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Wang S, Tai Y, Yang X, Li P, Wang H, Tan Y, Gao T, Chu M, Liu M. Identification of potential biomarkers and drug of ischemic stroke in patients with COVID-19 through machine learning. Heliyon 2024; 10:e39039. [PMID: 39502238 PMCID: PMC11536010 DOI: 10.1016/j.heliyon.2024.e39039] [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: 06/06/2024] [Revised: 09/19/2024] [Accepted: 10/05/2024] [Indexed: 11/08/2024] Open
Abstract
The relationship between COVID-19 and ischemic stroke (IS) has attracted significant attention, yet the precise mechanism at the gene level remains unclear. This study aims to reveal potential biomarkers and drugs for COVID-19-related IS through bioinformatics methods. We collected two gene expression profiling datasets, GSE16561 and GSE213313, and selected GSE179879 and GSE196822 as validation sets for analysis. Through analysis, we identified 77 differentially expressed genes (DEGs) shared between COVID-19 and IS. Further gene enrichment analysis revealed that these genes are primarily involved in immune regulation. By constructing a protein-protein interaction network, we screened out nine hub genes, including FCGR3A, KLRB1, IL2RB, CD2, IL7R, CCR7, CD3D, GZMK, and ITK. In LASSO regression analysis, we evaluated the ROC curve's area under the curve (AUC) scores of key genes to assess their diagnostic accuracy. Subsequently, we performed random forest (RF), Support Vector Machine Recursive Feature Elimination (SVM-RFE), and neural network construction on hub genes to ensure accurate diagnosis of IS. Finally, by intersecting the results of three algorithms (LASSO regression, random forest, and SVM), CD3D and ITK were identified as the ultimate key genes. Based on this, we predicted potential targeted drug Blinatumomab. These research findings provide clues for a deeper understanding of the biological mechanisms of COVID-19-related IS and offer new insights for exploring novel treatment approaches.
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Affiliation(s)
- Sixian Wang
- Changchun University of Chinese Medicine, Changchun 130117, China
- College of Acupuncture and Massage, Changchun University of Chinese Medicine, Changchun 130117, China
| | - Yuxing Tai
- Changchun University of Chinese Medicine, Changchun 130117, China
- College of Acupuncture and Massage, Changchun University of Chinese Medicine, Changchun 130117, China
| | - Xiaoqian Yang
- Changchun University of Chinese Medicine, Changchun 130117, China
- Jilin Ginseng Academy, Changchun University of Chinese Medicine, Changchun 130117, China
| | - Peizhe Li
- Changchun University of Chinese Medicine, Changchun 130117, China
- College of Acupuncture and Massage, Changchun University of Chinese Medicine, Changchun 130117, China
| | - Han Wang
- Changchun University of Chinese Medicine, Changchun 130117, China
- College of Acupuncture and Massage, Changchun University of Chinese Medicine, Changchun 130117, China
| | - Yi Tan
- Changchun University of Chinese Medicine, Changchun 130117, China
- College of Acupuncture and Massage, Changchun University of Chinese Medicine, Changchun 130117, China
| | - Tianjiao Gao
- Changchun University of Chinese Medicine, Changchun 130117, China
- College of Acupuncture and Massage, Changchun University of Chinese Medicine, Changchun 130117, China
| | - Mingrui Chu
- Changchun University of Chinese Medicine, Changchun 130117, China
- College of Acupuncture and Massage, Changchun University of Chinese Medicine, Changchun 130117, China
| | - Mingjun Liu
- Changchun University of Chinese Medicine, Changchun 130117, China
- College of Acupuncture and Massage, Changchun University of Chinese Medicine, Changchun 130117, China
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2
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Roytenberg R, Yue H, DeHart A, Kim E, Bai F, Kim Y, Denning K, Kwei A, Zhang Q, Liu J, Zheng XL, Li W. Thymidine phosphorylase mediates SARS-CoV-2 spike protein enhanced thrombosis in K18-hACE2 TG mice. Thromb Res 2024; 244:109195. [PMID: 39442286 DOI: 10.1016/j.thromres.2024.109195] [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: 07/06/2024] [Revised: 09/09/2024] [Accepted: 10/17/2024] [Indexed: 10/25/2024]
Abstract
INTRODUCTION Thymidine phosphorylase (TYMP), which facilitates platelet activation and thrombosis, is significantly increased in COVID-19 patients. We hypothesize that TYMP mediates SARS-CoV-2 spike protein (SP)-induced thrombosis. MATERIALS AND METHODS Plasmids encoding wildtype SP or empty vector (p3.1) were transfected into COS-7 cells, and cell lysates were prepared as a reservoir for SP or p3.1 (control), respectively. K18-hACE2TG and K18-hACE2TG/Tymp-/- mice were treated with a single dose of SP or p3.1 by intraperitoneal injection and then subjected to thrombosis studies three days later. The role of SP on inflammatory signaling activation was assessed in BEAS-2B cells. RESULTS SARS-CoV-2 SP increased the expression of TYMP, resulting in the activation of STAT3 and NF-κB in BEAS-2B cells. A siRNA-mediated knockdown of TYMP attenuated SP-enhanced activation of STAT3. SP significantly promoted arterial thrombosis in K18-hACE2TG mice. SP-accelerated thrombosis was attenuated by inhibition or genetic ablation of TYMP. SP treatment did not influence ADP- or collagen-induced platelet aggregation but significantly increased platelet adhesion to fibrinogen. SP treatment also significantly shortened activated partial thromboplastin time, which was reversed and even prolonged by TYMP deficiency. Additionally, SP binds to platelet factor 4 (PF4) and TYMP. TYMP does not bind PF4 but enhances the formation of the SP/PF4 complex, which may augment the procoagulant and prothrombotic effect of PF4. CONCLUSIONS We conclude that SP is prothrombotic and upregulates TYMP expression, and TYMP inhibition or knockout mitigates SP-enhanced thrombosis. These findings suggest that inhibition of TYMP may be a novel therapeutic strategy for COVID-19-associated thrombosis.
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Affiliation(s)
- Renat Roytenberg
- Department of Biomedical Sciences, Joan C. Edwards School of Medicine at Marshall University, Huntington, WV 25755, USA
| | - Hong Yue
- Department of Biomedical Sciences, Joan C. Edwards School of Medicine at Marshall University, Huntington, WV 25755, USA
| | - Autumn DeHart
- Department of Biomedical Sciences, Joan C. Edwards School of Medicine at Marshall University, Huntington, WV 25755, USA
| | - Eugene Kim
- Department of Chemistry, College of Sciences, Marshall University, Huntington, WV 25755, USA
| | - Fang Bai
- Department of Biomedical Sciences, Joan C. Edwards School of Medicine at Marshall University, Huntington, WV 25755, USA
| | - Yongick Kim
- Department of Chemistry, College of Sciences, Marshall University, Huntington, WV 25755, USA
| | - Krista Denning
- Department of Pathology, Joan C. Edwards School of Medicine at Marshall University, Huntington, WV 25755, USA
| | - Alec Kwei
- Department of Biomedical Sciences, Joan C. Edwards School of Medicine at Marshall University, Huntington, WV 25755, USA
| | - Quan Zhang
- Department of Pathology and Laboratory Medicine, The University of Kansas Medical Center, Kansas City, KS 66160, USA
| | - Jiang Liu
- Department of Biomedical Sciences, Joan C. Edwards School of Medicine at Marshall University, Huntington, WV 25755, USA
| | - X Long Zheng
- Department of Pathology and Laboratory Medicine, The University of Kansas Medical Center, Kansas City, KS 66160, USA
| | - Wei Li
- Department of Biomedical Sciences, Joan C. Edwards School of Medicine at Marshall University, Huntington, WV 25755, USA.
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3
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Vettori M, Carpenè G, Salvagno GL, Gelati M, Dima F, Celegon G, Favaloro EJ, Lippi G. Effects of Recombinant SARS-CoV-2 Spike Protein Variants on Platelet Morphology and Activation. Semin Thromb Hemost 2024; 50:275-283. [PMID: 37327884 DOI: 10.1055/s-0043-1769939] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
Platelets are central elements of hemostasis and also play a pivotal role in the pathogenesis of thrombosis in coronavirus disease 2019. This study was planned to investigate the effects of different severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) recombinant spike protein variants on platelet morphology and activation. Citrated whole blood collected from ostensibly healthy subjects was challenged with saline (control sample) and with 2 and 20 ng/mL final concentration of SARS-CoV-2 recombinant spike protein of Ancestral, Alpha, Delta, and Omicron variants. Platelet count was found to be decreased with all SARS-CoV-2 recombinant spike protein variants and concentrations tested, achieving the lowest values with 20 ng/mL Delta recombinant spike protein. The mean platelet volume increased in all samples irrespective of SARS-CoV-2 recombinant spike protein variants and concentrations tested, but especially using Delta and Alpha recombinant spike proteins. The values of both platelet function analyzer-200 collagen-adenosine diphosphate and collagen-epinephrine increased in all samples irrespective of SARS-CoV-2 recombinant spike protein variants and concentrations tested, and thus reflecting platelet exhaustion, and displaying again higher increases with Delta and Alpha recombinant spike proteins. Most samples where SARS-CoV-2 recombinant spike proteins were added were flagged as containing platelet clumps. Morphological analysis revealed the presence of a considerable number of activated platelets, platelet clumps, platelet-monocyte, and platelet-neutrophils aggregates, especially in samples spiked with Alpha and Delta recombinant spike proteins at 20 ng/mL. These results provide support to the evidence that SARS-CoV-2 is capable of activating platelets through its spike protein, though such effect varies depending on different spike protein variants.
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Affiliation(s)
- Marco Vettori
- Section of Clinical Biochemistry and School of Medicine, University of Verona, Verona, Italy
| | - Giovanni Carpenè
- Section of Clinical Biochemistry and School of Medicine, University of Verona, Verona, Italy
| | - Gian Luca Salvagno
- Section of Clinical Biochemistry and School of Medicine, University of Verona, Verona, Italy
| | - Matteo Gelati
- Section of Clinical Biochemistry and School of Medicine, University of Verona, Verona, Italy
| | - Francesco Dima
- Section of Clinical Biochemistry and School of Medicine, University of Verona, Verona, Italy
| | - Giovanni Celegon
- Section of Clinical Biochemistry and School of Medicine, University of Verona, Verona, Italy
| | - Emmanuel J Favaloro
- Department of Haematology, Sydney Centers for Thrombosis and Haemostasis, Institute of Clinical Pathology and Medical Research (ICPMR), NSW Health Pathology, Westmead Hospital, Westmead, New South Wales, Australia
- School of Medical Sciences, Faculty of Medicine and Health, University of Sydney, Westmead Hospital, Westmead, New South Wales, Australia
- Faculty of Science and Health, Charles Sturt University, Wagga Wagga, New South Wales, Australia
| | - Giuseppe Lippi
- Section of Clinical Biochemistry and School of Medicine, University of Verona, Verona, Italy
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Perico L, Benigni A, Remuzzi G. SARS-CoV-2 and the spike protein in endotheliopathy. Trends Microbiol 2024; 32:53-67. [PMID: 37393180 PMCID: PMC10258582 DOI: 10.1016/j.tim.2023.06.004] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Revised: 06/05/2023] [Accepted: 06/08/2023] [Indexed: 07/03/2023]
Abstract
SARS-CoV-2, the causative agent of COVID-19, primarily affects the epithelial compartment in the upper and lower airways. There is evidence that the microvasculature in both the pulmonary and extrapulmonary systems is a major target of SARS-CoV-2. Consistent with this, vascular dysfunction and thrombosis are the most severe complications in COVID-19. The proinflammatory milieu triggered by the hyperactivation of the immune system by SARS-CoV-2 has been suggested to be the main trigger for endothelial dysfunction during COVID-19. More recently, a rapidly growing number of reports have indicated that SARS-CoV-2 can interact directly with endothelial cells through the spike protein, leading to multiple instances of endothelial dysfunction. Here, we describe all the available findings showing the direct effect of the SARS-CoV-2 spike protein on endothelial cells and offer mechanistic insights into the molecular basis of vascular dysfunction in severe COVID-19.
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Affiliation(s)
- Luca Perico
- Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Centro Anna Maria Astori, Bergamo, Italy.
| | - Ariela Benigni
- Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Centro Anna Maria Astori, Bergamo, Italy
| | - Giuseppe Remuzzi
- Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Centro Anna Maria Astori, Bergamo, Italy
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5
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Hulscher N, Procter BC, Wynn C, McCullough PA. Clinical Approach to Post-acute Sequelae After COVID-19 Infection and Vaccination. Cureus 2023; 15:e49204. [PMID: 38024037 PMCID: PMC10663976 DOI: 10.7759/cureus.49204] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/21/2023] [Indexed: 12/01/2023] Open
Abstract
The spike protein of SARS-CoV-2 has been found to exhibit pathogenic characteristics and be a possible cause of post-acute sequelae after SARS-CoV-2 infection or COVID-19 vaccination. COVID-19 vaccines utilize a modified, stabilized prefusion spike protein that may share similar toxic effects with its viral counterpart. The aim of this study is to investigate possible mechanisms of harm to biological systems from SARS-CoV-2 spike protein and vaccine-encoded spike protein and to propose possible mitigation strategies. We searched PubMed, Google Scholar, and 'grey literature' to find studies that (1) investigated the effects of the spike protein on biological systems, (2) helped differentiate between viral and vaccine-generated spike proteins, and (3) identified possible spike protein detoxification protocols and compounds that had signals of benefit and acceptable safety profiles. We found abundant evidence that SARS-CoV-2 spike protein may cause damage in the cardiovascular, hematological, neurological, respiratory, gastrointestinal, and immunological systems. Viral and vaccine-encoded spike proteins have been shown to play a direct role in cardiovascular and thrombotic injuries from both SARS-CoV-2 and vaccination. Detection of spike protein for at least 6-15 months after vaccination and infection in those with post-acute sequelae indicates spike protein as a possible primary contributing factor to long COVID. We rationalized that these findings give support to the potential benefit of spike protein detoxification protocols in those with long-term post-infection and/or vaccine-induced complications. We propose a base spike detoxification protocol, composed of oral nattokinase, bromelain, and curcumin. This approach holds immense promise as a base of clinical care, upon which additional therapeutic agents are applied with the goal of aiding in the resolution of post-acute sequelae after SARS-CoV-2 infection and COVID-19 vaccination. Large-scale, prospective, randomized, double-blind, placebo-controlled trials are warranted in order to determine the relative risks and benefits of the base spike detoxification protocol.
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Affiliation(s)
- Nicolas Hulscher
- Epidemiology, Unversity of Michigan School of Public Health, Ann Arbor, USA
| | | | - Cade Wynn
- Family Medicine, McKinney Family Medicine, McKinney, USA
| | - Peter A McCullough
- Internal Medicine, Cardiology, McKinney Family Medicine, McKinney, USA
- Cardiology, Epidemiology, and Public Health, McCullough Foundation, Dallas, USA
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6
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Pepe-Mooney BJ, Smith CJ, Sherman MS, North TE, Padera RF, Goessling W. SARS-CoV-2 viral liver aggregates and scarce parenchymal infection implicate systemic disease as a driver of abnormal liver function. Hepatol Commun 2023; 7:e0290. [PMID: 37889528 PMCID: PMC10615432 DOI: 10.1097/hc9.0000000000000290] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Accepted: 08/22/2023] [Indexed: 10/28/2023] Open
Abstract
BACKGROUND Liver function tests (LFTs) are elevated in >50% of hospitalized individuals infected with severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2), with increased enzyme levels correlating with a more severe COVID-19 course. Despite these observations, evaluations of viral presence within liver parenchyma and viral impact on liver function remain controversial. METHODS AND RESULTS Our work is a comprehensive immunopathological evaluation of liver tissue from 33 patients with severe, and ultimately fatal, cases of SARS-CoV-2 infection. Coupled with clinical data, we reveal the absence of SARS-CoV-2 infection in cholangiocytes and hepatocytes despite dramatic systemic viral presence. Critically, we identify significant focal viral sinusoidal aggregates in 2/33 patients and single viral RNA molecules circulating in the hepatic sinusoids of 15/33 patients. Utilizing co-immunofluorescence, focal viral liver aggregates in patients with COVID-19 were colocalized to platelet and fibrin clots, indicating the presence of virus-containing sinusoidal microthrombi. Furthermore, this patient cohort, from the initial months of the COVID-19 pandemic, demonstrates a general downtrend of LFTs over the course of the study timeline and serves as a remarkable historical time point of unattenuated viral replication within patients. CONCLUSIONS Together, our findings indicate that elevated LFTs found in our patient cohort are not due to direct viral parenchymal infection with SARS-CoV-2 but rather likely a consequence of systemic complications of COVID-19. This work aids in the clinical treatment considerations of patients with SARS-CoV-2 as therapies for these patients may be considered in terms of their direct drug hepatotoxity rather than worsening hepatic function due to direct infection.
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Affiliation(s)
- Brian J. Pepe-Mooney
- Genetics Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Harvard–MIT Division of Health Sciences and Technology, Cambridge, Massachusetts, USA
- Division of Gastroenterology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Colton J. Smith
- Genetics Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Division of Gastroenterology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Marc S. Sherman
- Genetics Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Division of Gastroenterology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Trista E. North
- Stem Cell Program, Division of Hematology/Oncology, Boston Children’s Hospital, Boston, Massachusetts, USA
- Developmental and Regenerative Biology Program, Harvard Medical School, Boston, Massachusetts, USA
- Harvard Stem Cell Institute, Cambridge, Massachusetts, USA
| | - Robert F. Padera
- Harvard–MIT Division of Health Sciences and Technology, Cambridge, Massachusetts, USA
- Department of Pathology, Brigham and Women’s Hospital, Boston Massachusetts, USA
| | - Wolfram Goessling
- Genetics Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Harvard–MIT Division of Health Sciences and Technology, Cambridge, Massachusetts, USA
- Division of Gastroenterology, Massachusetts General Hospital, Boston, Massachusetts, USA
- Developmental and Regenerative Biology Program, Harvard Medical School, Boston, Massachusetts, USA
- Harvard Stem Cell Institute, Cambridge, Massachusetts, USA
- Dana-Farber Cancer Institute, Boston, Massachusetts, USA
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7
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Proal AD, VanElzakker MB, Aleman S, Bach K, Boribong BP, Buggert M, Cherry S, Chertow DS, Davies HE, Dupont CL, Deeks SG, Eimer W, Ely EW, Fasano A, Freire M, Geng LN, Griffin DE, Henrich TJ, Iwasaki A, Izquierdo-Garcia D, Locci M, Mehandru S, Painter MM, Peluso MJ, Pretorius E, Price DA, Putrino D, Scheuermann RH, Tan GS, Tanzi RE, VanBrocklin HF, Yonker LM, Wherry EJ. SARS-CoV-2 reservoir in post-acute sequelae of COVID-19 (PASC). Nat Immunol 2023; 24:1616-1627. [PMID: 37667052 DOI: 10.1038/s41590-023-01601-2] [Citation(s) in RCA: 56] [Impact Index Per Article: 56.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Accepted: 07/18/2023] [Indexed: 09/06/2023]
Abstract
Millions of people are suffering from Long COVID or post-acute sequelae of COVID-19 (PASC). Several biological factors have emerged as potential drivers of PASC pathology. Some individuals with PASC may not fully clear the coronavirus SARS-CoV-2 after acute infection. Instead, replicating virus and/or viral RNA-potentially capable of being translated to produce viral proteins-persist in tissue as a 'reservoir'. This reservoir could modulate host immune responses or release viral proteins into the circulation. Here we review studies that have identified SARS-CoV-2 RNA/protein or immune responses indicative of a SARS-CoV-2 reservoir in PASC samples. Mechanisms by which a SARS-CoV-2 reservoir may contribute to PASC pathology, including coagulation, microbiome and neuroimmune abnormalities, are delineated. We identify research priorities to guide the further study of a SARS-CoV-2 reservoir in PASC, with the goal that clinical trials of antivirals or other therapeutics with potential to clear a SARS-CoV-2 reservoir are accelerated.
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Affiliation(s)
- Amy D Proal
- PolyBio Research Foundation, Medford, MA, USA.
| | - Michael B VanElzakker
- PolyBio Research Foundation, Medford, MA, USA
- Division of Neurotherapeutics, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Soo Aleman
- Dept of Infectious Diseases and Unit of Post-Covid Huddinge, Karolinska University Hospital, Stockholm, Sweden
| | - Katie Bach
- PolyBio Research Foundation, Medford, MA, USA
- Nonresident Senior Fellow, Brookings Institution, Washington, DC, USA
| | - Brittany P Boribong
- Department of Pediatrics, Massachusetts General Hospital, Boston, MA, USA
- Mucosal Immunology and Biology Research Center, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Marcus Buggert
- Center for Infectious Medicine, Department of Medicine Huddinge, Karolinska Institutet, Huddinge, Sweden
| | - Sara Cherry
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, UPENN, Philadelphia, PA, USA
| | - Daniel S Chertow
- Emerging Pathogens Section, Critical Care Medicine Department, Clinical Center, National Institutes of Health, Bethesda, MD, USA
- Laboratory of Immunoregulation, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Helen E Davies
- Department of Respiratory Medicine, University Hospital Llandough, Cardiff University School of Medicine, University Hospital of Wales, Cardiff, UK
| | | | - Steven G Deeks
- Division of HIV, Infectious Diseases, and Global Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - William Eimer
- Harvard Medical School, Boston, MA, USA
- Genetics and Aging Research Unit, Mass General Institute for Neurodegenerative Disease, Charlestown, MA, USA
- Department of Neurology, Massachusetts General Hospital and Harvard Medical School, Charlestown, MA, USA
- McCance Center for Brain Health, Massachusetts General Hospital, Boston, MA, USA
| | - E Wesley Ely
- The Critical Illness, Brain Dysfunction, Survivorship (CIBS) Center at Vanderbilt University Medical Center and the Veteran's Affairs Tennessee Valley Geriatric Research Education Clinical Center (GRECC), Nashville, TN, USA
| | - Alessio Fasano
- Department of Pediatrics, Massachusetts General Hospital, Boston, MA, USA
- Mucosal Immunology and Biology Research Center, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Marcelo Freire
- J. Craig Venter Institute Department of Infectious Diseases, University of California, San Diego, La Jolla, CA, USA
| | - Linda N Geng
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Diane E Griffin
- W. Harry Feinstone Department of Molecular Microbiology and Immunology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Timothy J Henrich
- Division of Experimental Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Akiko Iwasaki
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
- Center for Infection and Immunity, Yale University School of Medicine, New Haven, CT, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - David Izquierdo-Garcia
- Department of Radiology, Harvard Medical School, Charlestown, MA, USA
- Department of Health Sciences and Technology, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Michela Locci
- Institute for Immunology and Immune Health, and Department of Microbiology, University of Pennsylvania Perelman School Medicine, Philadelphia, PA, USA
| | - Saurabh Mehandru
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Henry D. Janowitz Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Mark M Painter
- Institute for Immunology and Immune Health, and Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania Perelman School Medicine, Philadelphia, PA, USA
| | - Michael J Peluso
- Division of HIV, Infectious Diseases, and Global Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Etheresia Pretorius
- Department of Physiological Sciences, Faculty of Science, Stellenbosch University, Stellenbosch, South Africa
- Department of Biochemistry and Systems Biology, Institute of Systems, Molecular and Integrative Biology, Faculty of Health and Life Sciences, University of Liverpool, Liverpool, UK
| | - David A Price
- Division of Infection and Immunity, Cardiff University School of Medicine, University Hospital of Wales, Cardiff, UK
- Systems Immunity Research Institute, Cardiff University School of Medicine, University Hospital of Wales, Cardiff, UK
| | - David Putrino
- Department of Rehabilitation and Human Performance, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Richard H Scheuermann
- Department of Informatics, J. Craig Venter Institute, La Jolla, CA, USA
- Department of Pathology, University of California, San Diego, San Diego, CA, USA
- La Jolla Institute for Immunology, San Diego, CA, USA
| | - Gene S Tan
- J. Craig Venter Institute, La Jolla, CA, USA
- Division of Infectious Diseases, Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Rudolph E Tanzi
- Harvard Medical School, Boston, MA, USA
- Genetics and Aging Research Unit, Mass General Institute for Neurodegenerative Disease, Charlestown, MA, USA
- Department of Neurology, Massachusetts General Hospital and Harvard Medical School, Charlestown, MA, USA
- McCance Center for Brain Health, Massachusetts General Hospital, Boston, MA, USA
| | - Henry F VanBrocklin
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA, USA
| | - Lael M Yonker
- Department of Pediatrics, Massachusetts General Hospital, Boston, MA, USA
- Mucosal Immunology and Biology Research Center, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - E John Wherry
- Institute for Immunology and Immune Health, and Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania Perelman School Medicine, Philadelphia, PA, USA
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8
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Bellavite P, Ferraresi A, Isidoro C. Immune Response and Molecular Mechanisms of Cardiovascular Adverse Effects of Spike Proteins from SARS-CoV-2 and mRNA Vaccines. Biomedicines 2023; 11:451. [PMID: 36830987 PMCID: PMC9953067 DOI: 10.3390/biomedicines11020451] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2022] [Revised: 01/25/2023] [Accepted: 01/30/2023] [Indexed: 02/09/2023] Open
Abstract
The SARS-CoV-2 (severe acute respiratory syndrome coronavirus responsible for the COVID-19 disease) uses the Spike proteins of its envelope for infecting target cells expressing on the membrane the angiotensin converting enzyme 2 (ACE2) enzyme that acts as a receptor. To control the pandemic, genetically engineered vaccines have been designed for inducing neutralizing antibodies against the Spike proteins. These vaccines do not act like traditional protein-based vaccines, as they deliver the message in the form of mRNA or DNA to host cells that then produce and expose the Spike protein on the membrane (from which it can be shed in soluble form) to alert the immune system. Mass vaccination has brought to light various adverse effects associated with these genetically based vaccines, mainly affecting the circulatory and cardiovascular system. ACE2 is present as membrane-bound on several cell types, including the mucosa of the upper respiratory and of the gastrointestinal tracts, the endothelium, the platelets, and in soluble form in the plasma. The ACE2 enzyme converts the vasoconstrictor angiotensin II into peptides with vasodilator properties. Here we review the pathways for immunization and the molecular mechanisms through which the Spike protein, either from SARS-CoV-2 or encoded by the mRNA-based vaccines, interferes with the Renin-Angiotensin-System governed by ACE2, thus altering the homeostasis of the circulation and of the cardiovascular system. Understanding the molecular interactions of the Spike protein with ACE2 and the consequent impact on cardiovascular system homeostasis will direct the diagnosis and therapy of the vaccine-related adverse effects and provide information for development of a personalized vaccination that considers pathophysiological conditions predisposing to such adverse events.
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Affiliation(s)
| | - Alessandra Ferraresi
- Laboratory of Molecular Pathology, Department of Health Sciences, Università del Piemonte Orientale, 28100 Novara, Italy
| | - Ciro Isidoro
- Laboratory of Molecular Pathology, Department of Health Sciences, Università del Piemonte Orientale, 28100 Novara, Italy
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9
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De Michele M, Lorenzano S, Piscopo P, Rivabene R, Crestini A, Chistolini A, Stefanini L, Pulcinelli FM, Berto I, Campagna R, Amisano P, Iacobucci M, Cirelli C, Falcou A, Nicolini E, Schiavo OG, Toni D. SARS-CoV-2 infection predicts larger infarct volume in patients with acute ischemic stroke. Front Cardiovasc Med 2023; 9:1097229. [PMID: 36704480 PMCID: PMC9871539 DOI: 10.3389/fcvm.2022.1097229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2022] [Accepted: 12/20/2022] [Indexed: 01/11/2023] Open
Abstract
Background and purpose Acute ischemic stroke (AIS) is a fearful complication of Coronavirus Disease-2019 (COVID-19). Aims of this study were to compare clinical/radiological characteristics, endothelial and coagulation dysfunction between acute ischemic stroke (AIS) patients with and without COVID-19 and to investigate if and how the SARS-CoV-2 spike protein (SP) was implicated in triggering platelet activation. Methods We enrolled AIS patients with COVID-19 within 12 h from onset and compared them with an age- and sex-matched cohort of AIS controls without COVID-19. Neuroimaging studies were performed within 24 h. Blood samples were collected in a subset of 10 patients. Results Of 39 AIS patients, 22 had COVID-19 and 17 did not. Admission levels of Factor VIII and von Willebrand factor antigen were significantly higher in COVID-19 patients and positively correlated with the infarct volume. In multivariate linear regression analyses, COVID-19 was an independent predictor of infarct volume (B 20.318, Beta 0.576, 95%CI 6.077-34.559; p = 0.011). SP was found in serum of 2 of the 10 examined COVID-19 patients. Platelets from healthy donors showed a similar degree of procoagulant activation induced by COVID-19 and non-COVID-19 patients' sera. The anti-SP and anti-FcγRIIA blocking antibodies had no effect in modulating platelet activity in both groups. Conclusions SARS-CoV-2 infection seems to play a major role in endothelium activation and infarct volume extension during AIS.
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Affiliation(s)
- Manuela De Michele
- Emergency Department, Stroke Unit, Sapienza University of Rome, Rome, Italy
| | - Svetlana Lorenzano
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | - Paola Piscopo
- Department of Neuroscience, Istituto Superiore di Sanità, Rome, Italy
| | - Roberto Rivabene
- Department of Neuroscience, Istituto Superiore di Sanità, Rome, Italy
| | - Alessio Crestini
- Department of Neuroscience, Istituto Superiore di Sanità, Rome, Italy
| | - Antonio Chistolini
- Hematology, Department of Translational and Precision Medicine, Sapienza University of Rome, Rome, Italy
| | - Lucia Stefanini
- Department of Translational and Precision Medicine, Sapienza University of Rome, Rome, Italy
| | - Fabio M. Pulcinelli
- Department of Experimental Medicine, Sapienza University of Rome, Rome, Italy
| | - Irene Berto
- Emergency Department, Stroke Unit, Sapienza University of Rome, Rome, Italy
| | - Roberta Campagna
- Department of Molecular Medicine, Laboratory of Virology, Sapienza University of Rome, Rome, Italy
| | - Paolo Amisano
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | - Marta Iacobucci
- Neuroradiology Unit, Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | - Carlo Cirelli
- Neuroradiology Unit, Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | - Anne Falcou
- Emergency Department, Stroke Unit, Sapienza University of Rome, Rome, Italy
| | - Ettore Nicolini
- Emergency Department, Stroke Unit, Sapienza University of Rome, Rome, Italy
| | - Oscar G. Schiavo
- Emergency Department, Stroke Unit, Sapienza University of Rome, Rome, Italy
| | - Danilo Toni
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
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10
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Yegiazaryan A, Abnousian A, Alexander LJ, Badaoui A, Flaig B, Sheren N, Aghazarian A, Alsaigh D, Amin A, Mundra A, Nazaryan A, Guilford FT, Venketaraman V. Recent Developments in the Understanding of Immunity, Pathogenesis and Management of COVID-19. Int J Mol Sci 2022; 23:9297. [PMID: 36012562 PMCID: PMC9409103 DOI: 10.3390/ijms23169297] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Revised: 08/16/2022] [Accepted: 08/16/2022] [Indexed: 02/03/2023] Open
Abstract
Coronaviruses represent a diverse family of enveloped positive-sense single stranded RNA viruses. COVID-19, caused by Severe Acute Respiratory Syndrome Coronavirus-2, is a highly contagious respiratory disease transmissible mainly via close contact and respiratory droplets which can result in severe, life-threatening respiratory pathologies. It is understood that glutathione, a naturally occurring antioxidant known for its role in immune response and cellular detoxification, is the target of various proinflammatory cytokines and transcription factors resulting in the infection, replication, and production of reactive oxygen species. This leads to more severe symptoms of COVID-19 and increased susceptibility to other illnesses such as tuberculosis. The emergence of vaccines against COVID-19, usage of monoclonal antibodies as treatments for infection, and implementation of pharmaceutical drugs have been effective methods for preventing and treating symptoms. However, with the mutating nature of the virus, other treatment modalities have been in research. With its role in antiviral defense and immune response, glutathione has been heavily explored in regard to COVID-19. Glutathione has demonstrated protective effects on inflammation and downregulation of reactive oxygen species, thereby resulting in less severe symptoms of COVID-19 infection and warranting the discussion of glutathione as a treatment mechanism.
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Affiliation(s)
- Aram Yegiazaryan
- College of Osteopathic Medicine of the Pacific, Western University of Health Sciences, Pomona, CA 91766, USA
| | - Arbi Abnousian
- College of Osteopathic Medicine of the Pacific, Western University of Health Sciences, Pomona, CA 91766, USA
| | - Logan J. Alexander
- College of Osteopathic Medicine of the Pacific, Western University of Health Sciences, Pomona, CA 91766, USA
| | - Ali Badaoui
- College of Osteopathic Medicine of the Pacific, Western University of Health Sciences, Pomona, CA 91766, USA
| | - Brandon Flaig
- College of Osteopathic Medicine of the Pacific, Western University of Health Sciences, Pomona, CA 91766, USA
| | - Nisar Sheren
- College of Osteopathic Medicine of the Pacific, Western University of Health Sciences, Pomona, CA 91766, USA
| | - Armin Aghazarian
- College of Osteopathic Medicine of the Pacific, Western University of Health Sciences, Pomona, CA 91766, USA
| | - Dijla Alsaigh
- College of Osteopathic Medicine of the Pacific, Western University of Health Sciences, Pomona, CA 91766, USA
| | - Arman Amin
- College of Osteopathic Medicine of the Pacific, Western University of Health Sciences, Pomona, CA 91766, USA
| | - Akaash Mundra
- College of Osteopathic Medicine of the Pacific, Western University of Health Sciences, Pomona, CA 91766, USA
| | - Anthony Nazaryan
- College of Osteopathic Medicine of the Pacific, Western University of Health Sciences, Pomona, CA 91766, USA
| | | | - Vishwanath Venketaraman
- College of Osteopathic Medicine of the Pacific, Western University of Health Sciences, Pomona, CA 91766, USA
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