cognitive disturbances. We performed a scoping review on this topic, focusing primarily on cognitive manifestations. METHODS Abstracts and full texts of studies published on PubMed (until May 2023) addressing cognitive involvement persisting after SARS-CoV-2 infection were reviewed, focusing on terms used to name the cognitive syndrome, reported symptoms, their onset time and duration, and testing batteries employed. Reported psychiatric symptoms, their assessment tools, and more general manifestations were also extracted. RESULTS Among the 947 records identified, 180 studies were included. Only one third of them used a label to define the syndrome. A minority of studies included patients according to stringent temporal criteria of syndrome onset (34%), whereas more studies reported a minimum required symptom duration (77%). The most frequently reported cognitive symptoms were memory and attentional-executive disturbances, and among psychiatric complaints, the most frequent were anxiety symptoms, depression, and sleep disturbances. Most studies reported fatigue among general symptoms. Thirty-six studies employed cognitive measures: screening tests alone (n = 19), full neuropsychological batteries (n = 25), or both (n = 29); 30 studies performed psychiatric testing. Cognitive deficits were demonstrated in 39% of subjects, the most frequently affected domains being attention/executive functions (90%) and memory (67%). CONCLUSIONS Currently, no agreement exists on a label for post-COVID-19 cognitive syndrome. The time of symptom onset after acute infection and symptom duration are still discussed. Memory and attention-executive complaints and deficits, together with fatigue, anxiety, and depression symptoms, are consistently reported, but the objective evaluation of these symptoms is not standardized.
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Affiliation(s)
- Alessia Nicotra
- Department of Biomedical and Clinical Sciences, University of Milan, Milan, Italy
| | - Federico Masserini
- Department of Biomedical and Clinical Sciences, University of Milan, Milan, Italy
| | - Francesca Calcaterra
- Unit of Clinical and Experimental Immunology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Rozzano, Italy
- Department of Medical Biotechnology and Translational Medicine, University of Milan, Milan, Italy
| | - Clara Di Vito
- Unit of Clinical and Experimental Immunology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Rozzano, Italy
- Department of Medical Biotechnology and Translational Medicine, University of Milan, Milan, Italy
| | - Pietro Emiliano Doneddu
- Neuromuscular and Neuroimmunology Unit, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Rozzano, Italy
- Department of Biomedical Sciences, Humanitas University, Milan, Italy
| | - Simone Pomati
- Department of Biomedical and Clinical Sciences, University of Milan, Milan, Italy
| | - Eduardo Nobile-Orazio
- Department of Medical Biotechnology and Translational Medicine, University of Milan, Milan, Italy
- Neuromuscular and Neuroimmunology Unit, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Rozzano, Italy
| | - Agostino Riva
- Department of Biomedical and Clinical Sciences, University of Milan, Milan, Italy
| | - Domenico Mavilio
- Unit of Clinical and Experimental Immunology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Rozzano, Italy
- Department of Medical Biotechnology and Translational Medicine, University of Milan, Milan, Italy
| | - Leonardo Pantoni
- Department of Biomedical and Clinical Sciences, University of Milan, Milan, Italy
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Farhadian SF, Reisert HD, McAlpine L, Chiarella J, Kosana P, Yoon J, Spudich S. Self-Reported Neuropsychiatric Post-COVID-19 Condition and CSF Markers of Neuroinflammation. JAMA Netw Open 2023; 6:e2342741. [PMID: 37948085 PMCID: PMC10638645 DOI: 10.1001/jamanetworkopen.2023.42741] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Accepted: 10/02/2023] [Indexed: 11/12/2023] Open
Abstract
This case-control study assesses cerebrospinal fluid markers of neuroinflammation and blood-brain barrier disruption in individuals with post–COVID-19 condition who reported neuropsychiatric symptoms.
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Affiliation(s)
- Shelli F. Farhadian
- Section of Infectious Diseases, Yale School of Medicine, New Haven, Connecticut
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut
- Department of Neurology, Yale School of Medicine, New Haven, Connecticut
- Center for Brain and Mind Health, Yale University, New Haven, Connecticut
| | - Hailey D. Reisert
- Section of Infectious Diseases, Yale School of Medicine, New Haven, Connecticut
| | - Lindsay McAlpine
- Department of Neurology, Yale School of Medicine, New Haven, Connecticut
| | - Jennifer Chiarella
- Department of Neurology, Yale School of Medicine, New Haven, Connecticut
| | - Priya Kosana
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut
| | - Jennifer Yoon
- Section of Infectious Diseases, Yale School of Medicine, New Haven, Connecticut
| | - Serena Spudich
- Department of Neurology, Yale School of Medicine, New Haven, Connecticut
- Center for Brain and Mind Health, Yale University, New Haven, Connecticut
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Hore Z, Royds J, Abuukar Abdullahi R, Lampa J, Al-Kaisy A, Denk F. Cerebrospinal fluid immune cells appear similar across neuropathic and non-neuropathic pain conditions. Wellcome Open Res 2023; 8:493. [PMID: 38707493 PMCID: PMC11069048 DOI: 10.12688/wellcomeopenres.20153.1] [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] [Accepted: 10/13/2023] [Indexed: 05/07/2024] Open
Abstract
Background Microglia have been implicated in the pathophysiology of neuropathic pain. Here, we sought to investigate whether cerebrospinal fluid (CSF) might be used as a proxy-measure of microglial activation in human participants. Methods We preformed fluorescence-activated cell sorting (FACS) of CSF immune cell populations derived from individuals who experienced pain with neuropathic features. We sorted CD4+, CD8+ T cells and monocytes and analyzed their transcriptome using RNA sequencing. We also performed Cellular Indexing of Transcriptomes and Epitopes (CITE) sequencing to characterize the expression of all CSF immune cells in a patient with postherpetic neuralgia and in a patient with neuropathic pain after failed back surgery. Results Immune cell numbers and phenotypes were not obviously different between individuals regardless of the etiology of their pain. This was true when examining our own dataset, as well as when comparing it to previously published single-cell RNA sequencing data of human CSF. In all instances, CSF monocytes showed expression of myeloid cell markers commonly associated with microglia ( P2RY12, TMEM119 and OLFML3), which will make it difficult to ascertain the origin of CSF proteins: do they derive directly from circulating CSF monocytes or could some originate in spinal cord microglia in the parenchyma? Conclusions We conclude that it will not be straightforward to use CSF as a biomarker for microglial function in humans.
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Affiliation(s)
- Zoe Hore
- Wolfson Centre for Age-Related Diseases, King's College London, London, England, UK
| | - Jonathan Royds
- Guy’s and St Thomas’ Chronic Pain Department, St Thomas Hospital, London, UK
| | | | - Jon Lampa
- Rheumatology Unit, Department of Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Adnan Al-Kaisy
- Guy’s and St Thomas’ Chronic Pain Department, St Thomas Hospital, London, UK
| | - Franziska Denk
- Wolfson Centre for Age-Related Diseases, King's College London, London, England, UK
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Trevino TN, Fogel AB, Minshall R, Richner JM, Lutz SE. Caveolin-1 mediates neuroinflammation and cognitive impairment in SARS-CoV-2 infection. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.10.18.563024. [PMID: 37905019 PMCID: PMC10614946 DOI: 10.1101/2023.10.18.563024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/02/2023]
Abstract
Leukocyte infiltration of the CNS can contribute to neuroinflammation and cognitive impairment. Brain endothelial cells regulate adhesion, activation, and diapedesis of T cells across the blood-brain barrier (BBB) in inflammatory diseases. The integral membrane protein Caveolin-1 (Cav-1) critically regulates BBB permeability, but its influence on T cell CNS infiltration in respiratory viral infections is unknown. In this study, we sought to determine the role of Cav-1 at the BBB in neuroinflammation in a COVID-19 mouse model. We used mice genetically deficient in Cav-1 to test the role of this protein in T cell infiltration and cognitive impairment. We found that SARS-CoV-2 infection upregulated brain endothelial Cav-1. Moreover, SARS-CoV-2 infection increased brain endothelial cell vascular cell adhesion molecule-1 (VCAM-1) and CD3+ T cell infiltration of the hippocampus, a region important for short term learning and memory. Concordantly, we observed learning and memory deficits. Importantly, genetic deficiency in Cav-1 attenuated brain endothelial VCAM-1 expression and T cell infiltration in the hippocampus of mice with SARS-CoV-2 infection. Moreover, Cav-1 KO mice were protected from the learning and memory deficits caused by SARS-CoV-2 infection. These results indicate the importance of BBB permeability in COVID-19 neuroinflammation and suggest potential therapeutic value of targeting Cav-1 to improve disease outcomes.
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Sherif ZA, Deverapalli M, Challa SR, Martirosyan Z, Whitesell P, Pizuorno AM, Naqvi Z, Tulloch IK, Oskrochi G, Brim H, Ashktorab H. Potential long-term neurological and gastrointestinal effects of COVID-19: A review of adult cohorts. World J Methodol 2023; 13:323-336. [PMID: 37771866 PMCID: PMC10523249 DOI: 10.5662/wjm.v13.i4.323] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Revised: 08/02/2023] [Accepted: 08/21/2023] [Indexed: 09/20/2023] Open
Abstract
BACKGROUND The respiratory infection caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has evolved into a multi-organ disorder, with long-term effects known as post-acute sequelae of SARS-CoV-2 infection or long coronavirus disease (COVID). AIM To examine the current knowledge and outcomes of long-term neurological and gastrointestinal (GI) symptoms in adult cohorts, including United States minority populations. METHODS PubMed and Google Scholar were searched using relevant terms, and data from five studies were analyzed, comprising 27383 patients with persistent neurological and GI sequelae. RESULTS The main symptoms included anxiety, depression, dysphagia, headache, vomiting, nausea, gastroesophageal reflux, fatigue, and abdominal pain. Patients with comorbidities and metabolic syndromes were at higher risk for long COVID. While most patients were European Americans, there was a need for further study on African Americans. CONCLUSION The underlying causes of these symptoms remain unclear, warranting more investigation into the long-term impact of the SARS-CoV-2 on different populations.
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Affiliation(s)
- Zaki A Sherif
- Department of Biochemistry & Molecular Biology, Howard University College of Medicine, Washington, DC 20059, United States
| | - Mrinalini Deverapalli
- Howard University Cancer Center, Howard University, Washington, DC 20060, United States
| | | | - Zara Martirosyan
- Department of Internal Medicine, Howard University Hospital, Washington, DC 20060, United States
| | - Peter Whitesell
- Department of Pulmonary Disease/Sleep Medicine, Howard University Hospital, Washington, DC 20060, United States
| | - Antonio Machado Pizuorno
- Department of Internal Medicine, The University of Texas Health Science Center at Houston, Houston, TX 77030, United States
| | - Zainab Naqvi
- Medical Center, Georgetown University, Washington, DC 20007, United States
| | - Ingrid K Tulloch
- Department of Psychology, Morgan State University, Baltimore, MD 21251, United States
| | - Gholamreza Oskrochi
- College of Engineering and Technology, American University of the Middle East, Kuwait Egaila 54200, Kuwait
| | - Hassan Brim
- Pathology & Cancer Center, Howard University College of Medicine, Washington, DC 20060, United States
| | - Hassan Ashktorab
- Medicine & Cancer Center, Howard University College of Medicine, Washington, DC 20060, United States
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Touil H, Roostaei T, Calini D, Diaconu C, Epstein S, Raposo C, Onomichi K, Thakur KT, Craveiro L, Callegari I, Bryois J, Riley CS, Menon V, Derfuss T, De Jager PL, Malhotra D. A structured evaluation of cryopreservation in generating single-cell transcriptomes from cerebrospinal fluid. CELL REPORTS METHODS 2023; 3:100533. [PMID: 37533636 PMCID: PMC10391561 DOI: 10.1016/j.crmeth.2023.100533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Revised: 04/28/2023] [Accepted: 06/21/2023] [Indexed: 08/04/2023]
Abstract
Single-cell transcriptomics allows characterization of cerebrospinal fluid (CSF) cells at an unprecedented level. Here, we report a robust cryopreservation protocol adapted for the characterization of fragile CSF cells by single-cell RNA sequencing (RNA-seq) in moderate- to large-scale studies. Fresh CSF was collected from twenty-one participants at two independent sites. Each CSF sample was split into two fractions: one was processed fresh, while the second was cryopreserved for months and profiled after thawing. B and T cell receptor sequencing was also performed. Our comparison of fresh and cryopreserved data from the same individuals demonstrates highly efficient recovery of all known CSF cell types. We find no significant difference in cell type proportions and cellular transcriptomes between fresh and cryopreserved cells. Results were comparable at both sites and with different single-cell sequencing chemistries. Cryopreservation did not affect recovery of T and B cell clonotype diversity. Our CSF cell cryopreservation protocol provides an important alternative to fresh processing of fragile CSF cells.
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Affiliation(s)
- Hanane Touil
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Tina Roostaei
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Daniela Calini
- Neuroscience and Rare Diseases (NRD), F. Hoffmann-La Roche, Ltd., Grenzacherstrasse, 4070 Basel, Switzerland
| | - Claudiu Diaconu
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA
- Columbia Multiple Sclerosis Center, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Samantha Epstein
- Columbia Multiple Sclerosis Center, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Catarina Raposo
- gRED OMNI-Biomarker Development, F. Hoffmann-La Roche, Ltd., Grenzacherstrasse, Basel, Switzerland
| | - Kaho Onomichi
- Columbia Multiple Sclerosis Center, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Kiran T. Thakur
- Program in Neuroinfectious Diseases, Division of Critical Care and Hospitalist Neurology, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Licinio Craveiro
- Product Development Medical Affairs (PDMA) Neuroscience, F. Hoffmann-La Roche, Ltd., Grenzacherstrasse, 4070 Basel, Switzerland
| | - Ilaria Callegari
- University Hospital Basel, Department of Neurology and Biomedicine, University of Basel, 4031 Basel, Switzerland
| | - Julien Bryois
- Neuroscience and Rare Diseases (NRD), F. Hoffmann-La Roche, Ltd., Grenzacherstrasse, 4070 Basel, Switzerland
| | - Claire S. Riley
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA
- Columbia Multiple Sclerosis Center, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Vilas Menon
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Tobias Derfuss
- University Hospital Basel, Department of Neurology and Biomedicine, University of Basel, 4031 Basel, Switzerland
| | - Philip L. De Jager
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA
- Columbia Multiple Sclerosis Center, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Dheeraj Malhotra
- Neuroscience and Rare Diseases (NRD), F. Hoffmann-La Roche, Ltd., Grenzacherstrasse, 4070 Basel, Switzerland
- MS Research Unit, Biogen, Cambridge, MA 02142, USA
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Mina Y, Enose-Akahata Y, Hammoud DA, Videckis AJ, Narpala SR, O'Connell SE, Carroll R, Lin BC, McMahan CC, Nair G, Reoma LB, McDermott AB, Walitt B, Jacobson S, Goldstein DS, Smith BR, Nath A. Deep Phenotyping of Neurologic Postacute Sequelae of SARS-CoV-2 Infection. NEUROLOGY(R) NEUROIMMUNOLOGY & NEUROINFLAMMATION 2023; 10:10/4/e200097. [PMID: 37147136 PMCID: PMC10162706 DOI: 10.1212/nxi.0000000000200097] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2022] [Accepted: 01/04/2023] [Indexed: 05/07/2023]
Abstract
BACKGROUND AND OBJECTIVES SARS-CoV-2 infection has been associated with a syndrome of long-term neurologic sequelae that is poorly characterized. We aimed to describe and characterize in-depth features of neurologic postacute sequelae of SARS-CoV-2 infection (neuro-PASC). METHODS Between October 2020 and April 2021, 12 participants were seen at the NIH Clinical Center under an observational study to characterize ongoing neurologic abnormalities after SARS-CoV-2 infection. Autonomic function and CSF immunophenotypic analysis were compared with healthy volunteers (HVs) without prior SARS-CoV-2 infection tested using the same methodology. RESULTS Participants were mostly female (83%), with a mean age of 45 ± 11 years. The median time of evaluation was 9 months after COVID-19 (range 3-12 months), and most (11/12, 92%) had a history of only a mild infection. The most common neuro-PASC symptoms were cognitive difficulties and fatigue, and there was evidence for mild cognitive impairment in half of the patients (MoCA score <26). The majority (83%) had a very disabling disease, with Karnofsky Performance Status ≤80. Smell testing demonstrated different degrees of microsmia in 8 participants (66%). Brain MRI scans were normal, except 1 patient with bilateral olfactory bulb hypoplasia that was likely congenital. CSF analysis showed evidence of unique intrathecal oligoclonal bands in 3 cases (25%). Immunophenotyping of CSF compared with HVs showed that patients with neuro-PASC had lower frequencies of effector memory phenotype both for CD4+ T cells (p < 0.0001) and for CD8+ T cells (p = 0.002), an increased frequency of antibody-secreting B cells (p = 0.009), and increased frequency of cells expressing immune checkpoint molecules. On autonomic testing, there was evidence for decreased baroreflex-cardiovagal gain (p = 0.009) and an increased peripheral resistance during tilt-table testing (p < 0.0001) compared with HVs, without excessive plasma catecholamine responses. DISCUSSION CSF immune dysregulation and neurocirculatory abnormalities after SARS-CoV-2 infection in the setting of disabling neuro-PASC call for further evaluation to confirm these changes and explore immunomodulatory treatments in the context of clinical trials.
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Affiliation(s)
- Yair Mina
- From the National Institute of Neurological Disorders and Stroke (Y.M., Y.E.-A., A.J.V., C.C.M., G.N., L.B.R., B.W., S.J., D.S.G., B.R.S., A.N.), National Institutes of Health, Bethesda, MD; Sackler Faculty of Medicine (Y.M.), Tel-Aviv University, Israel; Center for Infectious Disease Imaging (D.A.H.), Radiology and Imaging Sciences, Clinical Center, National Institutes of Health; and Vaccine Immunology Program (S.R.N., S.E.O.C., R.C., B.C.L., A.B.M.), Vaccine Research Center, National Institutes of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD
| | - Yoshimi Enose-Akahata
- From the National Institute of Neurological Disorders and Stroke (Y.M., Y.E.-A., A.J.V., C.C.M., G.N., L.B.R., B.W., S.J., D.S.G., B.R.S., A.N.), National Institutes of Health, Bethesda, MD; Sackler Faculty of Medicine (Y.M.), Tel-Aviv University, Israel; Center for Infectious Disease Imaging (D.A.H.), Radiology and Imaging Sciences, Clinical Center, National Institutes of Health; and Vaccine Immunology Program (S.R.N., S.E.O.C., R.C., B.C.L., A.B.M.), Vaccine Research Center, National Institutes of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD
| | - Dima A Hammoud
- From the National Institute of Neurological Disorders and Stroke (Y.M., Y.E.-A., A.J.V., C.C.M., G.N., L.B.R., B.W., S.J., D.S.G., B.R.S., A.N.), National Institutes of Health, Bethesda, MD; Sackler Faculty of Medicine (Y.M.), Tel-Aviv University, Israel; Center for Infectious Disease Imaging (D.A.H.), Radiology and Imaging Sciences, Clinical Center, National Institutes of Health; and Vaccine Immunology Program (S.R.N., S.E.O.C., R.C., B.C.L., A.B.M.), Vaccine Research Center, National Institutes of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD
| | - Anthony J Videckis
- From the National Institute of Neurological Disorders and Stroke (Y.M., Y.E.-A., A.J.V., C.C.M., G.N., L.B.R., B.W., S.J., D.S.G., B.R.S., A.N.), National Institutes of Health, Bethesda, MD; Sackler Faculty of Medicine (Y.M.), Tel-Aviv University, Israel; Center for Infectious Disease Imaging (D.A.H.), Radiology and Imaging Sciences, Clinical Center, National Institutes of Health; and Vaccine Immunology Program (S.R.N., S.E.O.C., R.C., B.C.L., A.B.M.), Vaccine Research Center, National Institutes of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD
| | - Sandeep R Narpala
- From the National Institute of Neurological Disorders and Stroke (Y.M., Y.E.-A., A.J.V., C.C.M., G.N., L.B.R., B.W., S.J., D.S.G., B.R.S., A.N.), National Institutes of Health, Bethesda, MD; Sackler Faculty of Medicine (Y.M.), Tel-Aviv University, Israel; Center for Infectious Disease Imaging (D.A.H.), Radiology and Imaging Sciences, Clinical Center, National Institutes of Health; and Vaccine Immunology Program (S.R.N., S.E.O.C., R.C., B.C.L., A.B.M.), Vaccine Research Center, National Institutes of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD
| | - Sarah E O'Connell
- From the National Institute of Neurological Disorders and Stroke (Y.M., Y.E.-A., A.J.V., C.C.M., G.N., L.B.R., B.W., S.J., D.S.G., B.R.S., A.N.), National Institutes of Health, Bethesda, MD; Sackler Faculty of Medicine (Y.M.), Tel-Aviv University, Israel; Center for Infectious Disease Imaging (D.A.H.), Radiology and Imaging Sciences, Clinical Center, National Institutes of Health; and Vaccine Immunology Program (S.R.N., S.E.O.C., R.C., B.C.L., A.B.M.), Vaccine Research Center, National Institutes of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD
| | - Robin Carroll
- From the National Institute of Neurological Disorders and Stroke (Y.M., Y.E.-A., A.J.V., C.C.M., G.N., L.B.R., B.W., S.J., D.S.G., B.R.S., A.N.), National Institutes of Health, Bethesda, MD; Sackler Faculty of Medicine (Y.M.), Tel-Aviv University, Israel; Center for Infectious Disease Imaging (D.A.H.), Radiology and Imaging Sciences, Clinical Center, National Institutes of Health; and Vaccine Immunology Program (S.R.N., S.E.O.C., R.C., B.C.L., A.B.M.), Vaccine Research Center, National Institutes of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD
| | - Bob C Lin
- From the National Institute of Neurological Disorders and Stroke (Y.M., Y.E.-A., A.J.V., C.C.M., G.N., L.B.R., B.W., S.J., D.S.G., B.R.S., A.N.), National Institutes of Health, Bethesda, MD; Sackler Faculty of Medicine (Y.M.), Tel-Aviv University, Israel; Center for Infectious Disease Imaging (D.A.H.), Radiology and Imaging Sciences, Clinical Center, National Institutes of Health; and Vaccine Immunology Program (S.R.N., S.E.O.C., R.C., B.C.L., A.B.M.), Vaccine Research Center, National Institutes of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD
| | - Cynthia Chen McMahan
- From the National Institute of Neurological Disorders and Stroke (Y.M., Y.E.-A., A.J.V., C.C.M., G.N., L.B.R., B.W., S.J., D.S.G., B.R.S., A.N.), National Institutes of Health, Bethesda, MD; Sackler Faculty of Medicine (Y.M.), Tel-Aviv University, Israel; Center for Infectious Disease Imaging (D.A.H.), Radiology and Imaging Sciences, Clinical Center, National Institutes of Health; and Vaccine Immunology Program (S.R.N., S.E.O.C., R.C., B.C.L., A.B.M.), Vaccine Research Center, National Institutes of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD
| | - Govind Nair
- From the National Institute of Neurological Disorders and Stroke (Y.M., Y.E.-A., A.J.V., C.C.M., G.N., L.B.R., B.W., S.J., D.S.G., B.R.S., A.N.), National Institutes of Health, Bethesda, MD; Sackler Faculty of Medicine (Y.M.), Tel-Aviv University, Israel; Center for Infectious Disease Imaging (D.A.H.), Radiology and Imaging Sciences, Clinical Center, National Institutes of Health; and Vaccine Immunology Program (S.R.N., S.E.O.C., R.C., B.C.L., A.B.M.), Vaccine Research Center, National Institutes of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD
| | - Lauren B Reoma
- From the National Institute of Neurological Disorders and Stroke (Y.M., Y.E.-A., A.J.V., C.C.M., G.N., L.B.R., B.W., S.J., D.S.G., B.R.S., A.N.), National Institutes of Health, Bethesda, MD; Sackler Faculty of Medicine (Y.M.), Tel-Aviv University, Israel; Center for Infectious Disease Imaging (D.A.H.), Radiology and Imaging Sciences, Clinical Center, National Institutes of Health; and Vaccine Immunology Program (S.R.N., S.E.O.C., R.C., B.C.L., A.B.M.), Vaccine Research Center, National Institutes of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD
| | - Adrian B McDermott
- From the National Institute of Neurological Disorders and Stroke (Y.M., Y.E.-A., A.J.V., C.C.M., G.N., L.B.R., B.W., S.J., D.S.G., B.R.S., A.N.), National Institutes of Health, Bethesda, MD; Sackler Faculty of Medicine (Y.M.), Tel-Aviv University, Israel; Center for Infectious Disease Imaging (D.A.H.), Radiology and Imaging Sciences, Clinical Center, National Institutes of Health; and Vaccine Immunology Program (S.R.N., S.E.O.C., R.C., B.C.L., A.B.M.), Vaccine Research Center, National Institutes of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD
| | - Brian Walitt
- From the National Institute of Neurological Disorders and Stroke (Y.M., Y.E.-A., A.J.V., C.C.M., G.N., L.B.R., B.W., S.J., D.S.G., B.R.S., A.N.), National Institutes of Health, Bethesda, MD; Sackler Faculty of Medicine (Y.M.), Tel-Aviv University, Israel; Center for Infectious Disease Imaging (D.A.H.), Radiology and Imaging Sciences, Clinical Center, National Institutes of Health; and Vaccine Immunology Program (S.R.N., S.E.O.C., R.C., B.C.L., A.B.M.), Vaccine Research Center, National Institutes of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD
| | - Steven Jacobson
- From the National Institute of Neurological Disorders and Stroke (Y.M., Y.E.-A., A.J.V., C.C.M., G.N., L.B.R., B.W., S.J., D.S.G., B.R.S., A.N.), National Institutes of Health, Bethesda, MD; Sackler Faculty of Medicine (Y.M.), Tel-Aviv University, Israel; Center for Infectious Disease Imaging (D.A.H.), Radiology and Imaging Sciences, Clinical Center, National Institutes of Health; and Vaccine Immunology Program (S.R.N., S.E.O.C., R.C., B.C.L., A.B.M.), Vaccine Research Center, National Institutes of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD
| | - David S Goldstein
- From the National Institute of Neurological Disorders and Stroke (Y.M., Y.E.-A., A.J.V., C.C.M., G.N., L.B.R., B.W., S.J., D.S.G., B.R.S., A.N.), National Institutes of Health, Bethesda, MD; Sackler Faculty of Medicine (Y.M.), Tel-Aviv University, Israel; Center for Infectious Disease Imaging (D.A.H.), Radiology and Imaging Sciences, Clinical Center, National Institutes of Health; and Vaccine Immunology Program (S.R.N., S.E.O.C., R.C., B.C.L., A.B.M.), Vaccine Research Center, National Institutes of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD
| | - Bryan R Smith
- From the National Institute of Neurological Disorders and Stroke (Y.M., Y.E.-A., A.J.V., C.C.M., G.N., L.B.R., B.W., S.J., D.S.G., B.R.S., A.N.), National Institutes of Health, Bethesda, MD; Sackler Faculty of Medicine (Y.M.), Tel-Aviv University, Israel; Center for Infectious Disease Imaging (D.A.H.), Radiology and Imaging Sciences, Clinical Center, National Institutes of Health; and Vaccine Immunology Program (S.R.N., S.E.O.C., R.C., B.C.L., A.B.M.), Vaccine Research Center, National Institutes of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD
| | - Avindra Nath
- From the National Institute of Neurological Disorders and Stroke (Y.M., Y.E.-A., A.J.V., C.C.M., G.N., L.B.R., B.W., S.J., D.S.G., B.R.S., A.N.), National Institutes of Health, Bethesda, MD; Sackler Faculty of Medicine (Y.M.), Tel-Aviv University, Israel; Center for Infectious Disease Imaging (D.A.H.), Radiology and Imaging Sciences, Clinical Center, National Institutes of Health; and Vaccine Immunology Program (S.R.N., S.E.O.C., R.C., B.C.L., A.B.M.), Vaccine Research Center, National Institutes of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD.
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Salomão R, Assis V, de Sousa Neto IV, Petriz B, Babault N, Durigan JLQ, de Cássia Marqueti R. Involvement of Matrix Metalloproteinases in COVID-19: Molecular Targets, Mechanisms, and Insights for Therapeutic Interventions. BIOLOGY 2023; 12:843. [PMID: 37372128 PMCID: PMC10295079 DOI: 10.3390/biology12060843] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Revised: 05/30/2023] [Accepted: 05/31/2023] [Indexed: 06/29/2023]
Abstract
MMPs are enzymes involved in SARS-CoV-2 pathogenesis. Notably, the proteolytic activation of MMPs can occur through angiotensin II, immune cells, cytokines, and pro-oxidant agents. However, comprehensive information regarding the impact of MMPs in the different physiological systems with disease progression is not fully understood. In the current study, we review the recent biological advances in understanding the function of MMPs and examine time-course changes in MMPs during COVID-19. In addition, we explore the interplay between pre-existing comorbidities, disease severity, and MMPs. The reviewed studies showed increases in different MMP classes in the cerebrospinal fluid, lung, myocardium, peripheral blood cells, serum, and plasma in patients with COVID-19 compared to non-infected individuals. Individuals with arthritis, obesity, diabetes, hypertension, autoimmune diseases, and cancer had higher MMP levels when infected. Furthermore, this up-regulation may be associated with disease severity and the hospitalization period. Clarifying the molecular pathways and specific mechanisms that mediate MMP activity is important in developing optimized interventions to improve health and clinical outcomes during COVID-19. Furthermore, better knowledge of MMPs will likely provide possible pharmacological and non-pharmacological interventions. This relevant topic might add new concepts and implications for public health in the near future.
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Affiliation(s)
- Rebecca Salomão
- Laboratory of Molecular Analysis, Postgraduate Program in Health and Sciences and Technology, Faculty of Ceilândia, University of Brasilia, Brasilia 72220-275, DF, Brazil
| | - Victoria Assis
- Laboratory of Molecular Analysis, Postgraduate Program in Rehabilitation Sciences, Faculty of Ceilândia, University of Brasilia, Brasilia 72220-275, DF, Brazil; (V.A.); (J.L.Q.D.)
| | - Ivo Vieira de Sousa Neto
- School of Physical Education and Sport of Ribeirão Preto, University of São Paulo, Ribeirão Preto 14040-907, SP, Brazil;
| | - Bernardo Petriz
- Graduate Program in Genomic Sciences and Biotechnology, Catholic University of Brasilia, Brasilia 71966-700, DF, Brazil;
- Laboratory of Exercise Molecular Physiology, University Center UDF, Brasília 71966-900, DF, Brazil
| | - Nicolas Babault
- INSERM UMR1093-CAPS, UFR des Sciences du Sport, Université de Bourgogne, F-21000 Dijon, France;
- Centre d’Expertise de la Performance, UFR des Sciences du Sport, Université de Bourgogne, F-21000 Dijon, France
| | - João Luiz Quaglioti Durigan
- Laboratory of Molecular Analysis, Postgraduate Program in Rehabilitation Sciences, Faculty of Ceilândia, University of Brasilia, Brasilia 72220-275, DF, Brazil; (V.A.); (J.L.Q.D.)
| | - Rita de Cássia Marqueti
- Laboratory of Molecular Analysis, Postgraduate Program in Health and Sciences and Technology, Faculty of Ceilândia, University of Brasilia, Brasilia 72220-275, DF, Brazil
- Laboratory of Molecular Analysis, Postgraduate Program in Rehabilitation Sciences, Faculty of Ceilândia, University of Brasilia, Brasilia 72220-275, DF, Brazil; (V.A.); (J.L.Q.D.)
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Piwecka M, Rajewsky N, Rybak-Wolf A. Single-cell and spatial transcriptomics: deciphering brain complexity in health and disease. Nat Rev Neurol 2023; 19:346-362. [PMID: 37198436 PMCID: PMC10191412 DOI: 10.1038/s41582-023-00809-y] [Citation(s) in RCA: 58] [Impact Index Per Article: 58.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/31/2023] [Indexed: 05/19/2023]
Abstract
In the past decade, single-cell technologies have proliferated and improved from their technically challenging beginnings to become common laboratory methods capable of determining the expression of thousands of genes in thousands of cells simultaneously. The field has progressed by taking the CNS as a primary research subject - the cellular complexity and multiplicity of neuronal cell types provide fertile ground for the increasing power of single-cell methods. Current single-cell RNA sequencing methods can quantify gene expression with sufficient accuracy to finely resolve even subtle differences between cell types and states, thus providing a great tool for studying the molecular and cellular repertoire of the CNS and its disorders. However, single-cell RNA sequencing requires the dissociation of tissue samples, which means that the interrelationships between cells are lost. Spatial transcriptomic methods bypass tissue dissociation and retain this spatial information, thereby allowing gene expression to be assessed across thousands of cells within the context of tissue structural organization. Here, we discuss how single-cell and spatially resolved transcriptomics have been contributing to unravelling the pathomechanisms underlying brain disorders. We focus on three areas where we feel these new technologies have provided particularly useful insights: selective neuronal vulnerability, neuroimmune dysfunction and cell-type-specific treatment response. We also discuss the limitations and future directions of single-cell and spatial RNA sequencing technologies.
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Affiliation(s)
- Monika Piwecka
- Institute of Bioorganic Chemistry, Polish Academy of Sciences, Poznan, Poland
| | - Nikolaus Rajewsky
- Berlin Institute for Medical Systems Biology (BIMSB), Max Delbrueck Center for Molecular Medicine, Berlin, Germany
| | - Agnieszka Rybak-Wolf
- Berlin Institute for Medical Systems Biology (BIMSB), Max Delbrueck Center for Molecular Medicine, Berlin, Germany.
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Davalos OA, Heydari AA, Fertig EJ, Sindi SS, Hoyer KK. Boosting Single-Cell RNA Sequencing Analysis with Simple Neural Attention. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.29.542760. [PMID: 37398136 PMCID: PMC10312486 DOI: 10.1101/2023.05.29.542760] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
Abstract
A limitation of current deep learning (DL) approaches for single-cell RNA sequencing (scRNAseq) analysis is the lack of interpretability. Moreover, existing pipelines are designed and trained for specific tasks used disjointly for different stages of analysis. We present scANNA, a novel interpretable DL model for scRNAseq studies that leverages neural attention to learn gene associations. After training, the learned gene importance (interpretability) is used to perform downstream analyses (e.g., global marker selection and cell-type classification) without retraining. ScANNA's performance is comparable to or better than state-of-the-art methods designed and trained for specific standard scRNAseq analyses even though scANNA was not trained for these tasks explicitly. ScANNA enables researchers to discover meaningful results without extensive prior knowledge or training separate task-specific models, saving time and enhancing scRNAseq analyses.
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Affiliation(s)
- Oscar A. Davalos
- Quantitative and Systems Biology Graduate Program, University of California, Merced, CA, USA
| | - A. Ali Heydari
- Department of Applied Mathematics, University of California, Merced, CA, USA
- Health Sciences Research Institute, University of California, Merced, CA, USA
| | - Elana J. Fertig
- Department of Oncology, Division of Biostatistics and Bioinformatics, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Suzanne S. Sindi
- Department of Applied Mathematics, University of California, Merced, CA, USA
- Health Sciences Research Institute, University of California, Merced, CA, USA
| | - Katrina K. Hoyer
- Health Sciences Research Institute, University of California, Merced, CA, USA
- Department of Molecular and Cell Biology, School of Natural Sciences, University of California, Merced, CA, USA
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Visvabharathy L, Hanson BA, Orban ZS, Lim PH, Palacio NM, Jimenez M, Clark JR, Graham EL, Liotta EM, Tachas G, Penaloza-MacMaster P, Koralnik IJ. Neuro-PASC is characterized by enhanced CD4+ and diminished CD8+ T cell responses to SARS-CoV-2 Nucleocapsid protein. Front Immunol 2023; 14:1155770. [PMID: 37313412 PMCID: PMC10258318 DOI: 10.3389/fimmu.2023.1155770] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Accepted: 05/11/2023] [Indexed: 06/15/2023] Open
Abstract
Introduction Many people with long COVID symptoms suffer from debilitating neurologic post-acute sequelae of SARS-CoV-2 infection (Neuro-PASC). Although symptoms of Neuro-PASC are widely documented, it is still unclear whether PASC symptoms impact virus-specific immune responses. Therefore, we examined T cell and antibody responses to SARS-CoV-2 Nucleocapsid protein to identify activation signatures distinguishing Neuro-PASC patients from healthy COVID convalescents. Results We report that Neuro-PASC patients exhibit distinct immunological signatures composed of elevated CD4+ T cell responses and diminished CD8+ memory T cell activation toward the C-terminal region of SARS-CoV-2 Nucleocapsid protein when examined both functionally and using TCR sequencing. CD8+ T cell production of IL-6 correlated with increased plasma IL-6 levels as well as heightened severity of neurologic symptoms, including pain. Elevated plasma immunoregulatory and reduced pro-inflammatory and antiviral response signatures were evident in Neuro-PASC patients compared with COVID convalescent controls without lasting symptoms, correlating with worse neurocognitive dysfunction. Discussion We conclude that these data provide new insight into the impact of virus-specific cellular immunity on the pathogenesis of long COVID and pave the way for the rational design of predictive biomarkers and therapeutic interventions.
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Affiliation(s)
- Lavanya Visvabharathy
- Ken and Ruth Davee Department of Neurology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Barbara A. Hanson
- Ken and Ruth Davee Department of Neurology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Zachary S. Orban
- Ken and Ruth Davee Department of Neurology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Patrick H. Lim
- Ken and Ruth Davee Department of Neurology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Nicole M. Palacio
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Millenia Jimenez
- Ken and Ruth Davee Department of Neurology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Jeffrey R. Clark
- Ken and Ruth Davee Department of Neurology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Edith L. Graham
- Ken and Ruth Davee Department of Neurology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Eric M. Liotta
- Ken and Ruth Davee Department of Neurology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - George Tachas
- Drug Discovery & Patents, Antisense Therapeutics Ltd., Melbourne, VIC, Australia
| | - Pablo Penaloza-MacMaster
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Igor J. Koralnik
- Ken and Ruth Davee Department of Neurology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
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Vengalil A, Nizamutdinov D, Su M, Huang JH. Mechanisms of SARS-CoV-2-induced Encephalopathy and Encephalitis in COVID-19 Cases. Neurosci Insights 2023; 18:26331055231172522. [PMID: 37255742 PMCID: PMC10225804 DOI: 10.1177/26331055231172522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Accepted: 04/12/2023] [Indexed: 06/01/2023] Open
Abstract
The SARS-CoV-2 virus caused an unprecedented pandemic around the globe, infecting 36.5 million people and causing the death of over 1 million in the United States of America alone. COVID-19 patients demonstrated respiratory symptoms, cardiovascular complications, and neurologic symptoms, which in most severe cases included encephalopathy and encephalitis. Hypoxia and the uncontrolled proliferation of cytokines are commonly recognized to cause encephalopathy, while the retrograde trans-synaptic spread of the virus is thought to cause encephalitis in SARS-CoV-2-induced pathogenesis. Although recent research revealed some mechanisms explaining the development of neurologic symptoms, it still remains unclear whether interactions between these mechanisms exist. This review focuses on the discussion and analysis of previously reported hypotheses of SARS-CoV-2-induced encephalopathy and encephalitis and looks into possible overlaps between the pathogenesis of both neurological outcomes of the disease. Promising therapeutic approaches to prevent and treat SARS-CoV-2-induced neurological complications are also covered. More studies are needed to further investigate the dominant mechanism of pathogenesis for developing more effective preventative measures in COVID-19 cases with the neurologic presentation.
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Affiliation(s)
- Aaron Vengalil
- Neurosurgery, Texas A&M University,
College of Medicine, Temple, TX, USA
| | - Damir Nizamutdinov
- Neurosurgery, Texas A&M University,
College of Medicine, Temple, TX, USA
- Neurosurgery, Baylor Scott and White
Health, Neuroscience Institute, Temple, TX, USA
| | - Matthew Su
- Department of BioSciences, Rice
University, Houston, TX, USA
| | - Jason H Huang
- Neurosurgery, Texas A&M University,
College of Medicine, Temple, TX, USA
- Neurosurgery, Baylor Scott and White
Health, Neuroscience Institute, Temple, TX, USA
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Woo MS, Mayer C, Fischer M, Kluge S, Roedl K, Gerloff C, Czorlich P, Thomalla G, Schulze Zur Wiesch J, Schweingruber N. Clinical surrogates of dysautonomia predict lethal outcome in COVID-19 on intensive care unit. Neurol Res Pract 2023; 5:17. [PMID: 37143130 PMCID: PMC10157117 DOI: 10.1186/s42466-023-00243-x] [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: 02/23/2023] [Accepted: 04/28/2023] [Indexed: 05/06/2023] Open
Abstract
BACKGROUND Unpredictable vegetative deteriorations made the treatment of patients with acute COVID-19 on intensive care unit particularly challenging during the first waves of the pandemic. Clinical correlates of dysautonomia and their impact on the disease course in critically ill COVID-19 patients are unknown. METHODS We retrospectively analyzed data collected during a single-center observational study (March 2020-November 2021) which was performed at the University Medical Center Hamburg-Eppendorf, a large tertiary medical center in Germany. All patients admitted to ICU due to acute COVID-19 disease during the study period were included (n = 361). Heart rate variability (HRV) and blood pressure variability (BPV) per day were used as clinical surrogates of dysautonomia and compared between survivors and non-survivors at different time points after admission. Intraindividual correlation of vital signs with laboratory parameters were calculated and corrected for age, sex and disease severity. RESULTS Patients who deceased in ICU had a longer stay (median days ± IQR, survivors 11.0 ± 27.3, non-survivors 14.1 ± 18.7, P = 0.85), in contrast time spent under invasive ventilation was not significantly different (median hours ± IQR, survivors 322 ± 782, non-survivors 286 ± 434, P = 0.29). Reduced HRV and BPV predicted lethal outcome in patients staying on ICU longer than 10 days after adjustment for age, sex, and disease severity. Accordingly, HRV was significantly less correlated with inflammatory markers (e.g. CRP and Procalcitonin) and blood carbon dioxide in non-survivors in comparison to survivors indicating uncoupling between autonomic function and inflammation in non-survivors. CONCLUSIONS Our study suggests autonomic dysfunction as a contributor to mortality in critically ill COVID-19 patients during the first waves of the pandemic. Serving as a surrogate for disease progression, these findings could contribute to the clinical management of COVID-19 patients admitted to the ICU. Furthermore, the suggested measure of dysautonomia and correlation with other laboratory parameters is non-invasive, simple, and cost-effective and should be evaluated as an additional outcome parameter in septic patients treated in the ICU in the future.
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Affiliation(s)
- Marcel Seungsu Woo
- Department of Neurology, University Medical Center Hamburg-Eppendorf, Martinistraße 52, 20246, Hamburg, Germany
- Institute of Neuroimmunology and Multiple Sclerosis (INIMS), Center for Molecular Neurobiology Hamburg (ZMNH), University Medical Center Hamburg-Eppendorf, 20246, Hamburg, Germany
| | - Christina Mayer
- Department of Neurology, University Medical Center Hamburg-Eppendorf, Martinistraße 52, 20246, Hamburg, Germany
- Institute of Neuroimmunology and Multiple Sclerosis (INIMS), Center for Molecular Neurobiology Hamburg (ZMNH), University Medical Center Hamburg-Eppendorf, 20246, Hamburg, Germany
| | - Marlene Fischer
- Department of Intensive Care Medicine, University Medical Center Hamburg-Eppendorf, 20251, Hamburg, Germany
| | - Stefan Kluge
- Department of Intensive Care Medicine, University Medical Center Hamburg-Eppendorf, 20251, Hamburg, Germany
| | - Kevin Roedl
- Department of Intensive Care Medicine, University Medical Center Hamburg-Eppendorf, 20251, Hamburg, Germany
| | - Christian Gerloff
- Department of Neurology, University Medical Center Hamburg-Eppendorf, Martinistraße 52, 20246, Hamburg, Germany
| | - Patrick Czorlich
- Department of Neurosurgery, University Medical Center Hamburg-Eppendorf, 20251, Hamburg, Germany
| | - Götz Thomalla
- Department of Neurology, University Medical Center Hamburg-Eppendorf, Martinistraße 52, 20246, Hamburg, Germany
| | - Julian Schulze Zur Wiesch
- I. Department of Medicine, University Medical Center Hamburg-Eppendorf, 20246, Hamburg, Germany
- German Center for Infection Research (DZIF), Partner Site Hamburg-Lübeck-Borstel-Riems, 20246, Hamburg, Germany
| | - Nils Schweingruber
- Department of Neurology, University Medical Center Hamburg-Eppendorf, Martinistraße 52, 20246, Hamburg, Germany.
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Müller-Miny L, Heming M, Lautwein T, Ruck T, Lu IN, Wiendl H, Meyer Zu Hörste G. Alemtuzumab treatment exemplifies discordant immune effects of blood and cerebrospinal fluid in multiple sclerosis. J Neuroimmunol 2023; 378:578088. [PMID: 37062182 DOI: 10.1016/j.jneuroim.2023.578088] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Revised: 04/03/2023] [Accepted: 04/08/2023] [Indexed: 04/18/2023]
Abstract
BACKGROUND AND OBJECTIVES Immune responses in the central nervous system (CNS) are highly compartmentalized and cerebrospinal fluid (CSF) in particular often reflects CNS pathology better than peripheral blood. While CSF leukocytes are known to be distinct from blood, the immediate effects of peripheral leukocyte depletion on CSF leukocytes have not been studied in humans. METHODS We here analyzed CSF and blood from two relapsing-remitting multiple sclerosis (RRMS) patients early after peripheral leukocyte depletion with the anti-CD52 antibody alemtuzumab compared to untreated RRMS and control patients using single cell RNA-sequencing. RESULTS As expected for alemtuzumab, most leukocyte lineages including T cells were synchronously depleted from CSF and blood, while - surprisingly - pDCs were maintained in CSF but depleted from blood by alemtuzumab. Transcriptionally, genes associated with migration were elevated only in the CSF after alemtuzumab. Predicted cellular interactions indicated a central role of pDCs and enhanced migration signaling in the CSF after alemtuzumab. DISCUSSION The CSF and blood compartments are thus partially uncoupled, emphasizing that the CNS is only partially accessible even for treatments profoundly affecting the blood.
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Affiliation(s)
- Louisa Müller-Miny
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Michael Heming
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Tobias Lautwein
- Biologisch-Medizinisches Forschungszentrum (BMFZ), Genomics and Transcriptomics Labor, Heinrich-Heine-Universität Düsseldorf, Düsseldorf, Germany
| | - Tobias Ruck
- Department of Neurology, Medical Faculty, Heinrich-Heine-University Düsseldorf, Moorenstraße 5, 40225 Düsseldorf, Germany
| | - I-Na Lu
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Heinz Wiendl
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Gerd Meyer Zu Hörste
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany.
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Maselli F, Storari L, Mourad F, Barbari V, Signorini M, Signorelli F. Headache, Loss of Smell, and Visual Disturbances: Symptoms of SARS-CoV-2 Infection? A Case Report. Phys Ther 2023; 103:7044658. [PMID: 37116462 DOI: 10.1093/ptj/pzad017] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/30/2022] [Revised: 10/24/2022] [Accepted: 12/26/2022] [Indexed: 04/30/2023]
Abstract
OBJECTIVE The purpose of this case report is to describe the main components of the history and physical examination that led to idiopathic intracranial hypertension differential diagnosis, which initially was investigated as COVID-19. METHODS (CASE DESCRIPTION) A 28-year-old woman complaining of constant headache and loss of smell and taste was suspected as SARS-CoV-2 infection by her general practitioner. She underwent 3 molecular swab tests, all negative, then decided to seek her physical therapist for relieving headache. RESULTS The full cranial nerve examination revealed impaired olfactory (CNI), abducens (CN VI), and facial (CN VII) nerves, leading the physical therapist to refer the patient to a neurosurgeon for a suspected central nervous system involvement. The neurosurgeon prescribed a detailed MRI and an ophthalmologic examination, which allowed for the final diagnosis of idiopathic intracranial hypertension. CONCLUSION An urgent lumbo-peritoneal shunting surgery resolved the patient's symptoms and saved her sight. Despite the ongoing COVID-19 pandemic, health care professionals must pay attention to properly investigating patients' signs and symptoms using comprehensive clinical reasoning, considering the screening for referral to specialist medical attention. IMPACT A thorough physical examination is required for every patient even if patients' signs and symptoms are in line with apparent common and widespread pathologies. Cranial nerve evaluation is an essential component of the physical therapist assessment and decision-making process. The ongoing pandemic highlighted the fundamental assistance of physical therapists toward physicians in the screening and management of musculoskeletal diseases.
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Affiliation(s)
- Filippo Maselli
- Human Neurosciences Department, Sapienza University of Rome, Rome, Italy
| | - Lorenzo Storari
- Human Neurosciences Department, Sapienza University of Rome, Rome, Italy
| | - Firas Mourad
- Department of Physiotherapy, LUNEX International University of Health, Exercise and Sports, Differdange, Luxembourg
- Luxembourg Health and Sport Sciences Research Institute A.s.b.l., Differdange, Luxembourg
| | - Valerio Barbari
- Human Neurosciences Department, Sapienza University of Rome, Rome, Italy
| | - Manuel Signorini
- Department of Radiology, ULSS 9 Scaligera, Mater Salutis Hospital, Legnago, Italy
| | - Francesco Signorelli
- Department of Basic Medical Sciences, Neurosciences and Sense Organs, Division of Neurosurgery, University "Aldo Moro" of Bari, Bari, Italy
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Gelpi E, Klotz S, Beyerle M, Wischnewski S, Harter V, Kirschner H, Stolz K, Reisinger C, Lindeck-Pozza E, Zoufaly A, Leoni M, Gorkiewicz G, Zacharias M, Haberler C, Hainfellner J, Woehrer A, Hametner S, Roetzer T, Voigtländer T, Ricken G, Endmayr V, Haider C, Ludwig J, Polt A, Wilk G, Schmid S, Erben I, Nguyen A, Lang S, Simonitsch-Klupp I, Kornauth C, Nackenhorst M, Kläger J, Kain R, Chott A, Wasicky R, Krause R, Weiss G, Löffler-Rag J, Berger T, Moser P, Soleiman A, Asslaber M, Sedivy R, Klupp N, Klimpfinger M, Risser D, Budka H, Schirmer L, Pröbstel AK, Höftberger R. Multifactorial White Matter Damage in the Acute Phase and Pre-Existing Conditions May Drive Cognitive Dysfunction after SARS-CoV-2 Infection: Neuropathology-Based Evidence. Viruses 2023; 15:908. [PMID: 37112888 PMCID: PMC10144140 DOI: 10.3390/v15040908] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Revised: 03/24/2023] [Accepted: 03/27/2023] [Indexed: 04/05/2023] Open
Abstract
BACKGROUND There is an urgent need to better understand the mechanisms underlying acute and long-term neurological symptoms after COVID-19. Neuropathological studies can contribute to a better understanding of some of these mechanisms. METHODS We conducted a detailed postmortem neuropathological analysis of 32 patients who died due to COVID-19 during 2020 and 2021 in Austria. RESULTS All cases showed diffuse white matter damage with a diffuse microglial activation of a variable severity, including one case of hemorrhagic leukoencephalopathy. Some cases revealed mild inflammatory changes, including olfactory neuritis (25%), nodular brainstem encephalitis (31%), and cranial nerve neuritis (6%), which were similar to those observed in non-COVID-19 severely ill patients. One previously immunosuppressed patient developed acute herpes simplex encephalitis. Acute vascular pathologies (acute infarcts 22%, vascular thrombosis 12%, diffuse hypoxic-ischemic brain damage 40%) and pre-existing small vessel diseases (34%) were frequent findings. Moreover, silent neurodegenerative pathologies in elderly persons were common (AD neuropathologic changes 32%, age-related neuronal and glial tau pathologies 22%, Lewy bodies 9%, argyrophilic grain disease 12.5%, TDP43 pathology 6%). CONCLUSIONS Our results support some previous neuropathological findings of apparently multifactorial and most likely indirect brain damage in the context of SARS-CoV-2 infection rather than virus-specific damage, and they are in line with the recent experimental data on SARS-CoV-2-related diffuse white matter damage, microglial activation, and cytokine release.
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Affiliation(s)
- Ellen Gelpi
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
| | - Sigrid Klotz
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
| | - Miriam Beyerle
- Departments of Neurology, Biomedicine and Clinical Research, University Hospital and University of Basel, 4031 Basel, Switzerland; (M.B.); (A.-K.P.)
- Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), Department of Clinical Research, University Hospital and University of Basel, 4031 Basel, Switzerland;
| | - Sven Wischnewski
- Department of Neurology, Medical Faculty Mannheim, Heidelberg University, 68167 Mannheim, Germany;
- Mannheim Center for Translational Neuroscience and Institute for Innate Immunoscience, Medical Faculty Mannheim, Heidelberg University, 68167 Mannheim, Germany
| | - Verena Harter
- Department of Pathology, Klinik Favoriten, 1100 Vienna, Austria (H.K.); (R.S.); (M.K.)
| | - Harald Kirschner
- Department of Pathology, Klinik Favoriten, 1100 Vienna, Austria (H.K.); (R.S.); (M.K.)
| | - Katharina Stolz
- Department of Forensic Medicine, Medical University of Vienna, 1090 Vienna, Austria; (K.S.); (C.R.); (N.K.); (D.R.)
| | - Christoph Reisinger
- Department of Forensic Medicine, Medical University of Vienna, 1090 Vienna, Austria; (K.S.); (C.R.); (N.K.); (D.R.)
| | | | - Alexander Zoufaly
- Intensive Care Unit, Klinik Favoriten, 1100 Vienna, Austria;
- Faculty of Medicine, Sigmund Freud University, 1020 Vienna, Austria
| | - Marlene Leoni
- D&F Institute of Pathology, Neuropathology, Medical University Graz, 8036 Graz, Austria; (M.L.); (G.G.); (M.Z.); (M.A.)
| | - Gregor Gorkiewicz
- D&F Institute of Pathology, Neuropathology, Medical University Graz, 8036 Graz, Austria; (M.L.); (G.G.); (M.Z.); (M.A.)
| | - Martin Zacharias
- D&F Institute of Pathology, Neuropathology, Medical University Graz, 8036 Graz, Austria; (M.L.); (G.G.); (M.Z.); (M.A.)
| | - Christine Haberler
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
| | - Johannes Hainfellner
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
| | - Adelheid Woehrer
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
| | - Simon Hametner
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
| | - Thomas Roetzer
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
| | - Till Voigtländer
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
| | - Gerda Ricken
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
| | - Verena Endmayr
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
| | - Carmen Haider
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
| | - Judith Ludwig
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
| | - Andrea Polt
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
| | - Gloria Wilk
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
| | - Susanne Schmid
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
| | - Irene Erben
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
| | - Anita Nguyen
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
| | - Susanna Lang
- Department of Pathology, Medical University of Vienna, 1090 Vienna, Austria; (S.L.); (I.S.-K.); (C.K.); (M.N.); (R.K.)
| | - Ingrid Simonitsch-Klupp
- Department of Pathology, Medical University of Vienna, 1090 Vienna, Austria; (S.L.); (I.S.-K.); (C.K.); (M.N.); (R.K.)
| | - Christoph Kornauth
- Department of Pathology, Medical University of Vienna, 1090 Vienna, Austria; (S.L.); (I.S.-K.); (C.K.); (M.N.); (R.K.)
- Münchner Leukämielabor, 81377 Munich, Germany
| | - Maja Nackenhorst
- Department of Pathology, Medical University of Vienna, 1090 Vienna, Austria; (S.L.); (I.S.-K.); (C.K.); (M.N.); (R.K.)
| | - Johannes Kläger
- Department of Pathology, Medical University of Vienna, 1090 Vienna, Austria; (S.L.); (I.S.-K.); (C.K.); (M.N.); (R.K.)
| | - Renate Kain
- Department of Pathology, Medical University of Vienna, 1090 Vienna, Austria; (S.L.); (I.S.-K.); (C.K.); (M.N.); (R.K.)
| | - Andreas Chott
- Institute of Pathology, Klinik Ottakring, 1160 Vienna, Austria; (A.C.); (R.W.)
| | - Richard Wasicky
- Institute of Pathology, Klinik Ottakring, 1160 Vienna, Austria; (A.C.); (R.W.)
| | - Robert Krause
- Division of Infectious Diseases, Department of Internal Medicine, Medical University of Graz, 8036 Graz, Austria;
| | - Günter Weiss
- Department of Internal Medicine and Pulmonology, Medical University of Innsbruck, 6020 Innsbruck, Austria; (G.W.); (J.L.-R.)
| | - Judith Löffler-Rag
- Department of Internal Medicine and Pulmonology, Medical University of Innsbruck, 6020 Innsbruck, Austria; (G.W.); (J.L.-R.)
| | - Thomas Berger
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
- Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria
| | - Patrizia Moser
- Department of Neuropathology, Tirol Kliniken GmbH, 6020 Innsbruck, Austria; (P.M.); (A.S.)
| | - Afshin Soleiman
- Department of Neuropathology, Tirol Kliniken GmbH, 6020 Innsbruck, Austria; (P.M.); (A.S.)
| | - Martin Asslaber
- D&F Institute of Pathology, Neuropathology, Medical University Graz, 8036 Graz, Austria; (M.L.); (G.G.); (M.Z.); (M.A.)
| | - Roland Sedivy
- Department of Pathology, Klinik Favoriten, 1100 Vienna, Austria (H.K.); (R.S.); (M.K.)
| | - Nikolaus Klupp
- Department of Forensic Medicine, Medical University of Vienna, 1090 Vienna, Austria; (K.S.); (C.R.); (N.K.); (D.R.)
| | - Martin Klimpfinger
- Department of Pathology, Klinik Favoriten, 1100 Vienna, Austria (H.K.); (R.S.); (M.K.)
- Department of Pathology, Medical University of Vienna, 1090 Vienna, Austria; (S.L.); (I.S.-K.); (C.K.); (M.N.); (R.K.)
| | - Daniele Risser
- Department of Forensic Medicine, Medical University of Vienna, 1090 Vienna, Austria; (K.S.); (C.R.); (N.K.); (D.R.)
| | - Herbert Budka
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
| | - Lucas Schirmer
- Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), Department of Clinical Research, University Hospital and University of Basel, 4031 Basel, Switzerland;
- Department of Neurology, Medical Faculty Mannheim, Heidelberg University, 68167 Mannheim, Germany;
- Interdisciplinary Center for Neurosciences, Heidelberg University, 69120 Heidelberg, Germany
| | - Anne-Katrin Pröbstel
- Departments of Neurology, Biomedicine and Clinical Research, University Hospital and University of Basel, 4031 Basel, Switzerland; (M.B.); (A.-K.P.)
- Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), Department of Clinical Research, University Hospital and University of Basel, 4031 Basel, Switzerland;
| | - Romana Höftberger
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (S.K.); (C.H.); (J.H.); (A.W.); (S.H.); (T.R.); (T.V.); (V.E.); (C.H.); (J.L.); (A.P.); (G.W.); (S.S.); (I.E.); (A.N.); (T.B.); (H.B.)
- Comprehensive Center for Clinical Neurosciences & Mental Health, Medical University of Vienna, 1090 Vienna, Austria
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Liu N, Jiang X, Li H. The viral hypothesis in Alzheimer's disease: SARS-CoV-2 on the cusp. Front Aging Neurosci 2023; 15:1129640. [PMID: 37009449 PMCID: PMC10050697 DOI: 10.3389/fnagi.2023.1129640] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Accepted: 02/27/2023] [Indexed: 03/17/2023] Open
Abstract
Increasing evidence highlights that infection with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has long-term effects on cognitive function, which may cause neurodegenerative diseases like Alzheimer's disease (AD) in the future. We performed an analysis of a possible link between SARS-CoV-2 infection and AD risk and proposed several hypotheses for its possible mechanism, including systemic inflammation, neuroinflammation, vascular endothelial injury, direct viral infection, and abnormal amyloid precursor protein metabolism. The purpose of this review is to highlight the impact of infection with SASR-CoV-2 on the future risk of AD, to provide recommendations on medical strategies during the pandemic, and to propose strategies to address the risk of AD induced by SASR-CoV-2. We call for the establishment of a follow-up system for survivors to help researchers better understand the occurrence, natural history, and optimal management of SARS-CoV-2-related AD and prepare for the future.
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Affiliation(s)
- Nanyang Liu
- Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Xuefan Jiang
- Graduate School, Beijing University of Chinese Medicine, Beijing, China
| | - Hao Li
- Wangjing Hospital, China Academy of Chinese Medical Sciences, Beijing, China
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Leng A, Shah M, Ahmad SA, Premraj L, Wildi K, Li Bassi G, Pardo CA, Choi A, Cho SM. Pathogenesis Underlying Neurological Manifestations of Long COVID Syndrome and Potential Therapeutics. Cells 2023; 12:816. [PMID: 36899952 PMCID: PMC10001044 DOI: 10.3390/cells12050816] [Citation(s) in RCA: 67] [Impact Index Per Article: 67.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Revised: 02/28/2023] [Accepted: 03/03/2023] [Indexed: 03/08/2023] Open
Abstract
The development of long-term symptoms of coronavirus disease 2019 (COVID-19) more than four weeks after primary infection, termed "long COVID" or post-acute sequela of COVID-19 (PASC), can implicate persistent neurological complications in up to one third of patients and present as fatigue, "brain fog", headaches, cognitive impairment, dysautonomia, neuropsychiatric symptoms, anosmia, hypogeusia, and peripheral neuropathy. Pathogenic mechanisms of these symptoms of long COVID remain largely unclear; however, several hypotheses implicate both nervous system and systemic pathogenic mechanisms such as SARS-CoV2 viral persistence and neuroinvasion, abnormal immunological response, autoimmunity, coagulopathies, and endotheliopathy. Outside of the CNS, SARS-CoV-2 can invade the support and stem cells of the olfactory epithelium leading to persistent alterations to olfactory function. SARS-CoV-2 infection may induce abnormalities in innate and adaptive immunity including monocyte expansion, T-cell exhaustion, and prolonged cytokine release, which may cause neuroinflammatory responses and microglia activation, white matter abnormalities, and microvascular changes. Additionally, microvascular clot formation can occlude capillaries and endotheliopathy, due to SARS-CoV-2 protease activity and complement activation, can contribute to hypoxic neuronal injury and blood-brain barrier dysfunction, respectively. Current therapeutics target pathological mechanisms by employing antivirals, decreasing inflammation, and promoting olfactory epithelium regeneration. Thus, from laboratory evidence and clinical trials in the literature, we sought to synthesize the pathophysiological pathways underlying neurological symptoms of long COVID and potential therapeutics.
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Affiliation(s)
- Albert Leng
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Manuj Shah
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Syed Ameen Ahmad
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Lavienraj Premraj
- Department of Neurology, Griffith University School of Medicine, Gold Coast, Brisbane, QLD 4215, Australia
- Critical Care Research Group, The Prince Charles Hospital, Brisbane, QLD 4032, Australia
| | - Karin Wildi
- Critical Care Research Group, The Prince Charles Hospital, Brisbane, QLD 4032, Australia
| | - Gianluigi Li Bassi
- Critical Care Research Group, The Prince Charles Hospital, Brisbane, QLD 4032, Australia
- Faculty of Medicine, University of Queensland, Brisbane, QLD 4072, Australia
- Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, QLD 4000, Australia
- Intensive Care Unit, St Andrew’s War Memorial Hospital and the Wesley Hospital, Uniting Care Hospitals, Brisbane, QLD 4000, Australia
- Wesley Medical Research, Auchenflower, QLD 4066, Australia
| | - Carlos A. Pardo
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Alex Choi
- Division of Neurosciences Critical Care, Department of Neurosurgery, UT Houston, Houston, TX 77030, USA
| | - Sung-Min Cho
- Divisions of Neurosciences Critical Care and Cardiac Surgery, Departments of Neurology, Surgery, Anesthesiology and Critical Care Medicine and Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
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Heydari AA, Sindi SS. Deep learning in spatial transcriptomics: Learning from the next next-generation sequencing. BIOPHYSICS REVIEWS 2023; 4:011306. [PMID: 38505815 PMCID: PMC10903438 DOI: 10.1063/5.0091135] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Accepted: 12/19/2022] [Indexed: 03/21/2024]
Abstract
Spatial transcriptomics (ST) technologies are rapidly becoming the extension of single-cell RNA sequencing (scRNAseq), holding the potential of profiling gene expression at a single-cell resolution while maintaining cellular compositions within a tissue. Having both expression profiles and tissue organization enables researchers to better understand cellular interactions and heterogeneity, providing insight into complex biological processes that would not be possible with traditional sequencing technologies. Data generated by ST technologies are inherently noisy, high-dimensional, sparse, and multi-modal (including histological images, count matrices, etc.), thus requiring specialized computational tools for accurate and robust analysis. However, many ST studies currently utilize traditional scRNAseq tools, which are inadequate for analyzing complex ST datasets. On the other hand, many of the existing ST-specific methods are built upon traditional statistical or machine learning frameworks, which have shown to be sub-optimal in many applications due to the scale, multi-modality, and limitations of spatially resolved data (such as spatial resolution, sensitivity, and gene coverage). Given these intricacies, researchers have developed deep learning (DL)-based models to alleviate ST-specific challenges. These methods include new state-of-the-art models in alignment, spatial reconstruction, and spatial clustering, among others. However, DL models for ST analysis are nascent and remain largely underexplored. In this review, we provide an overview of existing state-of-the-art tools for analyzing spatially resolved transcriptomics while delving deeper into the DL-based approaches. We discuss the new frontiers and the open questions in this field and highlight domains in which we anticipate transformational DL applications.
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Straeten F, Zhu J, Börsch AL, Zhang B, Li K, Lu IN, Gross C, Heming M, Li X, Rubin R, Ouyang Z, Wiendl H, Mingueneau M, Meyer zu Hörste G. Integrated single-cell transcriptomics of cerebrospinal fluid cells in treatment-naïve multiple sclerosis. J Neuroinflammation 2022; 19:306. [PMID: 36536441 PMCID: PMC9764586 DOI: 10.1186/s12974-022-02667-9] [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: 08/01/2022] [Accepted: 12/08/2022] [Indexed: 12/24/2022] Open
Abstract
Multiple sclerosis (MS) is a chronic and often disabling autoimmune disease of the central nervous system (CNS). Cerebrospinal fluid (CSF) surrounds and protects the CNS. Analysis of CSF can aid the diagnosis of CNS diseases, help to identify the prognosis, and underlying mechanisms of diseases. Several recent studies have leveraged single-cell RNA-sequencing (scRNA-seq) to identify MS-associated changes in CSF cells that are considerably more altered than blood cells in MS. However, not all alterations were replicated across all studies. We therefore integrated multiple available scRNA-seq datasets of CSF cells from MS patients with early relapsing-remitting (RRMS) disease. We provide a searchable and interactive resource of this integrated analysis ( https://CSFinMS.bxgenomics.com ) facilitating diverse visualization and analysis methods without requiring computational skills. In the present joint analysis, we replicated the known expansion of B lineage and the recently described expansion of natural killer (NK) cells and some cytotoxic T cells and decrease of monocytes in the CSF in MS. The previous observation of the abundance of Th1-like Th17 effector memory cells in the CSF was not replicated. Expanded CSF B lineage cells resembled class-switched plasmablasts/-cells (e.g., SDC1/CD138, MZB1) as expected. Our integrative analysis thus validates increased cell type diversity and B cell maturation in the CSF in MS and improves accessibility of available data.
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Affiliation(s)
- Frederike Straeten
- grid.16149.3b0000 0004 0551 4246Department of Neurology with Institute of Translational Neurology, Medical Faculty, University Hospital Münster, Münster, Germany
| | - Jing Zhu
- grid.417832.b0000 0004 0384 8146Department of Research, Biogen, Cambridge, MA USA
| | - Anna-Lena Börsch
- grid.16149.3b0000 0004 0551 4246Department of Neurology with Institute of Translational Neurology, Medical Faculty, University Hospital Münster, Münster, Germany
| | - Baohong Zhang
- grid.417832.b0000 0004 0384 8146Department of Research, Biogen, Cambridge, MA USA
| | - Kejie Li
- grid.417832.b0000 0004 0384 8146Department of Research, Biogen, Cambridge, MA USA
| | - I-Na Lu
- grid.16149.3b0000 0004 0551 4246Department of Neurology with Institute of Translational Neurology, Medical Faculty, University Hospital Münster, Münster, Germany
| | - Catharina Gross
- grid.16149.3b0000 0004 0551 4246Department of Neurology with Institute of Translational Neurology, Medical Faculty, University Hospital Münster, Münster, Germany
| | - Michael Heming
- grid.16149.3b0000 0004 0551 4246Department of Neurology with Institute of Translational Neurology, Medical Faculty, University Hospital Münster, Münster, Germany
| | - Xiaolin Li
- grid.16149.3b0000 0004 0551 4246Department of Neurology with Institute of Translational Neurology, Medical Faculty, University Hospital Münster, Münster, Germany
| | - Rebekah Rubin
- grid.417832.b0000 0004 0384 8146Department of Research, Biogen, Cambridge, MA USA
| | | | - Heinz Wiendl
- grid.16149.3b0000 0004 0551 4246Department of Neurology with Institute of Translational Neurology, Medical Faculty, University Hospital Münster, Münster, Germany
| | - Michael Mingueneau
- grid.417832.b0000 0004 0384 8146Department of Research, Biogen, Cambridge, MA USA
| | - Gerd Meyer zu Hörste
- grid.16149.3b0000 0004 0551 4246Department of Neurology with Institute of Translational Neurology, Medical Faculty, University Hospital Münster, Münster, Germany
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Elizalde-Díaz JP, Miranda-Narváez CL, Martínez-Lazcano JC, Martínez-Martínez E. The relationship between chronic immune response and neurodegenerative damage in long COVID-19. Front Immunol 2022; 13:1039427. [PMID: 36591299 PMCID: PMC9800881 DOI: 10.3389/fimmu.2022.1039427] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2022] [Accepted: 11/28/2022] [Indexed: 12/23/2022] Open
Abstract
In the past two years, the world has faced the pandemic caused by the severe acute respiratory syndrome 2 coronavirus (SARS-CoV-2), which by August of 2022 has infected around 619 million people and caused the death of 6.55 million individuals globally. Although SARS-CoV-2 mainly affects the respiratory tract level, there are several reports, indicating that other organs such as the heart, kidney, pancreas, and brain can also be damaged. A characteristic observed in blood serum samples of patients suffering COVID-19 disease in moderate and severe stages, is a significant increase in proinflammatory cytokines such as interferon-α (IFN-α), interleukin-1β (IL-1β), interleukin-2 (IL-2), interleukin-6 (IL-6) and interleukin-18 (IL-18), as well as the presence of autoantibodies against interferon-α (IFN-α), interferon-λ (IFN-λ), C-C motif chemokine ligand 26 (CCL26), CXC motif chemokine ligand 12 (CXCL12), family with sequence similarity 19 (chemokine (C-C motif)-like) member A4 (FAM19A4), and C-C motif chemokine ligand 1 (CCL1). Interestingly, it has been described that the chronic cytokinemia is related to alterations of blood-brain barrier (BBB) permeability and induction of neurotoxicity. Furthermore, the generation of autoantibodies affects processes such as neurogenesis, neuronal repair, chemotaxis and the optimal microglia function. These observations support the notion that COVID-19 patients who survived the disease present neurological sequelae and neuropsychiatric disorders. The goal of this review is to explore the relationship between inflammatory and humoral immune markers and the major neurological damage manifested in post-COVID-19 patients.
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Affiliation(s)
- José Pedro Elizalde-Díaz
- Laboratory of Cell Communication & Extracellular Vesicles, Division of Basic Science, Instituto Nacional de Medicina Genómica, Ciudad de México, Mexico
| | - Clara Leticia Miranda-Narváez
- Laboratorio de Neurofarmacología Molecular y Nanotecnología, Instituto Nacional de Neurología y Neurocirugía Manuel Velasco Suárez, Ciudad de México, Mexico
| | - Juan Carlos Martínez-Lazcano
- Laboratorio de Neurofarmacología Molecular y Nanotecnología, Instituto Nacional de Neurología y Neurocirugía Manuel Velasco Suárez, Ciudad de México, Mexico
| | - Eduardo Martínez-Martínez
- Laboratory of Cell Communication & Extracellular Vesicles, Division of Basic Science, Instituto Nacional de Medicina Genómica, Ciudad de México, Mexico
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Fleischer M, Szepanowski F, Tovar M, Herchert K, Dinse H, Schweda A, Mausberg AK, Holle-Lee D, Köhrmann M, Stögbauer J, Jokisch D, Jokisch M, Deuschl C, Skoda EM, Teufel M, Stettner M, Kleinschnitz C. Post-COVID-19 Syndrome is Rarely Associated with Damage of the Nervous System: Findings from a Prospective Observational Cohort Study in 171 Patients. Neurol Ther 2022; 11:1637-1657. [PMID: 36028604 PMCID: PMC9417089 DOI: 10.1007/s40120-022-00395-z] [Citation(s) in RCA: 31] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Accepted: 08/03/2022] [Indexed: 12/25/2022] Open
Abstract
INTRODUCTION The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) can affect multiple organs. Reports of persistent or newly emergent symptoms, including those related to the nervous system, have increased over the course of the pandemic, leading to the introduction of post-COVID-19 syndrome. However, this novel syndrome is still ill-defined and structured objectification of complaints is scarce. Therefore, we performed a prospective observational cohort study to better define and validate subjective neurological disturbances in patients with post-COVID-19 syndrome. METHODS A total of 171 patients fulfilling the post-COVID-19 WHO Delphi consensus criteria underwent a comprehensive neurological diagnostic work-up including neurovascular, electrophysiological, and blood analysis. In addition, magnetic resonance imaging (MRI) and lumbar puncture were conducted in subgroups of patients. Furthermore, patients underwent neuropsychological, psychosomatic, and fatigue assessment. RESULTS Patients were predominantly female, middle-aged, and had incurred mostly mild-to-moderate acute COVID-19. The most frequent post-COVID-19 complaints included fatigue, difficulties in concentration, and memory deficits. In most patients (85.8%), in-depth neurological assessment yielded no pathological findings. In 97.7% of the cases, either no diagnosis other than post COVID-19 syndrome, or no diagnosis likely related to preceding acute COVID-19 could be established. Sensory or motor complaints were more often associated with a neurological diagnosis other than post-COVID-19 syndrome. Previous psychiatric conditions were identified as a risk factor for developing post-COVID-19 syndrome. We found high somatization scores in our patient group that correlated with cognitive deficits and the extent of fatigue. CONCLUSIONS Albeit frequently reported by patients, objectifiable affection of the nervous system is rare in post-COVID-19 syndrome. Instead, elevated levels of somatization point towards a pathogenesis potentially involving psychosomatic factors. However, thorough neurological assessment is important in this patient group in order to not miss neurological diseases other than post-COVID-19.
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Affiliation(s)
- Michael Fleischer
- Department of Neurology, University Medicine Essen, University Duisburg-Essen, Essen, Germany
- Center for Translational Neuro- and Behavioral Sciences (C-TNBS), University Duisburg-Essen, Essen, Germany
| | - Fabian Szepanowski
- Department of Neurology, University Medicine Essen, University Duisburg-Essen, Essen, Germany
- Center for Translational Neuro- and Behavioral Sciences (C-TNBS), University Duisburg-Essen, Essen, Germany
| | - Muriel Tovar
- Department of Neurology, University Medicine Essen, University Duisburg-Essen, Essen, Germany
- Center for Translational Neuro- and Behavioral Sciences (C-TNBS), University Duisburg-Essen, Essen, Germany
| | - Klaas Herchert
- Institute for Diagnostic and Interventional Radiology and Neuroradiology, University Medicine Essen, University Duisburg-Essen, Essen, Germany
- Center for Translational Neuro- and Behavioral Sciences (C-TNBS), University Duisburg-Essen, Essen, Germany
| | - Hannah Dinse
- Clinic for Psychosomatic Medicine, and Psychotherapy, LVR University Hospital Essen, University Duisburg-Essen, Essen, Germany
- Center for Translational Neuro- and Behavioral Sciences (C-TNBS), University Duisburg-Essen, Essen, Germany
| | - Adam Schweda
- Clinic for Psychosomatic Medicine, and Psychotherapy, LVR University Hospital Essen, University Duisburg-Essen, Essen, Germany
- Center for Translational Neuro- and Behavioral Sciences (C-TNBS), University Duisburg-Essen, Essen, Germany
| | - Anne K Mausberg
- Department of Neurology, University Medicine Essen, University Duisburg-Essen, Essen, Germany
- Center for Translational Neuro- and Behavioral Sciences (C-TNBS), University Duisburg-Essen, Essen, Germany
| | - Dagny Holle-Lee
- Department of Neurology, University Medicine Essen, University Duisburg-Essen, Essen, Germany
- Center for Translational Neuro- and Behavioral Sciences (C-TNBS), University Duisburg-Essen, Essen, Germany
| | - Martin Köhrmann
- Department of Neurology, University Medicine Essen, University Duisburg-Essen, Essen, Germany
- Center for Translational Neuro- and Behavioral Sciences (C-TNBS), University Duisburg-Essen, Essen, Germany
| | - Julia Stögbauer
- Department of Neurology, University Medicine Essen, University Duisburg-Essen, Essen, Germany
- Center for Translational Neuro- and Behavioral Sciences (C-TNBS), University Duisburg-Essen, Essen, Germany
| | - Daniel Jokisch
- Department of Neurology, University Medicine Essen, University Duisburg-Essen, Essen, Germany
- Center for Translational Neuro- and Behavioral Sciences (C-TNBS), University Duisburg-Essen, Essen, Germany
| | - Martha Jokisch
- Department of Neurology, University Medicine Essen, University Duisburg-Essen, Essen, Germany
- Center for Translational Neuro- and Behavioral Sciences (C-TNBS), University Duisburg-Essen, Essen, Germany
| | - Cornelius Deuschl
- Institute for Diagnostic and Interventional Radiology and Neuroradiology, University Medicine Essen, University Duisburg-Essen, Essen, Germany
| | - Eva-Maria Skoda
- Clinic for Psychosomatic Medicine, and Psychotherapy, LVR University Hospital Essen, University Duisburg-Essen, Essen, Germany
- Center for Translational Neuro- and Behavioral Sciences (C-TNBS), University Duisburg-Essen, Essen, Germany
| | - Martin Teufel
- Clinic for Psychosomatic Medicine, and Psychotherapy, LVR University Hospital Essen, University Duisburg-Essen, Essen, Germany
- Center for Translational Neuro- and Behavioral Sciences (C-TNBS), University Duisburg-Essen, Essen, Germany
| | - Mark Stettner
- Department of Neurology, University Medicine Essen, University Duisburg-Essen, Essen, Germany
- Center for Translational Neuro- and Behavioral Sciences (C-TNBS), University Duisburg-Essen, Essen, Germany
| | - Christoph Kleinschnitz
- Department of Neurology, University Medicine Essen, University Duisburg-Essen, Essen, Germany.
- Center for Translational Neuro- and Behavioral Sciences (C-TNBS), University Duisburg-Essen, Essen, Germany.
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46
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Mofazzal Jahromi MA, Sefidfard M, Taghipour A, Roustazadeh A, Matin S, Mir H, Badri M, Bahrami F, Abdoli A. Latent infections, coronavirus disease 2019 and psychiatric disorders: The friend of my enemy. CLINICAL AND TRANSLATIONAL DISCOVERY 2022; 2:e141. [PMID: 36712173 PMCID: PMC9875118 DOI: 10.1002/ctd2.141] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Accepted: 09/26/2022] [Indexed: 11/06/2022]
Abstract
Recent reports revealed an increased rate of hospitalization and mortality of coronavirus disease 2019 (COVID-19) among patients with psychiatric disorders. On the other hand, there is a link between latent infections, including Toxoplasma gondii, herpes simplex virus type 1 (HSV-1) and cytomegalovirus (CMV) with psychiatric disorders. We individually assessed data regarding 1) the mortality rate of COVID-19 among individuals with psychiatric disorders; 2) the association of latent infections in COVID-19 patients and 3) the association between latent infections and psychiatric disorders. We developed the hypothesis that latent infection could increase the risk of severe COVID-19 among patients with psychiatric disorders. Cumulative evidence proposed that infection with toxoplasmosis, CMV and HSV-1 could increase the risk of severe acute respiratory syndrome coronavirus 2 (SARS-Co-V2) infections among patients with psychiatric disorders probably by induction of hyperinflammatory conditions. These infections are also associated with hyperinflammation and T cell exhaustion, which has also been observed in both schizophrenia and COVID-19. This hypothesis provides new insights into the role of latent infections in increasing the mortality rates of COVID-19 among individuals with psychiatric disorders. Strategies for screening, early diagnosis and treatment of these infections could be recommended for COVID-19 patients with a background of psychiatric disorders.
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Affiliation(s)
- Mirza Ali Mofazzal Jahromi
- Zoonoses Research CenterJahrom University of Medical SciencesJahromIran
- Department of ImmunologySchool of MedicineJahrom University of Medical SciencesJahromIran
- Department of Advanced Medical Sciences & TechnologiesJahrom University of Medical SciencesJahromIran
| | - Mina Sefidfard
- Department of PsychiatryJahrom University of Medical SciencesJahromIran
- Research Center for Noncommunicable DiseasesJahrom University of Medical SciencesJahromIran
| | - Ali Taghipour
- Zoonoses Research CenterJahrom University of Medical SciencesJahromIran
- Department of Parasitology and MycologyJahrom University of Medical SciencesJahromIran
| | - Abazar Roustazadeh
- Department of Advanced Medical Sciences & TechnologiesJahrom University of Medical SciencesJahromIran
- Department of Biochemistry and NutritionJahrom University of Medical SciencesJahromIran
| | | | - Hamed Mir
- Department of Advanced Medical Sciences & TechnologiesJahrom University of Medical SciencesJahromIran
- Department of Biochemistry and NutritionJahrom University of Medical SciencesJahromIran
| | - Milad Badri
- Medical Microbiology Research CenterQazvin University of Medical SciencesQazvinIran
| | - Fares Bahrami
- Kurdistan University of Medical SciencesKurdistanIran
| | - Amir Abdoli
- Zoonoses Research CenterJahrom University of Medical SciencesJahromIran
- Research Center for Noncommunicable DiseasesJahrom University of Medical SciencesJahromIran
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47
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Mix MR, Harty JT. Keeping T cell memories in mind. Trends Immunol 2022; 43:1018-1031. [PMID: 36369103 PMCID: PMC9691610 DOI: 10.1016/j.it.2022.10.001] [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: 09/01/2022] [Revised: 10/05/2022] [Accepted: 10/06/2022] [Indexed: 11/09/2022]
Abstract
The mammalian central nervous system (CNS) contains a vibrant community of resident adaptive immune cells at homeostasis. Among these are memory CD8+ and CD4+ T cells, which reside in the CNS in the settings of health, aging, and neurological disease. These T cells commonly exhibit a tissue-resident memory (TRM) phenotype, suggesting that they are antigen-experienced and remain separate from the circulation. Despite these characterizations, T cell surveillance of the CNS has only recently been studied through the lens of TRM immunology. In this Review, we outline emerging concepts of CNS TRM generation, localization, maintenance, function, and specificity. In this way, we hope to highlight roles of CNS TRM in health and disease to inform future studies of adaptive neuroimmunity.
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Affiliation(s)
- Madison R Mix
- Department of Pathology, Carver College of Medicine, University of Iowa, Iowa City, IA, USA; Medical Scientist Training Program, Carver College of Medicine, University of Iowa, Iowa City, IA, USA; Interdisciplinary Graduate Program in Immunology, University of Iowa, Iowa City, IA, USA
| | - John T Harty
- Department of Pathology, Carver College of Medicine, University of Iowa, Iowa City, IA, USA; Medical Scientist Training Program, Carver College of Medicine, University of Iowa, Iowa City, IA, USA; Interdisciplinary Graduate Program in Immunology, University of Iowa, Iowa City, IA, USA.
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48
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Ostkamp P, Deffner M, Schulte-Mecklenbeck A, Wünsch C, Lu IN, Wu GF, Goelz S, De Jager PL, Kuhlmann T, Gross CC, Klotz L, Meyer Zu Hörste G, Wiendl H, Schneider-Hohendorf T, Schwab N. A single-cell analysis framework allows for characterization of CSF leukocytes and their tissue of origin in multiple sclerosis. Sci Transl Med 2022; 14:eadc9778. [PMID: 36449599 DOI: 10.1126/scitranslmed.adc9778] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/05/2022]
Abstract
Peripheral central nervous system (CNS)-infiltrating lymphocytes are a hallmark of relapsing-remitting multiple sclerosis. Tissue-resident memory T cells (TRM) not only populate the healthy CNS parenchyma but also are suspected to contribute to multiple sclerosis pathology. Because cerebrospinal fluid (CSF), unlike CNS parenchyma, is accessible for diagnostics, we evaluated whether human CSF, apart from infiltrating cells, also contains TRM cells and CNS-resident myeloid cells draining from the parenchyma or border tissues. Using deep generative models, we integrated 41 CSF and 14 CNS parenchyma single-cell RNA sequencing (scRNAseq) samples from eight independent studies, encompassing 120,629 cells. By comparing CSF immune cells collected during multiple sclerosis relapse with cells collected during therapeutic very late antigen-4 blockade, we could identify immune subsets with tissue provenance across multiple lineages, including CNS border-associated macrophages, CD8 and CD4 TRM cells, and tissue-resident natural killer cells. All lymphocytic CNS-resident cells shared expression of CXCR6 but showed differential ITGAE expression (encoding CD103). A common signature defined CD4 and CD8 TRM cells by expression of ZFP36L2, DUSP1, and ID2. We further developed a user interface-driven application based on this analysis framework for atlas-level cell identity transfer onto new CSF scRNAseq data. Together, these results define CNS-resident immune cells involved in multiple sclerosis pathology that can be detected and monitored in CSF. Targeting these cell populations might be promising to modulate immunopathology in progressive multiple sclerosis and other neuroinflammatory diseases.
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Affiliation(s)
- Patrick Ostkamp
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster 48149, Germany
| | - Marie Deffner
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster 48149, Germany
| | - Andreas Schulte-Mecklenbeck
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster 48149, Germany
| | - Christian Wünsch
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster 48149, Germany
| | - I-Na Lu
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster 48149, Germany
| | - Gregory F Wu
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO 63110, USA.,Department of Neurology, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Susan Goelz
- Oregon Health and Science University, Portland, OR 97239, USA
| | - Philip L De Jager
- Center for Translational and Computational Neuroimmunology and Multiple Sclerosis Center, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Tanja Kuhlmann
- Institute of Neuropathology, University Hospital Münster, Münster 48149, Germany
| | - Catharina C Gross
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster 48149, Germany
| | - Luisa Klotz
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster 48149, Germany
| | - Gerd Meyer Zu Hörste
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster 48149, Germany
| | - Heinz Wiendl
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster 48149, Germany
| | - Tilman Schneider-Hohendorf
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster 48149, Germany
| | - Nicholas Schwab
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster 48149, Germany
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49
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Etter MM, Martins TA, Kulsvehagen L, Pössnecker E, Duchemin W, Hogan S, Sanabria-Diaz G, Müller J, Chiappini A, Rychen J, Eberhard N, Guzman R, Mariani L, Melie-Garcia L, Keller E, Jelcic I, Pargger H, Siegemund M, Kuhle J, Oechtering J, Eich C, Tzankov A, Matter MS, Uzun S, Yaldizli Ö, Lieb JM, Psychogios MN, Leuzinger K, Hirsch HH, Granziera C, Pröbstel AK, Hutter G. Severe Neuro-COVID is associated with peripheral immune signatures, autoimmunity and neurodegeneration: a prospective cross-sectional study. Nat Commun 2022; 13:6777. [DOI: 10.1038/s41467-022-34068-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Accepted: 10/12/2022] [Indexed: 11/10/2022] Open
Abstract
AbstractGrowing evidence links COVID-19 with acute and long-term neurological dysfunction. However, the pathophysiological mechanisms resulting in central nervous system involvement remain unclear, posing both diagnostic and therapeutic challenges. Here we show outcomes of a cross-sectional clinical study (NCT04472013) including clinical and imaging data and corresponding multidimensional characterization of immune mediators in the cerebrospinal fluid (CSF) and plasma of patients belonging to different Neuro-COVID severity classes. The most prominent signs of severe Neuro-COVID are blood-brain barrier (BBB) impairment, elevated microglia activation markers and a polyclonal B cell response targeting self-antigens and non-self-antigens. COVID-19 patients show decreased regional brain volumes associating with specific CSF parameters, however, COVID-19 patients characterized by plasma cytokine storm are presenting with a non-inflammatory CSF profile. Post-acute COVID-19 syndrome strongly associates with a distinctive set of CSF and plasma mediators. Collectively, we identify several potentially actionable targets to prevent or intervene with the neurological consequences of SARS-CoV-2 infection.
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50
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Chiappelli F, Fotovat L. Post acute CoViD-19 syndrome (PACS) - Long CoViD. Bioinformation 2022; 18:908-911. [PMID: 37654836 PMCID: PMC10465760 DOI: 10.6026/97320630018908] [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: 10/08/2022] [Accepted: 10/18/2022] [Indexed: 09/02/2023] Open
Abstract
Patients sero-positive for the Systemic Acute Respiratory Syndrome Corona virus2 (SARS-CoV2) virus develop the Corona Virus Disease 2019 (CoViD-19). CoViD-19 may be asymptomatic in some individuals, proffer mild symptoms in other patients, and can be a serious and even lethal disease in a sub-group of the population. The variables that determine the severity of CoViD-19 have not been fully characterized. What is clear is that the patients who survive CoViD-19 return to a state of sero-negativity for SARS-CoV2 generally within 3-5 weeks. However, several cases of repeated infection have been reported, and a large proportion of CoViD-19-recovered patients manifest multi-system and multi-organ symptomatic pathologies several weeks-to-months after resuming sero-negativity for SARS-CoV2. This new pathological condition, originally termed Long Covid, is now recognized as the Post Acute CoViD-19 Syndrome (PACS). The original principal clusters of signs and symptoms of PACS: likelihood of relapse and reinfection, physical fatigue and cognitive slowdown, may actually be broadened to include immune deregulation, cardiovascular disease and coagulation abnormalities. The development and evaluation of new and improved clinical interventions for PACS are critical and timely.
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Affiliation(s)
- Francesco Chiappelli
- Center for the Health Sciences, UCLA, Los Angeles, USA; Dental Group of Sherman Oaks, CA 91403, USA
| | - Lily Fotovat
- Center for the Health Sciences, UCLA, Los Angeles, USA; Dental Group of Sherman Oaks, CA 91403, USA
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