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Murdoch DM, Barfield R, Chan C, Towe SL, Bell RP, Volkheimer A, Choe J, Hall SA, Berger M, Xie J, Meade CS. Neuroimaging and immunological features of neurocognitive function related to substance use in people with HIV. J Neurovirol 2023; 29:78-93. [PMID: 36348233 PMCID: PMC10089970 DOI: 10.1007/s13365-022-01102-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Revised: 10/17/2022] [Accepted: 10/20/2022] [Indexed: 11/11/2022]
Abstract
This study sought to identify neuroimaging and immunological factors associated with substance use and that contribute to neurocognitive impairment (NCI) in people with HIV (PWH). We performed cross-sectional immunological phenotyping, neuroimaging, and neurocognitive testing on virally suppressed PWH in four substance groups: cocaine only users (COC), marijuana only users (MJ), dual users (Dual), and Non-users. Participants completed substance use assessments, multimodal MRI brain scan, neuropsychological testing, and blood and CSF sampling. We employed a two-stage analysis of 305 possible biomarkers of cognitive function associated with substance use. Feature reduction (Kruskal Wallis p-value < 0.05) identified 53 biomarkers associated with substance use (22 MRI and 31 immunological) for model inclusion along with clinical and demographic variables. We employed eXtreme Gradient Boosting (XGBoost) with these markers to predict cognitive function (global T-score). SHapley Additive exPlanations (SHAP) values were calculated to rank features for impact on model output and NCI. Participants were 110 PWH with sustained HIV viral suppression (33 MJ, 12 COC, 22 Dual, and 43 Non-users). The ten highest ranking biomarkers for predicting global T-score were 4 neuroimaging biomarkers including functional connectivity, gray matter volume, and white matter integrity; 5 soluble biomarkers (plasma glycine, alanine, lyso-phosphatidylcholine (lysoPC) aC17.0, hydroxy-sphingomyelin (SM.OH) C14.1, and phosphatidylcholinediacyl (PC aa) C28.1); and 1 clinical variable (nadir CD4 count). The results of our machine learning model suggest that substance use may indirectly contribute to NCI in PWH through both metabolomic and neuropathological mechanisms.
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Affiliation(s)
- David M Murdoch
- Department of Medicine, Duke University Medical Center, DUMC Box 2629, Durham, NC, 27710, USA.
| | - Richard Barfield
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC, USA
- Center for Human Systems Immunology, School of Medicine, Duke University, Durham, NC, USA
| | - Cliburn Chan
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC, USA
- Center for Human Systems Immunology, School of Medicine, Duke University, Durham, NC, USA
| | - Sheri L Towe
- Department of Psychiatry & Behavioral Sciences, Duke University Medical Center, Durham, NC, USA
| | - Ryan P Bell
- Department of Psychiatry & Behavioral Sciences, Duke University Medical Center, Durham, NC, USA
| | - Alicia Volkheimer
- Department of Medicine, Duke University Medical Center, DUMC Box 2629, Durham, NC, 27710, USA
| | - Joyce Choe
- Department of Medicine, Duke University Medical Center, DUMC Box 2629, Durham, NC, 27710, USA
| | - Shana A Hall
- Department of Psychiatry & Behavioral Sciences, Duke University Medical Center, Durham, NC, USA
| | - Miles Berger
- Department of Anesthesiology, Duke University Medical Center, Durham, NC, USA
| | - Jichun Xie
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC, USA
- Center for Human Systems Immunology, School of Medicine, Duke University, Durham, NC, USA
- Department of Mathematics, Duke University, Durham, NC, USA
| | - Christina S Meade
- Department of Psychiatry & Behavioral Sciences, Duke University Medical Center, Durham, NC, USA
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Anderson AM, Ma Q, Letendre SL, Iudicello J. Soluble Biomarkers of Cognition and Depression in Adults with HIV Infection in the Combination Therapy Era. Curr HIV/AIDS Rep 2021; 18:558-568. [PMID: 34780037 PMCID: PMC8860504 DOI: 10.1007/s11904-021-00581-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/28/2021] [Indexed: 12/15/2022]
Abstract
PURPOSE OF REVIEW Cognitive impairment and depression continue to be common among people with HIV (PWH) in the combination antiretroviral therapy (ART) era. A better understanding of the biological mechanisms that may underpin these disorders is needed. The purpose of this review is to describe published findings on soluble biomarkers from blood and cerebrospinal fluid (CSF) that have been associated with either cognition or depression among PWH in the setting of ART. RECENT FINDINGS Several biomarkers, including those that reflect viral persistence, monocyte/macrophage activation, and other processes, are associated with cognition and depressive symptoms. Some but not all results have been consistent across multiple studies. More research has been published on biomarkers of cognition relative to biomarkers of depression (particularly from CSF). More studies are needed that investigate multiple biomarkers to understand the role of distinct but additive pathways in these disorders and to guide the development of new therapies.
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Affiliation(s)
- Albert M Anderson
- Division of Infectious Diseases, Department of Medicine, Emory University School of Medicine, 341 Ponce de Leon Avenue, Atlanta, GA, 30308, USA.
| | - Qing Ma
- University at Buffalo, Buffalo, NY, USA
| | - Scott L Letendre
- Departments of Medicine and Psychiatry, University of California at San Diego, San Diego, CA, USA
| | - Jennifer Iudicello
- Departments of Medicine and Psychiatry, University of California at San Diego, San Diego, CA, USA
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3
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Peroxiredoxins-The Underrated Actors during Virus-Induced Oxidative Stress. Antioxidants (Basel) 2021; 10:antiox10060977. [PMID: 34207367 PMCID: PMC8234473 DOI: 10.3390/antiox10060977] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2021] [Revised: 06/09/2021] [Accepted: 06/15/2021] [Indexed: 12/19/2022] Open
Abstract
Enhanced production of reactive oxygen species (ROS) triggered by various stimuli, including viral infections, has attributed much attention in the past years. It has been shown that different viruses that cause acute or chronic diseases induce oxidative stress in infected cells and dysregulate antioxidant its antioxidant capacity. However, most studies focused on catalase and superoxide dismutases, whereas a family of peroxiredoxins (Prdx), the most effective peroxide scavengers, were given little or no attention. In the current review, we demonstrate that peroxiredoxins scavenge hydrogen and organic peroxides at their physiological concentrations at various cell compartments, unlike many other antioxidant enzymes, and discuss their recycling. We also provide data on the regulation of their expression by various transcription factors, as they can be compared with the imprint of viruses on transcriptional machinery. Next, we discuss the involvement of peroxiredoxins in transferring signals from ROS on specific proteins by promoting the oxidation of target cysteine groups, as well as briefly demonstrate evidence of nonenzymatic, chaperone, functions of Prdx. Finally, we give an account of the current state of research of peroxiredoxins for various viruses. These data clearly show that Prdx have not been given proper attention despite all the achievements in general redox biology.
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Williams ME, Naudé PJW, van der Westhuizen FH. Proteomics and metabolomics of HIV-associated neurocognitive disorders: A systematic review. J Neurochem 2021; 157:429-449. [PMID: 33421125 DOI: 10.1111/jnc.15295] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Revised: 12/09/2020] [Accepted: 12/30/2020] [Indexed: 02/01/2023]
Abstract
HIV-associated neurocognitive disorders (HAND) are common features of the effect of human immunodeficiency virus (HIV)-1 within the central nervous system (CNS). The underlying neuropathophysiology of HAND is incompletely known. Furthermore, there are no markers to effectively predict or stratify the risk of HAND. Recent advancements in the fields of proteomics and metabolomics have shown promise in addressing these concerns, however, it is not clear if these approaches may provide new insight into pathways and markers related to HAND. We therefore conducted a systematic review of studies using proteomic and/or metabolomic approaches in the aim of identifying pathways or markers associated with neurocognitive impairment in people living with HIV (PLWH). Thirteen studies were eligible, including 11 proteomic and 2 metabolomic investigations of HIV-positive clinical samples (cerebrospinal fluid (CSF), brain tissue, and serum). Across varying profiling techniques and sample types, the majority of studies found an association of markers with neurocognitive function in PLWH. These included metabolic marker myo-inositol and proteomic markers superoxide dismutase, gelsolin, afamin, sphingomyelin, and ceramide. Certain markers were found to be dysregulated across various sample types. Afamin and gelsolin overlapped in studies of blood and CSF and sphingomyelin and ceramide overlapped in studies of CSF and brain tissue. The association of these markers with neurocognitive functioning may indicate the activity of certain pathways, potentially those related to the underlying neuropathophysiology of HAND.
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Affiliation(s)
- Monray E Williams
- Human Metabolomics, North-West University, Potchefstroom, South Africa
| | - Petrus J W Naudé
- Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa.,Neuroscience Institute, University of Cape Town, Cape Town, South Africa
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5
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Grabowska K, Harwood E, Ciborowski P. HIV and Proteomics: What We Have Learned from High Throughput Studies. Proteomics Clin Appl 2021; 15:e2000040. [PMID: 32978881 PMCID: PMC7900993 DOI: 10.1002/prca.202000040] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Revised: 09/04/2020] [Indexed: 12/17/2022]
Abstract
The accelerated development of technology over the last three decades has driven biological sciences to high-throughput profiling experiments, now broadly referred to as systems biology. The unprecedented improvement of analytical instrumentation has opened new avenues for more complex experimental designs and expands the knowledge in genomics, proteomics, and other omics fields. Despite the collective efforts of hundreds of researchers, gleaning all the expected information from omics experiments is still quite far. This paper summarizes what has been learned from high-throughput proteomics studies thus far, and what is believed should be done to reveal even more valuable information from such studies. It is drawn from the background in using proteomics to study human immunodeficiency virus 1 infection of macrophages and/or T cells, but it is believed that some conclusions will be more broadly applicable.
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Affiliation(s)
- Kinga Grabowska
- Laboratory of Virus Molecular BiologyIntercollegiate Faculty of BiotechnologyUniversity of GdanskGdansk80‐307Poland
- Department of Pharmacology and Experimental NeuroscienceCollege of MedicineUniversity of Nebraska Medical CenterOmahaNE68198‐5800USA
| | - Emma Harwood
- Department of Pharmacology and Experimental NeuroscienceCollege of MedicineUniversity of Nebraska Medical CenterOmahaNE68198‐5800USA
| | - Pawel Ciborowski
- Department of Pharmacology and Experimental NeuroscienceCollege of MedicineUniversity of Nebraska Medical CenterOmahaNE68198‐5800USA
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Guha D, Lorenz DR, Misra V, Chettimada S, Morgello S, Gabuzda D. Proteomic analysis of cerebrospinal fluid extracellular vesicles reveals synaptic injury, inflammation, and stress response markers in HIV patients with cognitive impairment. J Neuroinflammation 2019; 16:254. [PMID: 31805958 PMCID: PMC6896665 DOI: 10.1186/s12974-019-1617-y] [Citation(s) in RCA: 54] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2019] [Accepted: 10/10/2019] [Indexed: 01/06/2023] Open
Abstract
BACKGROUND Extracellular vesicles (EVs) are nano-sized particles present in most body fluids including cerebrospinal fluid (CSF). Little is known about CSF EV proteins in HIV+ individuals. Here, we characterize the CSF EV proteome in HIV+ subjects and its relationship to neuroinflammation, stress responses, and HIV-associated neurocognitive disorders (HAND). METHODS CSF EVs isolated from 20 HIV+ subjects with (n = 10) or without (n = 10) cognitive impairment were characterized by electron microscopy, nanoparticle tracking analysis, immunoblotting, and untargeted LC/MS/MS mass spectrometry. Functional annotation was performed by gene ontology (GO) mapping and expression annotation using Biobase Transfac and PANTHER software. Cultured astrocytic U87 cells were treated with hydrogen peroxide for 4 h to induce oxidative stress and EVs isolated by ultracentrifugation. Selected markers of astrocytes (GFAP, GLUL), inflammation (CRP), and stress responses (PRDX2, PARK7, HSP70) were evaluated in EVs released by U87 cells following induction of oxidative stress and in CSF EVs from HIV+ patients by immunoblotting. RESULTS Mass spectrometry identified 2727 and 1626 proteins in EV fractions and EV-depleted CSF samples, respectively. CSF EV fractions were enriched with exosomal markers including Alix, syntenin, tetraspanins, and heat-shock proteins and a subset of neuronal, astrocyte, oligodendrocyte, and choroid plexus markers, in comparison to EV-depleted CSF. Proteins related to synapses, immune/inflammatory responses, stress responses, metabolic processes, mitochondrial functions, and blood-brain barrier were also identified in CSF EV fractions by GO mapping. HAND subjects had higher abundance of CSF EVs and proteins mapping to GO terms for synapses, glial cells, inflammation, and stress responses compared to those without HAND. GFAP, GLUL, CRP, PRDX2, PARK7, and HSP70 were confirmed by immunoblotting of CSF EVs from subjects with HAND and were also detected in EVs released by U87 cells under oxidative stress. CONCLUSIONS These findings suggest that CSF EVs derived from neurons, glial cells, and choroid plexus carry synaptic, immune/inflammation-related, and stress response proteins in HIV+ individuals with cognitive impairment, representing a valuable source for biomarker discovery.
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Affiliation(s)
- Debjani Guha
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, CLS 1010, 450 Brookline Ave, Boston, MA, 02215, USA
| | - David R Lorenz
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, CLS 1010, 450 Brookline Ave, Boston, MA, 02215, USA
| | - Vikas Misra
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, CLS 1010, 450 Brookline Ave, Boston, MA, 02215, USA
| | - Sukrutha Chettimada
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, CLS 1010, 450 Brookline Ave, Boston, MA, 02215, USA
| | - Susan Morgello
- Departments of Neurology, Neuroscience and Pathology, Mount Sinai Medical Center, New York, NY, USA
| | - Dana Gabuzda
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, CLS 1010, 450 Brookline Ave, Boston, MA, 02215, USA. .,Department of Neurology, Harvard Medical School, Boston, MA, USA.
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Abstract
In the era of combination antiretroviral therapy, the diagnosis and management of HIV-associated neurocognitive disorders (HANDs) has arisen. Traditionally, severe HAND was seen in those with untreated HIV infection and had a guarded prognosis. Antiretroviral therapy has provided longevity and viral control to many living with the disease, revealing an increase in prevalence of less severe forms of HAND. Despite peripheral blood and cerebrospinal fluid viral suppression, cognitive impairment occurs and progresses for reasons that are unclear at present. This article provides a review of current theories behind the development of HAND, clinical and pathologic findings, recent developments, and future research opportunities.
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8
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Bandera A, Taramasso L, Bozzi G, Muscatello A, Robinson JA, Burdo TH, Gori A. HIV-Associated Neurocognitive Impairment in the Modern ART Era: Are We Close to Discovering Reliable Biomarkers in the Setting of Virological Suppression? Front Aging Neurosci 2019; 11:187. [PMID: 31427955 PMCID: PMC6687760 DOI: 10.3389/fnagi.2019.00187] [Citation(s) in RCA: 46] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2019] [Accepted: 07/10/2019] [Indexed: 11/24/2022] Open
Abstract
The prevalence of the most severe forms of HIV-associated neurocognitive disorders (HAND) is decreasing due to worldwide availability and high efficacy of antiretroviral treatment (ART). However, several grades of HIV-related cognitive impairment persist with effective ART and remain a clinical concern for people with HIV (PWH). The pathogenesis of these cognitive impairments has yet to be fully understood and probably multifactorial. In PWH with undetectable peripheral HIV-RNA, the presence of viral escapes in cerebrospinal fluid (CSF) might explain a proportion of cases, but not all. Many other mechanisms have been hypothesized to be involved in disease progression, in order to identify possible therapeutic targets. As potential indicators of disease staging and progression, numerous biomarkers have been used to characterize and implicate chronic inflammation in the pathogenesis of neuronal injuries, such as certain phenotypes of activated monocytes/macrophages, in the context of persistent immune activation. Despite none of them being disease-specific, the correlation of several CSF cellular biomarkers to HIV-induced neuronal damage has been investigated. Furthermore, recent studies have been evaluating specific microRNA (miRNA) profiles in the CSF of PWH with neurocognitive impairment (NCI). The aim of the present study is to review the body of evidence on different biomarkers use in research and clinical settings, focusing on PWH on ART with undetectable plasma HIV-RNA.
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Affiliation(s)
- Alessandra Bandera
- Infectious Disease Unit, Department of Internal Medicine, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.,Department of Pathophysiology and Transplantation, University of Milano, Milan, Italy
| | - Lucia Taramasso
- Infectious Disease Unit, Department of Internal Medicine, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.,Infectious Diseases Clinic, Department of Health Sciences, School of Medical and Pharmaceutical Sciences, Policlinico Hospital San Martino, University of Genova (DISSAL), Genova, Italy
| | - Giorgio Bozzi
- Infectious Disease Unit, Department of Internal Medicine, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Antonio Muscatello
- Infectious Disease Unit, Department of Internal Medicine, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Jake A Robinson
- Department of Neuroscience, Lewis Katz School of Medicine at Temple University, Philadelphia, PA, United States
| | - Tricia H Burdo
- Department of Neuroscience, Lewis Katz School of Medicine at Temple University, Philadelphia, PA, United States
| | - Andrea Gori
- Infectious Disease Unit, Department of Internal Medicine, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.,Department of Pathophysiology and Transplantation, University of Milano, Milan, Italy
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Basilissi M, Tincati C, Merlini E, Ancona G, Borghi E, Borgo F, Barassi A, d’Arminio Monforte A, Marchetti G. Mucosal cell populations may contribute to peripheral immune abnormalities in HIV-infected subjects introducing cART with moderate immune-suppression. PLoS One 2019; 14:e0212075. [PMID: 30763359 PMCID: PMC6375585 DOI: 10.1371/journal.pone.0212075] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2018] [Accepted: 01/25/2019] [Indexed: 12/13/2022] Open
Abstract
HIV infection causes the progressive depletion of CD4+ T-lymphocytes and profound modifications of T-cell homeostasis, which persist despite virologically-suppressive treatment and have been linked to a worse clinical outcome. Enduring alterations of the gastrointestinal tract may represent the underlying pathogenic mechanisms of these phenomena. Twenty-six HIV-infected subjects were assessed over a 12-month period following the introduction of antiretroviral therapy. 18 uninfected individuals were enrolled as controls. Parameters of peripheral T-cell homeostasis (activation, maturation), gastrointestinal function (microbial translocation, gut inflammation, fecal microbiota composition) and mucosal immunity (CD4+CCR6+CD161+, CD4+CCR9+α4β7+, stem cell memory CD4+/CD8+ T-cells) were assessed. CD4+CCR6+CD161+ cells were depleted in HIV-infected untreated subjects and maintained significantly lower levels compared to controls, despite the introduction of effective antiviral treatment. The frequency of gut-homing CD4+CCR9+α4β7+ cells was also impaired in untreated infection and correlated with the HIV RNA load and CD4+HLADR+CD38+; during therapy, we observed a contraction of this pool in the peripheral blood and the loss of its correlation with antigenic exposure/immune activation. A partial correction of the balance between stem cell memory pools and T-cell homeostasis was registered following treatment. In HIV-infected subjects with moderate immune-suppression, antiretroviral therapy has a marginal impact on mucosal immune populations which feature distinctive kinetics in the periphery, possibly reflecting their diverse recruitment from the blood to the mucosa. The persistent defects in mucosal immunity may fuel peripheral T-cell abnormalities through diverse mechanisms, including the production of IL-17/IL-22, cellular permissiveness to infection and regulation of T-lymphocyte maturation.
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Affiliation(s)
- Matteo Basilissi
- Department of Health Sciences, Clinic of Infectious Diseases, ASST Santi Paolo e Carlo, University of Milan, Italy
| | - Camilla Tincati
- Department of Health Sciences, Clinic of Infectious Diseases, ASST Santi Paolo e Carlo, University of Milan, Italy
- * E-mail:
| | - Esther Merlini
- Department of Health Sciences, Clinic of Infectious Diseases, ASST Santi Paolo e Carlo, University of Milan, Italy
| | - Giuseppe Ancona
- Department of Health Sciences, Clinic of Infectious Diseases, ASST Santi Paolo e Carlo, University of Milan, Italy
| | - Elisa Borghi
- Department of Health Sciences, Microbiology Laboratory, University of Milan, Italy
| | - Francesca Borgo
- Department of Health Sciences, Microbiology Laboratory, University of Milan, Italy
| | - Alessandra Barassi
- Department of Health Sciences, Biochemistry Laboratory, ASST Santi Paolo e Carlo, University of Milan, Italy
| | - Antonella d’Arminio Monforte
- Department of Health Sciences, Clinic of Infectious Diseases, ASST Santi Paolo e Carlo, University of Milan, Italy
| | - Giulia Marchetti
- Department of Health Sciences, Clinic of Infectious Diseases, ASST Santi Paolo e Carlo, University of Milan, Italy
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10
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Rubin LH, Benning L, Keating SM, Norris PJ, Burke-Miller J, Savarese A, Kumanan KN, Awadalla S, Springer G, Anastos K, Young M, Milam J, Valcour VG, Weber KM, Maki PM. Variability in C-reactive protein is associated with cognitive impairment in women living with and without HIV: a longitudinal study. J Neurovirol 2018; 24:41-51. [PMID: 29063513 PMCID: PMC6036635 DOI: 10.1007/s13365-017-0590-4] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2017] [Revised: 09/11/2017] [Accepted: 10/11/2017] [Indexed: 12/23/2022]
Abstract
Despite the availability of effective antiretroviral therapies, cognitive impairment (CI) remains prevalent in HIV-infected (HIV+) individuals. Evidence from primarily cross-sectional studies, in predominantly male samples, implicates monocyte- and macrophage-driven inflammatory processes linked to HIV-associated CI. Thus, peripheral systemic inflammatory markers may be clinically useful biomarkers in tracking HIV-associated CI. Given sex differences in immune function, we focused here on whether mean and intra-individual variability in inflammatory marker-predicted CI in HIV+ and HIV- women. Seventy-two HIV+ (36 with CI) and 58 HIV- (29 with CI) propensity-matched women participating in the Women's Interagency HIV Study completed a neuropsychological battery once between 2009 and 2011, and performance was used to determine CI status. Analysis of 13 peripheral immune markers was conducted on stored biospecimens at three time points (7 and 3.5 years before neuropsychological data collection and concurrent with data collection). HIV+ women showed alterations in 8 immune markers compared to HIV- women. The strongest predictors of CI across HIV+ and HIV- women were lower mean soluble tumor necrosis factor receptor I (sTNFRI) levels, higher mean interleukin (IL)-6 levels, and greater variability in C-reactive protein (CRP) and matrix metalloproteinase (MMP)-9 (p values < 0.05). Stratified by HIV, the only significant predictor of CI was greater variability in CRP for both HIV+ and HIV- women (p values < 0.05). This variability predicted lower executive function, attention/working memory, and psychomotor speed in HIV+ but only learning in HIV- women (p values < 0.05). Intra-individual variability in CRP levels over time may be a good predictor of CI in predominately minority low-socioeconomic status midlife women.
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Affiliation(s)
- Leah H Rubin
- Department of Psychiatry, University of Illinois at Chicago, Chicago, IL, USA.
- Department of Neurology, Johns Hopkins University School of Medicine, 600 N. Wolfe Street/Meyer 6-113, Baltimore, MD, 21287-7613, USA.
| | - Lorie Benning
- Department of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA
| | | | | | - Jane Burke-Miller
- Cook County Health and Hospitals System/Hektoen Institute of Medicine, Chicago, IL, USA
| | - Antonia Savarese
- Department of Psychiatry, University of Illinois at Chicago, Chicago, IL, USA
| | - Krithika N Kumanan
- School of Public Health, Division of Epidemiology and Biostatistics, University of Illinois at Chicago, Chicago, IL, USA
| | - Saria Awadalla
- School of Public Health, Division of Epidemiology and Biostatistics, University of Illinois at Chicago, Chicago, IL, USA
| | - Gayle Springer
- Department of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA
| | - Kathyrn Anastos
- Albert Einstein College of Medicine and Montefiore Medical Center, Bronx, NY, USA
| | - Mary Young
- Department of Medicine, Georgetown University, Washington, DC, USA
| | - Joel Milam
- Institute for Health Promotion and Disease Prevention Research, Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Victor G Valcour
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, CA, USA
| | - Kathleen M Weber
- Cook County Health and Hospitals System/Hektoen Institute of Medicine, Chicago, IL, USA
| | - Pauline M Maki
- Department of Psychiatry, University of Illinois at Chicago, Chicago, IL, USA
- Department of Psychology, University of Illinois at Chicago, Chicago, IL, USA
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11
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Wan JJ, Qin Z, Liu X. ORM Elevation in Response to Cognitive Impairment Is an Accompanying Phenomenon. CNS Neurosci Ther 2018; 22:723-4. [PMID: 27390178 DOI: 10.1111/cns.12586] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2016] [Revised: 06/10/2016] [Accepted: 06/11/2016] [Indexed: 12/29/2022] Open
Affiliation(s)
- Jing-Jing Wan
- Department of Pharmacology, School of Pharmacy, Second Military Medical University, Shanghai, China
| | - Zhen Qin
- Department of Pharmacology, School of Pharmacy, Second Military Medical University, Shanghai, China
| | - Xia Liu
- Department of Pharmacology, School of Pharmacy, Second Military Medical University, Shanghai, China
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12
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Sokoya T, Steel HC, Nieuwoudt M, Rossouw TM. HIV as a Cause of Immune Activation and Immunosenescence. Mediators Inflamm 2017; 2017:6825493. [PMID: 29209103 PMCID: PMC5676471 DOI: 10.1155/2017/6825493] [Citation(s) in RCA: 108] [Impact Index Per Article: 15.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2017] [Revised: 10/09/2017] [Accepted: 10/11/2017] [Indexed: 12/20/2022] Open
Abstract
Systemic immune activation has emerged as an essential component of the immunopathogenesis of HIV. It not only leads to faster disease progression, but also to accelerated decline of overall immune competence. HIV-associated immune activation is characterized by an increase in proinflammatory mediators, dysfunctional T regulatory cells, and a pattern of T-cell-senescent phenotypes similar to those seen in the elderly. These changes predispose HIV-infected persons to comorbid conditions that have been linked to immunosenescence and inflamm-ageing, such as atherosclerosis and cardiovascular disease, neurodegeneration, and cancer. In the antiretroviral treatment era, development of such non-AIDS-defining, age-related comorbidities is a major cause of morbidity and mortality. Treatment strategies aimed at curtailing persistent immune activation and inflammation may help prevent the development of these conditions. At present, the most effective strategy appears to be early antiretroviral treatment initiation. No other treatment interventions have been found effective in large-scale clinical trials, and no adjunctive treatment is currently recommended in international HIV treatment guidelines. This article reviews the role of systemic immune activation in the immunopathogenesis of HIV infection, its causes and the clinical implications linked to immunosenescence in adults, and the therapeutic interventions that have been investigated.
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Affiliation(s)
- T. Sokoya
- Department of Immunology, Faculty of Health Sciences, Institute for Cellular and Molecular Medicine, University of Pretoria, Pretoria 0001, South Africa
| | - H. C. Steel
- Department of Immunology, Faculty of Health Sciences, Institute for Cellular and Molecular Medicine, University of Pretoria, Pretoria 0001, South Africa
| | - M. Nieuwoudt
- South African Department of Science and Technology (DST)/National Research Foundation (NRF) Centre of Excellence in Epidemiological Modelling and Analysis (SACEMA), Stellenbosch University, Stellenbosch 7600, South Africa
| | - T. M. Rossouw
- Department of Immunology, Faculty of Health Sciences, Institute for Cellular and Molecular Medicine, University of Pretoria, Pretoria 0001, South Africa
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Womersley JS, Seedat S, Hemmings SMJ. Childhood maltreatment and HIV-associated neurocognitive disorders share similar pathophysiology: a potential sensitisation mechanism? Metab Brain Dis 2017; 32:1717-1733. [PMID: 28681198 DOI: 10.1007/s11011-017-0062-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2017] [Accepted: 06/22/2017] [Indexed: 01/16/2023]
Abstract
HIV-associated neurocognitive disorders (HAND) are increasingly prevalent despite the use of antiretroviral therapies. Previous research suggests that individual host factors play an important role in determining susceptibility to HAND. In this review, we propose that childhood trauma (CT) and HAND share several common aetiological mechanisms, namely hypothalamic-pituitary-adrenal axis dysregulation, neuroinflammation and oxidative stress. These convergent and consequent mechanisms may translate into an increased risk of developing HAND in individuals who have experienced early life stress. We provide an overview of basic and clinical research relating to these pathophysiological mechanisms and suggest that further research examine brain-derived neurotrophic factor and telomere length as common mediating factors and potential therapeutic targets for HAND and CT. Graphical abstract Both childhood trauma and HIV-associated neurocognitive disorders are associated with HPA axis dysregulation, inflammation and oxidative stress.
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Affiliation(s)
- Jacqueline S Womersley
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Francie van Zijl Drive, Tygerberg, 7505, South Africa
| | - Soraya Seedat
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Francie van Zijl Drive, Tygerberg, 7505, South Africa
| | - Sian M J Hemmings
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Francie van Zijl Drive, Tygerberg, 7505, South Africa.
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14
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Bastos P, Ferreira R, Manadas B, Moreira PI, Vitorino R. Insights into the human brain proteome: Disclosing the biological meaning of protein networks in cerebrospinal fluid. Crit Rev Clin Lab Sci 2017; 54:185-204. [PMID: 28393582 DOI: 10.1080/10408363.2017.1299682] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Cerebrospinal fluid (CSF) is an excellent source of biological information regarding the nervous system, once it is in close contact and accurately reflects alterations in this system. Several studies have analyzed differential protein profiles of CSF samples between healthy and diseased human subjects. However, the pathophysiological mechanisms and how CSF proteins relate to diseases are still poorly known. By applying bioinformatics tools, we attempted to provide new insights on the biological and functional meaning of proteomics data envisioning the identification of putative disease biomarkers. Bioinformatics analysis of data retrieved from 99 mass spectrometry (MS)-based studies on CSF profiling highlighted 1985 differentially expressed proteins across 49 diseases. A large percentage of the modulated proteins originate from exosome vesicles, and the majority are involved in either neuronal cell growth, development, maturation, migration, or neurotransmitter-mediated cellular communication. Nevertheless, some diseases present a unique CSF proteome profile, which were critically analyzed in the present study. For instance, 48 proteins were found exclusively upregulated in the CSF of patients with Alzheimer's disease and are mainly involved in steroid esterification and protein activation cascade processes. A higher number of exclusively upregulated proteins were found in the CSF of patients with multiple sclerosis (76 proteins) and with bacterial meningitis (70 proteins). Whereas in multiple sclerosis, these proteins are mostly involved in the regulation of RNA metabolism and apoptosis, in bacterial meningitis the exclusively upregulated proteins participate in inflammation and antibacterial humoral response, reflecting disease pathogenesis. The exploration of the contribution of exclusively upregulated proteins to disease pathogenesis will certainly help to envision potential biomarkers in the CSF for the clinical management of nervous system diseases.
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Affiliation(s)
- Paulo Bastos
- a Department of Chemistry , University of Aveiro , Aveiro , Portugal.,b Department of Medical Sciences , Institute for Biomedicine - iBiMED, University of Aveiro , Aveiro , Portugal
| | - Rita Ferreira
- c QOPNA, Department of Chemistry , University of Aveiro , Aveiro , Portugal
| | - Bruno Manadas
- d CNC, Center for Neuroscience and Cell Biology, University of Coimbra , Coimbra , Portugal
| | - Paula I Moreira
- d CNC, Center for Neuroscience and Cell Biology, University of Coimbra , Coimbra , Portugal.,e Laboratory of Physiology, Faculty of Medicine , University of Coimbra , Coimbra , Portugal
| | - Rui Vitorino
- b Department of Medical Sciences , Institute for Biomedicine - iBiMED, University of Aveiro , Aveiro , Portugal.,f Departmento de Cirurgia e Fisiologia, Faculdade de Medicina , Unidade de Investigação Cardiovascular, Universidade do Porto , Porto , Portugal
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15
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Kazemizadeh Gol MA, Lund TC, Levine SC, Adams ME. Quantitative Proteomics of Vestibular Schwannoma Cerebrospinal Fluid. Otolaryngol Head Neck Surg 2016; 154:902-6. [DOI: 10.1177/0194599816630544] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2015] [Accepted: 01/13/2016] [Indexed: 12/15/2022]
Abstract
This pilot study aimed to identify candidate proteins for future study that are differentially expressed in vestibular schwannoma (VS) cerebrospinal fluid (CSF) and to compare such proteins with those previously identified in perilymph and specimen secretions. CSF was collected intraoperatively prior to removal of untreated sporadic VS (3 translabyrinthine, 3 middle cranial fossa approaches) and compared with reference CSF samples. After proteolytic digestion and iTRAQ labeling, tandem mass spectrometry with ProteinPilot was used to identify candidate proteins. Of the 237 proteins detected, 13 were dysregulated in ≥3 of the 6 VS patients versus controls, and 13 were dysregulated (12 up, 1 down) in samples from patients with class D versus class B hearing. Four perilymph proteins of interest were dysregulated in ≥1 VS CSF samples. Thus, 26 candidate VS CSF biomarkers were identified that should be considered in future VS biomarker and tumor pathophysiology investigations.
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Affiliation(s)
| | - Troy C. Lund
- Department of Pediatrics, University of Minnesota, Minneapolis, Minnesota, USA
| | - Samuel C. Levine
- Department of Otolaryngology/Head and Neck Surgery, University of Minnesota, Minneapolis, Minnesota, USA
| | - Meredith E. Adams
- Department of Otolaryngology/Head and Neck Surgery, University of Minnesota, Minneapolis, Minnesota, USA
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16
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Uzasci L, Auh S, Cotter RJ, Nath A. Mass spectrometric phosphoproteome analysis of HIV-infected brain reveals novel phosphorylation sites and differential phosphorylation patterns. Proteomics Clin Appl 2015; 10:126-35. [PMID: 26033855 DOI: 10.1002/prca.201400134] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2014] [Revised: 02/18/2015] [Accepted: 05/26/2015] [Indexed: 12/26/2022]
Abstract
PURPOSE To map the phosphoproteome and identify changes in the phosphorylation patterns in the HIV-infected and uninfected brain. EXPERIMENTAL DESIGN Parietal cortex from individuals with and without HIV infection were lysed and trypsinized. The peptides were labeled with iTRAQ reagents, combined, phospho-enriched by titanium dioxide chromatography, and analyzed by LC-MS/MS with high resolution. RESULTS Our phosphoproteomic workflow resulted in the identification of 112 phosphorylated proteins and 17 novel phosphorylation sites in all the samples that were analyzed. The phosphopeptide sequences were searched for kinase substrate motifs, which revealed potential kinases involved in important signaling pathways. The site-specific phosphopeptide quantification showed that peptides from neurofilament medium polypeptide, myelin basic protein, and 2'-3'-cyclic nucleotide-3' phosphodiesterase have relatively higher phosphorylation levels during HIV infection. CONCLUSIONS AND CLINICAL RELEVANCE This study has enriched the global phosphoproteome knowledge of the human brain by detecting novel phosphorylation sites on neuronal proteins and identifying differentially phosphorylated brain proteins during HIV infection. Kinases that lead to unusual phosphorylations could be therapeutic targets for the treatment of HIV-associated neurocognitive disorders.
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Affiliation(s)
- Lerna Uzasci
- Section of Infections of the Nervous System, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA.,The Department of Pharmacology and Molecular Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Sungyoung Auh
- Clinical Neurosciences Program, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Robert J Cotter
- The Department of Pharmacology and Molecular Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Avindra Nath
- Section of Infections of the Nervous System, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
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17
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Donnelly MR, Ciborowski P. Proteomics, biomarkers, and HIV-1: A current perspective. Proteomics Clin Appl 2015; 10:110-25. [PMID: 26033875 PMCID: PMC4666820 DOI: 10.1002/prca.201500002] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2015] [Revised: 03/17/2015] [Accepted: 05/27/2015] [Indexed: 01/24/2023]
Abstract
Despite more than three decades of extensive research, HIV‐1 infection although well controlled with cART, remains incurable. Multifactorial complexity of the viral life‐cycle poses great challenges in understanding molecular mechanisms underlying this infection and the development of biomarkers, which we hope will lead us to its eradication. For a more in‐depth understanding of how the virus interacts with host target cells, T cells and macrophages, proteomic profiling techniques that offer strategies to investigate the proteome in its entirety were employed. Here, we review proteomic studies related to HIV‐1 infection and discuss perspectives and limitations of proteomic and systems biology approaches in future studies.
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Affiliation(s)
- Maire Rose Donnelly
- Department of Pharmacology and Experimental Neuroscience, University of Nebraska Medical Center, Omaha, NE 68198, USA
| | - Pawel Ciborowski
- Department of Pharmacology and Experimental Neuroscience, University of Nebraska Medical Center, Omaha, NE 68198, USA
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18
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Engel EA, Song R, Koyuncu OO, Enquist LW. Investigating the biology of alpha herpesviruses with MS-based proteomics. Proteomics 2015; 15:1943-56. [PMID: 25764121 DOI: 10.1002/pmic.201400604] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2014] [Revised: 02/11/2015] [Accepted: 03/07/2015] [Indexed: 12/20/2022]
Abstract
Viruses are intracellular parasites that can only replicate and spread in cells of susceptible hosts. Alpha herpesviruses (α-HVs) contain double-stranded DNA genomes of at least 120 kb, encoding for 70 or more genes. The viral genome is contained in an icosahedral capsid that is surrounded by a proteinaceous tegument layer and a lipid envelope. Infection starts in epithelial cells and spreads to the peripheral nervous system. In the natural host, α-HVs establish a chronic latent infection that can be reactivated and rarely spread to the CNS. In the nonnatural host, viral infection will in most cases spread to the CNS with often fatal outcome. The host response plays a crucial role in the outcome of viral infection. α-HVs do not encode all the genes required for viral replication and spread. They need a variety of host gene products including RNA polymerase, ribosomes, dynein, and kinesin. As a result, the infected cell is dramatically different from the uninfected cell revealing a complex and dynamic interplay of viral and host components required to complete the virus life cycle. In this review, we describe the pivotal contribution of MS-based proteomics studies over the past 15 years to understand the complicated life cycle and pathogenesis of four α-HV species from the alphaherpesvirinae subfamily: Herpes simplex virus-1, varicella zoster virus, pseudorabies virus and bovine herpes virus-1. We describe the viral proteome dynamics during host infection and the host proteomic response to counteract such pathogens.
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Affiliation(s)
- Esteban A Engel
- Department of Molecular Biology and Princeton Neuroscience Institute, Princeton University, Princeton, USA
| | - Ren Song
- Department of Molecular Biology and Princeton Neuroscience Institute, Princeton University, Princeton, USA
| | - Orkide O Koyuncu
- Department of Molecular Biology and Princeton Neuroscience Institute, Princeton University, Princeton, USA
| | - Lynn W Enquist
- Department of Molecular Biology and Princeton Neuroscience Institute, Princeton University, Princeton, USA
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19
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Brown A. Understanding the MIND phenotype: macrophage/microglia inflammation in neurocognitive disorders related to human immunodeficiency virus infection. Clin Transl Med 2015; 4:7. [PMID: 25852823 PMCID: PMC4385031 DOI: 10.1186/s40169-015-0049-2] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2014] [Accepted: 01/27/2015] [Indexed: 02/07/2023] Open
Abstract
Tissue macrophages play important roles in maintaining homeostasis in most organs of the body including the brain where microglia represent the resident phagocytic cells of this compartment. The possibility of one day harnessing macrophage plasticity to treat or ameliorate disorders including obesity, cancer, organ damage, intestinal disorders, neurodegeneration, and cardiovascular disease in which these cells play a role, is a very exciting prospect. Inflammatory signaling is required for regenerative repair, healing, and pathogen clearance functions. However, when the inflammatory response persists in a chronic fashion over an extended period of time, damage to neurons is followed by neuronal injury and dysfunction. Macrophages in the brain are heterogeneous arising from tissues during embryogenesis, and in the adult, from bone marrow derived monocytes that enter through the blood-brain-barrier. While much of our insight regarding macrophage functional subtypes has been garnered through elegant studies in mice, which are amenable to genetic manipulation, far less is known about such cells in human tissues, and particularly in the brain under normal, disease, or injurious conditions. In this regard, non-human primate models for human immunodeficiency virus have been extremely useful for understanding the contribution of bone marrow-derived monocytes in neurological disease and their interaction and impact on the activation state of resident microglia in the brain. This review will focus on what has been learned from the rhesus macaque models about the types of macrophages present in the brains of animals with encephalitis. In vitro studies, which have used human blood monocytes differentiated into macrophages to address the question of macrophage subsets in HIV infection will be highlighted. Recent insights on macrophage phenotype and persistent inflammation in the brain in HIV-associated neurocognitive disorder from immunohistochemical studies on human autopsy tissue will be examined.
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Affiliation(s)
- Amanda Brown
- Johns Hopkins University School of Medicine, 600 North Wolfe Street/Meyer 6-181, Baltimore, MD 21287 USA
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20
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Goldenberg NA, Everett AD, Graham D, Bernard TJ, Nowak-Göttl U. Proteomic and other mass spectrometry based “omics” biomarker discovery and validation in pediatric venous thromboembolism and arterial ischemic stroke: Current state, unmet needs, and future directions. Proteomics Clin Appl 2014; 8:828-36. [DOI: 10.1002/prca.201400062] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2014] [Revised: 10/06/2014] [Accepted: 11/03/2014] [Indexed: 01/02/2023]
Affiliation(s)
- Neil A. Goldenberg
- Clinical and Translational Research Organization; All Children's Research Institute; All Children's Hospital Johns Hopkins Medicine; St. Petersburg FL USA
- Johns Hopkins Medicine Pediatric Thrombosis Program; All Children's Hospital Johns Hopkins Medicine; St. Petersburg FL, USA and Johns Hopkins Bloomberg Children's Center, Baltimore, MD, USA
- Johns Hopkins Medicine Pediatric Stroke Program; All Children's Hospital Johns Hopkins Medicine; St. Petersburg FL USA and Johns Hopkins Children's Center, Baltimore, MD, USA
- Division of Hematology; Department of Pediatrics; Johns Hopkins University School of Medicine; Baltimore MD USA
| | - Allen D. Everett
- Division of Cardiology; Johns Hopkins University School of Medicine; Baltimore MD USA
- Pediatric Proteome Center; Department of Pediatrics; Johns Hopkins University School of Medicine; Baltimore MD USA
| | - David Graham
- Department of Molecular and Comparative Pathobiology; Johns Hopkins University; Baltimore MD USA
- Center for Resources in Integrative Biology; Johns Hopkins University School of Medicine; Baltimore MD USA
| | - Timothy J. Bernard
- Department of Pediatrics; Denver School of Medicine; University of Colorado; Aurora CO USA
- Pediatric Stroke Program; Children's Hospital Colorado; Aurora CO USA
| | - Ulrike Nowak-Göttl
- Department of Pediatrics; Universitätsklinikum Schleswig-Holstein; Kiel Germany
- Department of Medicine; Universitätsklinikum Schleswig-Holstein; Kiel Germany
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