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Kratzer B, Gattinger P, Trapin D, Ettel P, Körmöczi U, Rottal A, Stieger RB, Sehgal ANA, Feichter M, Borochova K, Tulaeva I, Grabmeier-Pfistershammer K, Tauber PA, Perkmann T, Fae I, Wenda S, Kundi M, Fischer GF, Valenta R, Pickl WF. Differential decline of SARS-CoV-2-specific antibody levels, innate and adaptive immune cells, and shift of Th1/inflammatory to Th2 serum cytokine levels long after first COVID-19. Allergy 2024. [PMID: 39003594 DOI: 10.1111/all.16210] [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: 01/03/2024] [Revised: 05/23/2024] [Accepted: 05/25/2024] [Indexed: 07/15/2024]
Abstract
BACKGROUND SARS-CoV-2 has triggered a pandemic and contributes to long-lasting morbidity. Several studies have investigated immediate cellular and humoral immune responses during acute infection. However, little is known about long-term effects of COVID-19 on the immune system. METHODS We performed a longitudinal investigation of cellular and humoral immune parameters in 106 non-vaccinated subjects ten weeks (10 w) and ten months (10 m) after their first SARS-CoV-2 infection. Peripheral blood immune cells were analyzed by multiparametric flow cytometry, serum cytokines were examined by multiplex technology. Antibodies specific for the Spike protein (S), the receptor-binding domain (RBD) and the nucleocapsid protein (NC) were determined. All parameters measured 10 w and 10 m after infection were compared with those of a matched, noninfected control group (n = 98). RESULTS Whole blood flow cytometric analyses revealed that 10 m after COVID-19, convalescent patients compared to controls had reduced absolute granulocyte, monocyte, and lymphocyte counts, involving T, B, and NK cells, in particular CD3+CD45RA+CD62L+CD31+ recent thymic emigrant T cells and non-class-switched CD19+IgD+CD27+ memory B cells. Cellular changes were associated with a reversal from Th1- to Th2-dominated serum cytokine patterns. Strong declines of NC- and S-specific antibody levels were associated with younger age (by 10.3 years, p < .01) and fewer CD3-CD56+ NK and CD19+CD27+ B memory cells. Changes of T-cell subsets at 10 m such as normalization of effector and Treg numbers, decline of RTE, and increase of central memory T cell numbers were independent of antibody decline pattern. CONCLUSIONS COVID-19 causes long-term reduction of innate and adaptive immune cells which is associated with a Th2 serum cytokine profile. This may provide an immunological mechanism for long-term sequelae after COVID-19.
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Affiliation(s)
- Bernhard Kratzer
- Center for Pathophysiology, Infectiology and Immunology, Institute of Immunology, Medical University of Vienna, Vienna, Austria
| | - Pia Gattinger
- Center for Pathophysiology, Infectiology and Immunology, Department of Pathophysiology and Allergy Research, Medical University of Vienna, Vienna, Austria
| | - Doris Trapin
- Center for Pathophysiology, Infectiology and Immunology, Institute of Immunology, Medical University of Vienna, Vienna, Austria
| | - Paul Ettel
- Center for Pathophysiology, Infectiology and Immunology, Institute of Immunology, Medical University of Vienna, Vienna, Austria
| | - Ulrike Körmöczi
- Center for Pathophysiology, Infectiology and Immunology, Institute of Immunology, Medical University of Vienna, Vienna, Austria
| | - Arno Rottal
- Center for Pathophysiology, Infectiology and Immunology, Institute of Immunology, Medical University of Vienna, Vienna, Austria
| | - Robert B Stieger
- Center for Pathophysiology, Infectiology and Immunology, Institute of Immunology, Medical University of Vienna, Vienna, Austria
| | - Al Nasar Ahmed Sehgal
- Center for Pathophysiology, Infectiology and Immunology, Institute of Immunology, Medical University of Vienna, Vienna, Austria
| | - Melanie Feichter
- Center for Pathophysiology, Infectiology and Immunology, Institute of Immunology, Medical University of Vienna, Vienna, Austria
| | - Kristina Borochova
- Center for Pathophysiology, Infectiology and Immunology, Department of Pathophysiology and Allergy Research, Medical University of Vienna, Vienna, Austria
| | - Inna Tulaeva
- Center for Pathophysiology, Infectiology and Immunology, Department of Pathophysiology and Allergy Research, Medical University of Vienna, Vienna, Austria
- Laboratory for Immunopathology, Department of Clinical Immunology and Allergology, I. M. Sechenov First Moscow State Medical University (Sechenov University), Moscow, Russia
| | | | - Peter A Tauber
- Center for Pathophysiology, Infectiology and Immunology, Institute of Immunology, Medical University of Vienna, Vienna, Austria
| | - Thomas Perkmann
- Department of Laboratory Medicine, Medical University of Vienna, Vienna, Austria
| | - Ingrid Fae
- Department of Transfusion Medicine and Cell Therapy, Medical University of Vienna, Vienna, Austria
| | - Sabine Wenda
- Department of Transfusion Medicine and Cell Therapy, Medical University of Vienna, Vienna, Austria
| | - Michael Kundi
- Center for Public Health, Department for Environmental Health, Medical University of Vienna, Vienna, Austria
| | - Gottfried F Fischer
- Department of Transfusion Medicine and Cell Therapy, Medical University of Vienna, Vienna, Austria
| | - Rudolf Valenta
- Center for Pathophysiology, Infectiology and Immunology, Department of Pathophysiology and Allergy Research, Medical University of Vienna, Vienna, Austria
- Laboratory for Immunopathology, Department of Clinical Immunology and Allergology, I. M. Sechenov First Moscow State Medical University (Sechenov University), Moscow, Russia
- NRC Institute of Immunology FMBA of Russia, Moscow, Russia
- Karl Landsteiner University of Health Sciences, Krems, Austria
| | - Winfried F Pickl
- Center for Pathophysiology, Infectiology and Immunology, Institute of Immunology, Medical University of Vienna, Vienna, Austria
- Karl Landsteiner University of Health Sciences, Krems, Austria
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2
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Claus J, ten Doesschate T, Taks E, Debisarun PA, Smits G, van Binnendijk R, van der Klis F, Verhagen LM, de Jonge MI, Bonten MJM, Netea MG, van de Wijgert JHHM. Determinants of Systemic SARS-CoV-2-Specific Antibody Responses to Infection and to Vaccination: A Secondary Analysis of Randomised Controlled Trial Data. Vaccines (Basel) 2024; 12:691. [PMID: 38932420 PMCID: PMC11209274 DOI: 10.3390/vaccines12060691] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2024] [Revised: 06/17/2024] [Accepted: 06/17/2024] [Indexed: 06/28/2024] Open
Abstract
SARS-CoV-2 infections elicit antibodies against the viral spike (S) and nucleocapsid (N) proteins; COVID-19 vaccines against the S-protein only. The BCG-Corona trial, initiated in March 2020 in SARS-CoV-2-naïve Dutch healthcare workers, captured several epidemic peaks and the introduction of COVID-19 vaccines during the one-year follow-up. We assessed determinants of systemic anti-S1 and anti-N immunoglobulin type G (IgG) responses using trial data. Participants were randomised to BCG or placebo vaccination, reported daily symptoms, SARS-CoV-2 test results, and COVID-19 vaccinations, and donated blood for SARS-CoV-2 serology at two time points. In the 970 participants, anti-S1 geometric mean antibody concentrations (GMCs) were much higher than anti-N GMCs. Anti-S1 GMCs significantly increased with increasing number of immune events (SARS-CoV-2 infection or COVID-19 vaccination): 104.7 international units (IU)/mL, 955.0 IU/mL, and 2290.9 IU/mL for one, two, and three immune events, respectively (p < 0.001). In adjusted multivariable linear regression models, anti-S1 and anti-N log10 concentrations were significantly associated with infection severity, and anti-S1 log10 concentration with COVID-19 vaccine type/dose. In univariable models, anti-N log10 concentration was also significantly associated with acute infection duration, and severity and duration of individual symptoms. Antibody concentrations were not associated with long COVID or long-term loss of smell/taste.
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Affiliation(s)
- Juana Claus
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, 3584 CG Utrecht, The Netherlands; (J.C.); (T.t.D.); (J.H.H.M.v.d.W.)
| | - Thijs ten Doesschate
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, 3584 CG Utrecht, The Netherlands; (J.C.); (T.t.D.); (J.H.H.M.v.d.W.)
- Department of Internal Medicine, Jeroen Bosch Ziekenhuis, 5223 GZ Hertogenbosch, The Netherlands
| | - Esther Taks
- Department of Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands; (E.T.); (P.A.D.); (M.G.N.)
| | - Priya A. Debisarun
- Department of Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands; (E.T.); (P.A.D.); (M.G.N.)
| | - Gaby Smits
- National Institute of Public Health and the Environment, 3720 BA Bilthoven, The Netherlands; (G.S.); (R.v.B.); (F.v.d.K.)
| | - Rob van Binnendijk
- National Institute of Public Health and the Environment, 3720 BA Bilthoven, The Netherlands; (G.S.); (R.v.B.); (F.v.d.K.)
| | - Fiona van der Klis
- National Institute of Public Health and the Environment, 3720 BA Bilthoven, The Netherlands; (G.S.); (R.v.B.); (F.v.d.K.)
| | - Lilly M. Verhagen
- Department of Paediatric Infectious Diseases and Immunology, Amalia Children’s Hospital, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands;
- Laboratory of Medical Immunology, Department of Laboratory Medicine, Radboud Center for Infectious Diseases, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands;
| | - Marien I. de Jonge
- Laboratory of Medical Immunology, Department of Laboratory Medicine, Radboud Center for Infectious Diseases, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands;
| | - Marc J. M. Bonten
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, 3584 CG Utrecht, The Netherlands; (J.C.); (T.t.D.); (J.H.H.M.v.d.W.)
| | - Mihai G. Netea
- Department of Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands; (E.T.); (P.A.D.); (M.G.N.)
- Department for Genomics & Immunoregulation, Life and Medical Sciences Institute, University of Bonn, 53113 Bonn, Germany
| | - Janneke H. H. M. van de Wijgert
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, 3584 CG Utrecht, The Netherlands; (J.C.); (T.t.D.); (J.H.H.M.v.d.W.)
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3
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Hamlin RE, Pienkos SM, Chan L, Stabile MA, Pinedo K, Rao M, Grant P, Bonilla H, Holubar M, Singh U, Jacobson KB, Jagannathan P, Maldonado Y, Holmes SP, Subramanian A, Blish CA. Sex differences and immune correlates of Long COVID development, persistence, and resolution. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.06.18.599612. [PMID: 38948732 PMCID: PMC11212991 DOI: 10.1101/2024.06.18.599612] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/02/2024]
Abstract
Sex differences have been observed in acute COVID-19 and Long COVID (LC) outcomes, with greater disease severity and mortality during acute infection in males and a greater proportion of females developing LC. We hypothesized that sex-specific immune dysregulation contributes to the pathogenesis of LC. To investigate the immunologic underpinnings of LC development and persistence, we used single-cell transcriptomics, single-cell proteomics, and plasma proteomics on blood samples obtained during acute SARS-CoV-2 infection and at 3 and 12 months post-infection in a cohort of 45 patients who either developed LC or recovered. Several sex-specific immune pathways were associated with LC. Specifically, males who would develop LC at 3 months had widespread increases in TGF-β signaling during acute infection in proliferating NK cells. Females who would develop LC demonstrated increased expression of XIST, an RNA gene implicated in autoimmunity, and increased IL1 signaling in monocytes at 12 months post infection. Several immune features of LC were also conserved across sexes. Both males and females with LC had reduced co-stimulatory signaling from monocytes and broad upregulation of NF-κB transcription factors. In both sexes, those with persistent LC demonstrated increased LAG3, a marker of T cell exhaustion, reduced ETS1 transcription factor expression across lymphocyte subsets, and elevated intracellular IL-4 levels in T cell subsets, suggesting that ETS1 alterations may drive an aberrantly elevated Th2-like response in LC. Altogether, this study describes multiple innate and adaptive immune correlates of LC, some of which differ by sex, and offers insights toward the pursuit of tailored therapeutics.
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Affiliation(s)
- Rebecca E Hamlin
- Department of Medicine, Stanford University School of Medicine; Stanford, CA, USA
| | - Shaun M Pienkos
- Department of Medicine, Stanford University School of Medicine; Stanford, CA, USA
| | - Leslie Chan
- Department of Medicine, Stanford University School of Medicine; Stanford, CA, USA
- Stanford Immunology Program, Stanford University School of Medicine; Stanford, CA, USA
| | - Mikayla A Stabile
- Department of Medicine, Stanford University School of Medicine; Stanford, CA, USA
| | - Kassandra Pinedo
- Department of Medicine, Stanford University School of Medicine; Stanford, CA, USA
| | - Mallika Rao
- Stanford Center for Clinical Research, Stanford University; Stanford, CA, USA
| | - Philip Grant
- Department of Medicine, Stanford University School of Medicine; Stanford, CA, USA
| | - Hector Bonilla
- Department of Medicine, Stanford University School of Medicine; Stanford, CA, USA
| | - Marisa Holubar
- Department of Medicine, Stanford University School of Medicine; Stanford, CA, USA
| | - Upinder Singh
- Department of Medicine, Stanford University School of Medicine; Stanford, CA, USA
- Department of Microbiology and Immunology, Stanford University School of Medicine; Stanford, CA, USA
| | - Karen B Jacobson
- Department of Medicine, Stanford University School of Medicine; Stanford, CA, USA
| | - Prasanna Jagannathan
- Department of Medicine, Stanford University School of Medicine; Stanford, CA, USA
- Department of Microbiology and Immunology, Stanford University School of Medicine; Stanford, CA, USA
| | - Yvonne Maldonado
- Department of Pediatrics, Stanford University School of Medicine; Stanford, CA, USA
| | - Susan P Holmes
- Department of Statistics, Stanford University; Stanford, CA, USA
| | - Aruna Subramanian
- Department of Medicine, Stanford University School of Medicine; Stanford, CA, USA
| | - Catherine A Blish
- Department of Medicine, Stanford University School of Medicine; Stanford, CA, USA
- Stanford Medical Scientist Training Program, Stanford University School of Medicine; Stanford, CA, USA
- Chan Zuckerberg Biohub; San Francisco, CA, USA
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4
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Russell SJ, Parker K, Lehoczki A, Lieberman D, Partha IS, Scott SJ, Phillips LR, Fain MJ, Nikolich JŽ. Post-acute sequelae of SARS-CoV-2 infection (Long COVID) in older adults. GeroScience 2024:10.1007/s11357-024-01227-8. [PMID: 38874693 DOI: 10.1007/s11357-024-01227-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2024] [Accepted: 05/26/2024] [Indexed: 06/15/2024] Open
Abstract
Long COVID, also known as PASC (post-acute sequelae of SARS-CoV-2), is a complex infection-associated chronic condition affecting tens of millions of people worldwide. Many aspects of this condition are incompletely understood. Among them is how this condition may manifest itself in older adults and how it might impact the older population. Here, we briefly review the current understanding of PASC in the adult population and examine what is known on its features with aging. Finally, we outline the major gaps and areas for research most germane to older adults.
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Affiliation(s)
- Samantha J Russell
- Division of General Internal Medicine, Geriatrics, and Palliative Medicine, Department of Medicine, University of Arizona College of Medicine-Tucson, Tucson, AZ, USA
- Arizona Center of Aging, University of Arizona College of Medicine-Tucson, Tucson, AZ, USA
- Banner University Medicine-Tucson, Tucson, AZ, USA
| | - Karen Parker
- Division of General Internal Medicine, Geriatrics, and Palliative Medicine, Department of Medicine, University of Arizona College of Medicine-Tucson, Tucson, AZ, USA
- Arizona Center of Aging, University of Arizona College of Medicine-Tucson, Tucson, AZ, USA
- Banner University Medicine-Tucson, Tucson, AZ, USA
| | - Andrea Lehoczki
- Doctoral College, Health Sciences Program, Semmelweis University, Budapest, Hungary
- Department of Haematology and Stem Cell Transplantation, National Institute for Haematology and Infectious Diseases, South Pest Central Hospital, 1097, Budapest, Hungary
- Department of Public Health, Semmelweis University, Budapest, Hungary
| | - David Lieberman
- Division of General Internal Medicine, Geriatrics, and Palliative Medicine, Department of Medicine, University of Arizona College of Medicine-Tucson, Tucson, AZ, USA
- Arizona Center of Aging, University of Arizona College of Medicine-Tucson, Tucson, AZ, USA
- Banner University Medicine-Tucson, Tucson, AZ, USA
| | - Indu S Partha
- Division of General Internal Medicine, Geriatrics, and Palliative Medicine, Department of Medicine, University of Arizona College of Medicine-Tucson, Tucson, AZ, USA
- Banner University Medicine-Tucson, Tucson, AZ, USA
| | - Serena J Scott
- Division of General Internal Medicine, Geriatrics, and Palliative Medicine, Department of Medicine, University of Arizona College of Medicine-Tucson, Tucson, AZ, USA
- Arizona Center of Aging, University of Arizona College of Medicine-Tucson, Tucson, AZ, USA
- Banner University Medicine-Tucson, Tucson, AZ, USA
| | - Linda R Phillips
- Division of General Internal Medicine, Geriatrics, and Palliative Medicine, Department of Medicine, University of Arizona College of Medicine-Tucson, Tucson, AZ, USA
- Arizona Center of Aging, University of Arizona College of Medicine-Tucson, Tucson, AZ, USA
- College of Nursing, University of Arizona, Tucson, AZ, USA
| | - Mindy J Fain
- Division of General Internal Medicine, Geriatrics, and Palliative Medicine, Department of Medicine, University of Arizona College of Medicine-Tucson, Tucson, AZ, USA.
- Arizona Center of Aging, University of Arizona College of Medicine-Tucson, Tucson, AZ, USA.
- Banner University Medicine-Tucson, Tucson, AZ, USA.
- College of Nursing, University of Arizona, Tucson, AZ, USA.
| | - Janko Ž Nikolich
- Arizona Center of Aging, University of Arizona College of Medicine-Tucson, Tucson, AZ, USA.
- Department of Immunobiology, University of Arizona College of Medicine-Tucson, Tucson, AZ, USA.
- The Aegis Consortium for Pandemic-Free Future, University of Arizona Health Sciences, Tucson, AZ, USA.
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5
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Costanzo GAML, Sanna G, Pes F, Deiana CM, Ledda AG, Perra A, Palmas V, Manca V, Miglianti M, Coghe F, Manzin A, Del Giacco S, Chessa L, Firinu D. The Effect of Exposure to SARS-CoV-2 Vaccination and Infection on Humoral and Cellular Immunity in a Cohort of Patients with Immune-Mediated Diseases: A Pilot Study. Pathogens 2024; 13:506. [PMID: 38921803 PMCID: PMC11206661 DOI: 10.3390/pathogens13060506] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2024] [Revised: 06/10/2024] [Accepted: 06/11/2024] [Indexed: 06/27/2024] Open
Abstract
Immunization against COVID-19 is needed in patients with immune-mediated inflammatory diseases (IMIDs). However, data on long-term immunity kinetics remain scarce. This study aimed to compare the humoral and cellular response to COVID-19 in patients with immune-mediated inflammatory diseases (IMIDs) compared to healthy controls. We compared the humoral and cellular response to SARS-Cov-2 elicited by vaccination and/or infection in a prospective cohort of 20 IMID patients compared with a group of 21 healthcare workers (HCWs). We assessed immunity before and after the third and fourth dose of BNT162b2 or after COVID-19 infection using quantitative IgG anti-SARS-CoV-2 Spike antibody (anti-S-IgG), neutralization assay, and specific interferon-gamma (IFN-g) release assay (IGRA). The responses were compared with those of healthy controls. The two groups were similar in age and total exposure, becoming infected for the first time, mainly after the third dose. Neutralizing antibodies and IGRA were negative in 9.5% of IMID patients but not in any HCWs. No significant difference was found between neutralization titers to BA.1 in the IMID and the HCW groups. The study highlights the SARS-CoV-2 immunological responses in healthy controls and IMID patients, suggesting that the combined stimuli of vaccination and infection in IMID patients could promote a more profound immunological response.
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Affiliation(s)
- Giulia Anna Maria Luigia Costanzo
- Department of Medical Sciences and Public Health, University of Cagliari, 09100 Cagliari, Italy; (G.A.M.L.C.); (F.P.); (C.M.D.); (A.G.L.); (M.M.); (S.D.G.); (L.C.); (D.F.)
| | - Giuseppina Sanna
- Microbiology and Virology Unit, Department of Biomedical Sciences, University of Cagliari, 09042 Monserrato, Italy; (V.P.); (V.M.); (A.M.)
| | - Francesco Pes
- Department of Medical Sciences and Public Health, University of Cagliari, 09100 Cagliari, Italy; (G.A.M.L.C.); (F.P.); (C.M.D.); (A.G.L.); (M.M.); (S.D.G.); (L.C.); (D.F.)
| | - Carla Maria Deiana
- Department of Medical Sciences and Public Health, University of Cagliari, 09100 Cagliari, Italy; (G.A.M.L.C.); (F.P.); (C.M.D.); (A.G.L.); (M.M.); (S.D.G.); (L.C.); (D.F.)
| | - Andrea Giovanni Ledda
- Department of Medical Sciences and Public Health, University of Cagliari, 09100 Cagliari, Italy; (G.A.M.L.C.); (F.P.); (C.M.D.); (A.G.L.); (M.M.); (S.D.G.); (L.C.); (D.F.)
| | - Andrea Perra
- Oncology and Molecular Pathology Unit, Department of Biomedical Sciences, University of Cagliari, 09100 Cagliari, Italy;
| | - Vanessa Palmas
- Microbiology and Virology Unit, Department of Biomedical Sciences, University of Cagliari, 09042 Monserrato, Italy; (V.P.); (V.M.); (A.M.)
| | - Valeria Manca
- Microbiology and Virology Unit, Department of Biomedical Sciences, University of Cagliari, 09042 Monserrato, Italy; (V.P.); (V.M.); (A.M.)
| | - Michela Miglianti
- Department of Medical Sciences and Public Health, University of Cagliari, 09100 Cagliari, Italy; (G.A.M.L.C.); (F.P.); (C.M.D.); (A.G.L.); (M.M.); (S.D.G.); (L.C.); (D.F.)
| | - Ferdinando Coghe
- Laboratory Clinical Chemical Analysis and Microbiology, University Hospital of Cagliari, 09042 Monserrato, Italy;
| | - Aldo Manzin
- Microbiology and Virology Unit, Department of Biomedical Sciences, University of Cagliari, 09042 Monserrato, Italy; (V.P.); (V.M.); (A.M.)
| | - Stefano Del Giacco
- Department of Medical Sciences and Public Health, University of Cagliari, 09100 Cagliari, Italy; (G.A.M.L.C.); (F.P.); (C.M.D.); (A.G.L.); (M.M.); (S.D.G.); (L.C.); (D.F.)
| | - Luchino Chessa
- Department of Medical Sciences and Public Health, University of Cagliari, 09100 Cagliari, Italy; (G.A.M.L.C.); (F.P.); (C.M.D.); (A.G.L.); (M.M.); (S.D.G.); (L.C.); (D.F.)
| | - Davide Firinu
- Department of Medical Sciences and Public Health, University of Cagliari, 09100 Cagliari, Italy; (G.A.M.L.C.); (F.P.); (C.M.D.); (A.G.L.); (M.M.); (S.D.G.); (L.C.); (D.F.)
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6
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Badinlou F, Abzhandadze T, Rahimian F, Jansson-Fröjmark M, Hedman-Lagerlöf M, Lundgren T. Investigating the trajectory of post-COVID impairments: a longitudinal study in Sweden. Front Psychol 2024; 15:1402750. [PMID: 38915427 PMCID: PMC11195806 DOI: 10.3389/fpsyg.2024.1402750] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Accepted: 05/23/2024] [Indexed: 06/26/2024] Open
Abstract
Introduction Individuals recovering from COVID-19 often experience a range of post-recovery symptoms. However, the literature on post-COVID-19 symptoms reveals conflicting results, necessitating a heightened focus on longitudinal studies to comprehend the trajectory of impairments over time. Our study aimed to investigate changes in long-term impairments among individuals infected with COVID-19 and explore potential predictors influencing these changes. Methods We conducted a web-survey targeting individuals that had been infected with COVID-19 at four time-points: T0 (baseline), T1 (three months), T2 (six months), and T3 (twelve months). The survey included contextual factors, factors related to body functions and structures, and post-COVID impairments. The longitudinal sample included 213 individuals (with a mean age of 48.92 years). Linear mixed models were employed to analyze changes in post-COVID impairments over time and identify impacting factors. Results Findings revealed a general decline in post-COVID impairments over time, with each symptom exhibiting a dynamic pattern of fluctuations. Factors such as initial infection severity, education level, and work status were significantly associated with the levels of impairments. Discussion The study emphasizes that post-COVID impairments are not static but exhibit variations over time. Personalized care, especially for vulnerable populations, is crucial. The results underscore the need for long-term monitoring and multidisciplinary treatment approaches. Targeted support and interventions are highlighted for individuals with severe initial infections and those in socioeconomically disadvantaged groups.
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Affiliation(s)
- Farzaneh Badinlou
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institute and Stockholm Health Care Services, Region Stockholm, Stockholm, Sweden
- Medical Unit Allied Health Professionals, Women’s Health and Allied Health Professionals Theme, Karolinska University Hospital, Solna, Sweden
| | - Tamar Abzhandadze
- Institute of Neuroscience and Physiology, The Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
- Department of Occupational Therapy and Physiotherapy, Sahlgrenska University Hospital, Gothenburg, Sweden
- Division of Clinical Geriatrics, Department of Neurobiology, Care Sciences and Society (NVS), Karolinska Institutet, Stockholm, Sweden
| | - Fatemeh Rahimian
- Research Institutes of Sweden, Department of Computer Science, Stockholm, Sweden
| | - Markus Jansson-Fröjmark
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institute and Stockholm Health Care Services, Region Stockholm, Stockholm, Sweden
| | - Maria Hedman-Lagerlöf
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institute and Stockholm Health Care Services, Region Stockholm, Stockholm, Sweden
| | - Tobias Lundgren
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institute and Stockholm Health Care Services, Region Stockholm, Stockholm, Sweden
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7
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Binswanger IA, Palmer-Toy DE, Barrow JC, Narwaney KJ, Bruxvoort KJ, Kraus CR, Lyons JA, Lam JA, Glanz JM. Assessing the association between antibody status and symptoms of long COVID: A multisite study. PLoS One 2024; 19:e0304262. [PMID: 38843198 PMCID: PMC11156415 DOI: 10.1371/journal.pone.0304262] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Accepted: 05/09/2024] [Indexed: 06/09/2024] Open
Abstract
The association between SARS-CoV-2 humoral immunity and post-acute sequelae of COVID-19 (long COVID) remains uncertain. The objective of this population-based cohort study was to assess the association between SARS-CoV-2 seropositivity and symptoms consistent with long COVID. English and Spanish-speaking members ≥ 18 years old with SARS-CoV-2 serologic testing conducted prior to August 2021 were recruited from Kaiser Permanente Southern California and Kaiser Permanente Colorado. Between November 2021 and April 2022, participants completed a survey assessing symptoms, physical health, mental health, and cognitive function consistent with long COVID. Survey results were linked to SARS-CoV-2 antibody (Ab) and viral (RNA) lab results in electronic health records. Weighted descriptive analyses were generated for five mutually exclusive patient groups: (1) +Ab/+RNA; (2) +Ab/- or missing RNA; (3) -Ab/+RNA; (4a) -Ab/-RNA reporting no prior infection; and (4b) -Ab/-RNA reporting prior infection. The proportions reporting symptoms between the +Ab/+RNA and -Ab/+RNA groups were compared, adjusted for covariates. Among 3,946 participants, the mean age was 52.1 years old (SD 15.6), 68.3% were female, 28.4% were Hispanic, and the serologic testing occurred a median of 15 months prior (IQR = 12-18). Three quarters (74.5%) reported having had COVID-19. Among people with laboratory-confirmed COVID-19, there was no association between antibody positivity (+Ab/+RNA vs. -Ab/+RNA) and any symptoms, physical health, mental health, or cognitive function. As expected, physical health, cognitive function, and fatigue were worse, and palpitations and headaches limiting the ability to work were more prevalent among people with laboratory-confirmed prior infection and positive serology (+Ab/+RNA) compared to those without reported or confirmed prior infection and negative serology (-Ab/-RNA/no reported COVID-19). Among people with laboratory-confirmed COVID-19, SARS-CoV-2 serology from practice settings were not associated with long COVID symptoms and health status suggesting limited utility of serology testing for long COVID.
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Affiliation(s)
- Ingrid A. Binswanger
- Institute for Health Research, Kaiser Permanente Colorado, Aurora, Colorado, United States of America
- Colorado Permanente Medical Group, Aurora, Colorado, United States of America
- Department of Medicine, University of Colorado School of Medicine, Aurora, Colorado, United States of America
- Bernard J. Tyson School of Medicine, Pasadena, California, United States of America
| | - Darryl E. Palmer-Toy
- Southern California Permanente Medical Group Regional Reference Laboratories, North Hollywood & Chino Hills, California, United States of America
| | - Jennifer C. Barrow
- Institute for Health Research, Kaiser Permanente Colorado, Aurora, Colorado, United States of America
| | - Komal J. Narwaney
- Institute for Health Research, Kaiser Permanente Colorado, Aurora, Colorado, United States of America
| | - Katia J. Bruxvoort
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, Alabama, United States of America
| | - Courtney R. Kraus
- Institute for Health Research, Kaiser Permanente Colorado, Aurora, Colorado, United States of America
| | - Jason A. Lyons
- Institute for Health Research, Kaiser Permanente Colorado, Aurora, Colorado, United States of America
| | - Jessica A. Lam
- Department of Clinical Analysis at Southern California Permanente Medical Group, California, CA, United States of America
| | - Jason M. Glanz
- Institute for Health Research, Kaiser Permanente Colorado, Aurora, Colorado, United States of America
- Department of Epidemiology, Colorado School of Public Health, Aurora, Colorado, United States of America
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8
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Hamzaraj K, Han E, Hasimbegovic E, Poschenreiter L, Vavrikova A, Lukovic D, Kastrati L, Bergler-Klein J, Gyöngyösi M. Impact of Circulating Anti-Spike Protein Antibody Levels on Multi-Organ Long COVID Symptoms. Vaccines (Basel) 2024; 12:610. [PMID: 38932339 PMCID: PMC11209431 DOI: 10.3390/vaccines12060610] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2024] [Revised: 05/28/2024] [Accepted: 05/29/2024] [Indexed: 06/28/2024] Open
Abstract
Patients with long COVID syndrome present with various symptoms affecting multiple organs. Vaccination before or after SARS-CoV-2 infection appears to reduce the incidence of long COVID or at least limit symptom deterioration. However, the impact of vaccination on the severity and extent of multi-organ long COVID symptoms and the relationship between the circulating anti-spike protein antibody levels and the severity and extent of multi-organ symptoms are unclear. This prospective cohort study included 198 patients with previous PCR-verified SARS-CoV-2 infection who met the criteria for long COVID syndrome. Patients were divided into vaccinated (n = 138, 69.7%) or unvaccinated (n = 60, 30.3%) groups. Anti-spike protein antibody levels were determined at initial clinical presentation and compared between the groups. Long COVID symptoms were quantified on the basis of the number of affected organs: Class I (mild) with symptoms in three organs, Class II (moderate) with symptoms in four to five organs, and Class III (severe) with symptoms in six or more organ systems. Associations between time to infection and vaccination with anti-spike protein antibody levels were assessed. The anti-spike protein antibody levels were 1925 ± 938 vs. 481 ± 768 BAU/mL (p < 0.001) in the vaccinated vs. unvaccinated patients. The circulating anti-spike antibody cutoff of 665.5 BAU/mL allowed us to differentiate the vaccinated from the unvaccinated patients. Vaccinated patients had fewer class II and class III multi-organ symptoms (Class II 39.9% vs. 45.0%; Class III 10.1% vs. 23.3%, p-value 0.014). Anti-spike antibody level correlated negatively with multi-organ symptom classes (p = 0.016; 95% CI -1.229 to -0.126). Anti-spike antibody levels in unvaccinated patients declined markedly with time, in contrast to the persistence of high anti-spike antibody levels in the vaccinated patients. Multi-organ symptoms were lower in vaccinated long-COVID patients, especially in those with higher anti-spike antibody levels (≥665.5 BAU/mL). Classifying the symptoms on the basis of the number of affected organs enables a more objective symptom quantification.
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Affiliation(s)
| | | | | | | | | | | | | | | | - Mariann Gyöngyösi
- Department of Internal Medicine II, Division of Cardiology, Medical University of Vienna, 1090 Vienna, Austria; (K.H.); (E.H.); (E.H.); (L.P.); (A.V.); (D.L.); (L.K.); (J.B.-K.)
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9
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Cerdeira Ferreira LM, Lima D, Marcolino-Junior LH, Bergamini MF, Kuss S, Campanhã Vicentini F. Cutting-edge biorecognition strategies to boost the detection performance of COVID-19 electrochemical biosensors: A review. Bioelectrochemistry 2024; 157:108632. [PMID: 38181592 DOI: 10.1016/j.bioelechem.2023.108632] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2023] [Revised: 12/16/2023] [Accepted: 12/19/2023] [Indexed: 01/07/2024]
Abstract
Electrochemical biosensors are known for their high sensitivity, selectivity, and low cost. Recently, they have gained significant attention and became particularly important as promising tools for the detection of COVID-19 biomarkers, since they offer a rapid and accurate means of diagnosis. Biorecognition strategies are a crucial component of electrochemical biosensors and determine their specificity and sensitivity based on the interaction of biological molecules, such as antibodies, enzymes, and DNA, with target analytes (e.g., viral particles, proteins and genetic material) to create a measurable signal. Different biorecognition strategies have been developed to enhance the performance of electrochemical biosensors, including direct, competitive, and sandwich binding, alongside nucleic acid hybridization mechanisms and gene editing systems. In this review article, we present the different strategies used in electrochemical biosensors to target SARS-CoV-2 and other COVID-19 biomarkers, as well as explore the advantages and disadvantages of each strategy and highlight recent progress in this field. Additionally, we discuss the challenges associated with developing electrochemical biosensors for clinical COVID-19 diagnosis and their widespread commercialization.
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Affiliation(s)
- Luís Marcos Cerdeira Ferreira
- Center of Nature Sciences, Federal University of São Carlos, Rod. Lauri Simões de Barros km 12, 18290-000, Buri, SP, Brazil; Laboratory of Electrochemical Sensors (LabSensE) Department of Chemistry, Federal University of Paraná, 81.531-980, Curitiba, PR, Brazil
| | - Dhésmon Lima
- Laboratory for Bioanalytics and Electrochemical Sensing (LBES), Department of Chemistry, University of Manitoba, 144 Dysart Road, Winnipeg, MB, R3T 2N2, Canada.
| | - Luiz Humberto Marcolino-Junior
- Laboratory of Electrochemical Sensors (LabSensE) Department of Chemistry, Federal University of Paraná, 81.531-980, Curitiba, PR, Brazil
| | - Marcio Fernando Bergamini
- Laboratory of Electrochemical Sensors (LabSensE) Department of Chemistry, Federal University of Paraná, 81.531-980, Curitiba, PR, Brazil
| | - Sabine Kuss
- Laboratory for Bioanalytics and Electrochemical Sensing (LBES), Department of Chemistry, University of Manitoba, 144 Dysart Road, Winnipeg, MB, R3T 2N2, Canada
| | - Fernando Campanhã Vicentini
- Center of Nature Sciences, Federal University of São Carlos, Rod. Lauri Simões de Barros km 12, 18290-000, Buri, SP, Brazil.
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10
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Kubrova E, Hallo-Carrasco AJ, Klasova J, Pagan Rosado RD, Prusinski CC, Trofymenko O, Schappell JB, Prokop LJ, Yuh CI, Gupta S, Hunt CL. Persistent chest pain following COVID-19 infection - A scoping review. PM R 2024; 16:605-625. [PMID: 37906499 DOI: 10.1002/pmrj.13098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2023] [Revised: 10/07/2023] [Accepted: 10/24/2023] [Indexed: 11/02/2023]
Abstract
Persistent chest pain (PCP) following acute COVID-19 infection is a commonly reported symptom with an unclear etiology, making its management challenging. This scoping review aims to address the knowledge gap surrounding the characteristics of PCP following COVID-19, its causes, and potential treatments. This is a scoping review of 64 studies, including observational (prospective, retrospective, cross-sectional, case series, and case-control) and one quasi-experimental study, from databases including Embase, PubMed/MEDLINE, Cochrane CENTRAL, Google Scholar, Cochrane Database of Systematic Reviews, and Scopus. Studies on patients with PCP following mild, moderate, and severe COVID-19 infection were included. Studies with patients of any age, with chest pain that persisted following acute COVID-19 disease, irrespective of etiology or duration were included. A total of 35 studies reported PCP symptoms following COVID-19 (0.24%-76.6%) at an average follow-up of 3 months or longer, 12 studies at 1-3 months and 17 studies at less than 1-month follow-up or not specified. PCP was common following mild-severe COVID-19 infection, and etiology was mostly not reported. Fourteen studies proposed potential etiologies including endothelial dysfunction, cardiac ischemia, vasospasm, myocarditis, cardiac arrhythmia, pneumonia, pulmonary embolism, postural tachycardia syndrome, or noted cardiac MRI (cMRI) changes. Evaluation methods included common cardiopulmonary tests, as well as less common tests such as flow-mediated dilatation, cMRI, single-photon emission computed tomography myocardial perfusion imaging, and cardiopulmonary exercise testing. Only one study reported a specific treatment (sulodexide). PCP is a prevalent symptom following COVID-19 infection, with various proposed etiologies. Further research is needed to establish a better understanding of the causes and to develop targeted treatments for PCP following COVID-19.
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Affiliation(s)
- Eva Kubrova
- Department of Physical Medicine and Rehabilitation, Mayo Clinic Rochester, Rochester, Minnesota, USA
| | | | - Johana Klasova
- Department of Pain Medicine, Mayo Clinic, Jacksonville, Florida, USA
| | - Robert D Pagan Rosado
- Department of Physical Medicine and Rehabilitation, Mayo Clinic Rochester, Rochester, Minnesota, USA
- Department of Pain Medicine, Mayo Clinic, Jacksonville, Florida, USA
| | | | | | | | - Larry J Prokop
- Library and Public Services, Mayo Clinic, Rochester, Minnesota, USA
| | - Clara I Yuh
- Department of Physical Medicine and Rehabilitation, University of California, Irvine, California, USA
| | - Sahil Gupta
- Department of Pain Medicine, Mayo Clinic, Jacksonville, Florida, USA
| | - Christine L Hunt
- Department of Pain Medicine, Mayo Clinic, Jacksonville, Florida, USA
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11
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Perlaki G, Darnai G, Arató Á, Alhour HA, Szente A, Áfra E, Nagy SA, Horváth R, Kovács N, Dóczi T, Orsi G, Janszky J. Gray Matter Changes Following Mild COVID-19: An MR Morphometric Study in Healthy Young People. J Magn Reson Imaging 2024; 59:2152-2161. [PMID: 37602529 DOI: 10.1002/jmri.28970] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Revised: 08/04/2023] [Accepted: 08/04/2023] [Indexed: 08/22/2023] Open
Abstract
BACKGROUND Although COVID-19 is primarily an acute respiratory infection, 5%-40% of patients develop late and prolonged symptoms with frequent neurological complaints, known as long COVID syndrome. The presentation of the disease suggests that COVID infection may cause functional and/or morphological central nervous system alterations, but studies published in the literature report contradictory findings. PURPOSE To investigate the chronic effects of COVID-19 on cerebral grey matter in a group of young patients without comorbidities, with mild course of COVID infection and no medical complaints at the time of examination. STUDY TYPE Prospective. POPULATION Thirty-eight young (age = 26.6 ± 5.0 years; male/female = 14/24), adult participants who recovered from mild COVID infection without a history of clinical long COVID and 37 healthy control subjects (age = 25.9 ± 2.8 years; male/female = 14/23). FIELD STRENGTH/SEQUENCE Three Tesla, 3D T1-weighted magnetization-prepared rapid gradient-echo, 2D T2-weighted turbo spin-echo. ASSESSMENT MRI-based morphometry and volumetry along with neuropsychological testing and self-assessed questionnaire. STATISTICAL TESTS Fisher's exact test, Mann-Whitney U-test, and multiple linear regression analyses were used to assess differences between COVID and healthy control groups. P < 0.05 was used as cutoff for significance. RESULTS In the COVID group, significantly lower bilateral mean cortical thickness (left/right-hemisphere: 2.51 ± 0.06 mm vs. 2.56 ± 0.07 mm, η2 p = 0.102/2.50 ± 0.06 mm vs. 2.54 ± 0.07 mm, η2 p = 0.101), lower subcortical gray matter (57881 ± 3998 mm3 vs. 60470 ± 5211 mm3, η2 p = 0.100) and lower right olfactory bulb volume (52.28 ± 13.55 mm3 vs. 60.98 ± 15.8 mm3, η2 p = 0.078) were found. In patients with moderate to severe anosmia, cortical thickness was significantly lower bilaterally, as compared to patients without olfactory function loss (left/right-hemisphere: 2.50 ± 0.06 mm vs. 2.56 ± 0.05 mm, η2 = 0.173/2.49 ± 0.06 mm vs. 2.55 ± 0.05 mm, η2 = 0.189). Using further exploratory analysis, significantly reduced cortical thickness was detected locally in the right lateral orbitofrontal cortex in the COVID group (2.53 ± 0.10 mm vs. 2.60 ± 0.09 mm, η2 p = 0.112). DATA CONCLUSION Even without any subjective or objective neurological complaints at the time of the MR scan, subjects in the COVID group showed gray matter alterations in cortical thickness and subcortical gray matter volume. LEVEL OF EVIDENCE 2 TECHNICAL EFFICACY: Stage 3.
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Affiliation(s)
- Gábor Perlaki
- Department of Neurology, Medical School, University of Pécs, Pécs, Hungary
- ELKH-PTE Clinical Neuroscience MR Research Group, Eötvös Loránd Research Network, Pécs, Hungary
- Pécs Diagnostic Centre, NeuroCT Ltd., Pécs, Hungary
| | - Gergely Darnai
- Department of Neurology, Medical School, University of Pécs, Pécs, Hungary
- ELKH-PTE Clinical Neuroscience MR Research Group, Eötvös Loránd Research Network, Pécs, Hungary
- Department of Behavioural Sciences, Medical School, University of Pécs, Pécs, Hungary
| | - Ákos Arató
- Department of Neurology, Medical School, University of Pécs, Pécs, Hungary
| | | | - Anna Szente
- Department of Neurology, Medical School, University of Pécs, Pécs, Hungary
| | - Eszter Áfra
- Department of Behavioural Sciences, Medical School, University of Pécs, Pécs, Hungary
| | - Szilvia Anett Nagy
- Department of Neurology, Medical School, University of Pécs, Pécs, Hungary
- ELKH-PTE Clinical Neuroscience MR Research Group, Eötvös Loránd Research Network, Pécs, Hungary
- Pécs Diagnostic Centre, NeuroCT Ltd., Pécs, Hungary
- Structural Neurobiology Research Group, Szentágothai Research Centre, University of Pecs, Pécs, Hungary
| | - Réka Horváth
- Department of Neurology, Medical School, University of Pécs, Pécs, Hungary
| | - Norbert Kovács
- Department of Neurology, Medical School, University of Pécs, Pécs, Hungary
| | - Tamás Dóczi
- Pécs Diagnostic Centre, NeuroCT Ltd., Pécs, Hungary
- Department of Neurosurgery, Medical School, University of Pécs, Pécs, Hungary
| | - Gergely Orsi
- Department of Neurology, Medical School, University of Pécs, Pécs, Hungary
- ELKH-PTE Clinical Neuroscience MR Research Group, Eötvös Loránd Research Network, Pécs, Hungary
- Pécs Diagnostic Centre, NeuroCT Ltd., Pécs, Hungary
- Department of Neurosurgery, Medical School, University of Pécs, Pécs, Hungary
| | - József Janszky
- Department of Neurology, Medical School, University of Pécs, Pécs, Hungary
- ELKH-PTE Clinical Neuroscience MR Research Group, Eötvös Loránd Research Network, Pécs, Hungary
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12
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Collins E, Galipeau Y, Arnold C, Bhéreur A, Booth R, Buchan AC, Cooper C, Crawley AM, McCluskie PS, McGuinty M, Pelchat M, Rocheleau L, Saginur R, Gravel C, Hawken S, Langlois MA, Little J. Clinical and serological predictors of post COVID-19 condition-findings from a Canadian prospective cohort study. Front Public Health 2024; 12:1276391. [PMID: 38784593 PMCID: PMC11111987 DOI: 10.3389/fpubh.2024.1276391] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Accepted: 04/18/2024] [Indexed: 05/25/2024] Open
Abstract
Introduction More than 3 years into the pandemic, there is persisting uncertainty as to the etiology, biomarkers, and risk factors of Post COVID-19 Condition (PCC). Serological research data remain a largely untapped resource. Few studies have investigated the potential relationships between post-acute serology and PCC, while accounting for clinical covariates. Methods We compared clinical and serological predictors among COVID-19 survivors with (n = 102 cases) and without (n = 122 controls) persistent symptoms ≥12 weeks post-infection. We selected four primary serological predictors (anti-nucleocapsid (N), anti-Spike, and anti-receptor binding domain (RBD) IgG titres, and neutralization efficiency), and specified clinical covariates a priori. Results Similar proportions of PCC-cases (66.7%, n = 68) and infected-controls (71.3%, n = 87) tested positive for anti-N IgG. More cases tested positive for anti-Spike (94.1%, n = 96) and anti-RBD (95.1%, n = 97) IgG, as compared with controls (anti-Spike: 89.3%, n = 109; anti-RBD: 84.4%, n = 103). Similar trends were observed among unvaccinated participants. Effects of IgG titres on PCC status were non-significant in univariate and multivariate analyses. Adjusting for age and sex, PCC-cases were more likely to be efficient neutralizers (OR 2.2, 95% CI 1.11-4.49), and odds was further increased among cases to report deterioration in quality of life (OR 3.4, 95% CI 1.64-7.31). Clinical covariates found to be significantly related to PCC included obesity (OR 2.3, p = 0.02), number of months post COVID-19 (OR 1.1, p < 0.01), allergies (OR 1.8, p = 0.04), and need for medical support (OR 4.1, p < 0.01). Conclusion Despite past COVID-19 infection, approximately one third of PCC-cases and infected-controls were seronegative for anti-N IgG. Findings suggest higher neutralization efficiency among cases as compared with controls, and that this relationship is stronger among cases with more severe PCC. Cases also required more medical support for COVID-19 symptoms, and described complex, ongoing health sequelae. More data from larger cohorts are needed to substantiate results, permit subgroup analyses of IgG titres, and explore for differences between clusters of PCC symptoms. Future assessment of IgG subtypes may also elucidate new findings.
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Affiliation(s)
- Erin Collins
- School of Epidemiology and Public Health, Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
| | - Yannick Galipeau
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, ON, Canada
| | - Corey Arnold
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, ON, Canada
| | - Anne Bhéreur
- Faculty of Medicine, University of Montreal, Montreal, QC, Canada
| | - Ronald Booth
- Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
| | - Arianne C. Buchan
- Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
- Division of Infectious Diseases, Department of Medicine, Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Curtis Cooper
- Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
- Division of Infectious Diseases, Department of Medicine, Ottawa Hospital Research Institute, Ottawa, ON, Canada
- Clinical Epidemiology, Ottawa Hospital Research Institute, Ottawa, ON, Canada
- Coronavirus Variants Rapid Response Network (CoVaRR-Net), Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
- Centre for Infection, Immunity and Inflammation (CI3), University of Ottawa, Ottawa, ON, Canada
| | - Angela M. Crawley
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, ON, Canada
- Coronavirus Variants Rapid Response Network (CoVaRR-Net), Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
- Centre for Infection, Immunity and Inflammation (CI3), University of Ottawa, Ottawa, ON, Canada
- Chronic Disease Program, Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Pauline S. McCluskie
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, ON, Canada
| | - Michaeline McGuinty
- Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
- Division of Infectious Diseases, Department of Medicine, Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Martin Pelchat
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, ON, Canada
| | - Lynda Rocheleau
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, ON, Canada
| | - Raphael Saginur
- Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
- Division of Infectious Diseases, Department of Medicine, Ottawa Hospital Research Institute, Ottawa, ON, Canada
- Ottawa Health Science Network Research Ethics Board (OHSN-REB), Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Chris Gravel
- School of Epidemiology and Public Health, Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
- Department of Mathematics and Statistics, University of Ottawa, Ottawa, ON, Canada
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, QC, Canada
| | - Steven Hawken
- School of Epidemiology and Public Health, Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
- Clinical Epidemiology, Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Marc-André Langlois
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, ON, Canada
- Coronavirus Variants Rapid Response Network (CoVaRR-Net), Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
- Centre for Infection, Immunity and Inflammation (CI3), University of Ottawa, Ottawa, ON, Canada
| | - Julian Little
- School of Epidemiology and Public Health, Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
- Clinical Epidemiology, Ottawa Hospital Research Institute, Ottawa, ON, Canada
- Coronavirus Variants Rapid Response Network (CoVaRR-Net), Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
- The Knowledge Synthesis and Application Unit (KSAU), University of Ottawa, Ottawa, ON, Canada
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13
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Maripuri M, Dey A, Honerlaw J, Hong C, Ho YL, Tanukonda V, Chen AW, Panickan VA, Wang X, Zhang HG, Yang D, Samayamuthu MJ, Morris M, Visweswaran S, Beaulieu-Jones B, Ramoni R, Muralidhar S, Gaziano JM, Liao K, Xia Z, Brat GA, Cai T, Cho K. Characterization of Post-COVID-19 Definitions and Clinical Coding Practices: Longitudinal Study. Online J Public Health Inform 2024; 16:e53445. [PMID: 38700929 PMCID: PMC11073632 DOI: 10.2196/53445] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Revised: 01/19/2024] [Accepted: 03/19/2024] [Indexed: 05/05/2024] Open
Abstract
BACKGROUND Post-COVID-19 condition (colloquially known as "long COVID-19") characterized as postacute sequelae of SARS-CoV-2 has no universal clinical case definition. Recent efforts have focused on understanding long COVID-19 symptoms, and electronic health record (EHR) data provide a unique resource for understanding this condition. The introduction of the International Classification of Diseases, Tenth Revision (ICD-10) code U09.9 for "Post COVID-19 condition, unspecified" to identify patients with long COVID-19 has provided a method of evaluating this condition in EHRs; however, the accuracy of this code is unclear. OBJECTIVE This study aimed to characterize the utility and accuracy of the U09.9 code across 3 health care systems-the Veterans Health Administration, the Beth Israel Deaconess Medical Center, and the University of Pittsburgh Medical Center-against patients identified with long COVID-19 via a chart review by operationalizing the World Health Organization (WHO) and Centers for Disease Control and Prevention (CDC) definitions. METHODS Patients who were COVID-19 positive with either a U07.1 ICD-10 code or positive polymerase chain reaction test within these health care systems were identified for chart review. Among this cohort, we sampled patients based on two approaches: (1) with a U09.9 code and (2) without a U09.9 code but with a new onset long COVID-19-related ICD-10 code, which allows us to assess the sensitivity of the U09.9 code. To operationalize the long COVID-19 definition based on health agency guidelines, symptoms were grouped into a "core" cluster of 11 commonly reported symptoms among patients with long COVID-19 and an extended cluster that captured all other symptoms by disease domain. Patients having ≥2 symptoms persisting for ≥60 days that were new onset after their COVID-19 infection, with ≥1 symptom in the core cluster, were labeled as having long COVID-19 per chart review. The code's performance was compared across 3 health care systems and across different time periods of the pandemic. RESULTS Overall, 900 patient charts were reviewed across 3 health care systems. The prevalence of long COVID-19 among the cohort with the U09.9 ICD-10 code based on the operationalized WHO definition was between 23.2% and 62.4% across these health care systems. We also evaluated a less stringent version of the WHO definition and the CDC definition and observed an increase in the prevalence of long COVID-19 at all 3 health care systems. CONCLUSIONS This is one of the first studies to evaluate the U09.9 code against a clinical case definition for long COVID-19, as well as the first to apply this definition to EHR data using a chart review approach on a nationwide cohort across multiple health care systems. This chart review approach can be implemented at other EHR systems to further evaluate the utility and performance of the U09.9 code.
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Affiliation(s)
- Monika Maripuri
- Veterans Affairs Boston Healthcare System, Boston, MA, United States
| | - Andrew Dey
- Veterans Affairs Boston Healthcare System, Boston, MA, United States
| | | | - Chuan Hong
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
| | - Yuk-Lam Ho
- Veterans Affairs Boston Healthcare System, Boston, MA, United States
| | - Vidisha Tanukonda
- Veterans Affairs Boston Healthcare System, Boston, MA, United States
| | - Alicia W Chen
- Veterans Affairs Boston Healthcare System, Boston, MA, United States
| | | | - Xuan Wang
- Department of Population Health Sciences, University of Utah, Salt Lake City, UT, United States
| | - Harrison G Zhang
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
| | - Doris Yang
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
| | | | - Michele Morris
- Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA, United States
| | - Shyam Visweswaran
- Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA, United States
| | | | - Rachel Ramoni
- Office of Research and Development, US Department of Veterans Affairs, Washington, DC, United States
| | - Sumitra Muralidhar
- Office of Research and Development, US Department of Veterans Affairs, Washington, DC, United States
| | - J Michael Gaziano
- Veterans Affairs Boston Healthcare System, Boston, MA, United States
- Division of Aging, Department of Medicine, Mass General Brigham, Harvard Medical School, Boston, MA, United States
| | - Katherine Liao
- Division of Rheumatology, Inflammation, and Immunity, Brigham and Women's Hospital, Boston, MA, United States
| | - Zongqi Xia
- Department of Neurology, University of Pittsburgh, Pittsburgh, PA, United States
| | - Gabriel A Brat
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
- Department of Surgery, Beth Israel Deaconess Medical Center, Boston, MA, United States
| | - Tianxi Cai
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
| | - Kelly Cho
- Veterans Affairs Boston Healthcare System, Boston, MA, United States
- Division of Aging, Department of Medicine, Mass General Brigham, Harvard Medical School, Boston, MA, United States
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14
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Annesley SJ, Missailidis D, Heng B, Josev EK, Armstrong CW. Unravelling shared mechanisms: insights from recent ME/CFS research to illuminate long COVID pathologies. Trends Mol Med 2024; 30:443-458. [PMID: 38443223 DOI: 10.1016/j.molmed.2024.02.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Revised: 01/29/2024] [Accepted: 02/13/2024] [Indexed: 03/07/2024]
Abstract
Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) is a debilitating chronic illness often triggered by an initiating acute event, mainly viral infections. The transition from acute to chronic disease remains unknown, but interest in this phenomenon has escalated since the COVID-19 pandemic and the post-COVID-19 illness, termed 'long COVID' (LC). Both ME/CFS and LC share many clinical similarities. Here, we present recent findings in ME/CFS research focussing on proposed disease pathologies shared with LC. Understanding these disease pathologies and how they influence each other is key to developing effective therapeutics and diagnostic tests. Given that ME/CFS typically has a longer disease duration compared with LC, with symptoms and pathologies evolving over time, ME/CFS may provide insights into the future progression of LC.
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Affiliation(s)
- Sarah J Annesley
- Department of Microbiology, Anatomy, Physiology and Pharmacology, La Trobe University, VIC, Australia.
| | - Daniel Missailidis
- Department of Microbiology, Anatomy, Physiology and Pharmacology, La Trobe University, VIC, Australia
| | - Benjamin Heng
- Macquarie Medical School, Faculty of Medicine, Human and Health Sciences, Macquarie University, Sydney, NSW, Australia
| | - Elisha K Josev
- Neurodisability & Rehabilitation, Clinical Sciences, Murdoch Children's Research Institute, Parkville, VIC, Australia; Department of Paediatrics, University of Melbourne, Royal Children's Hospital, Parkville, VIC, Australia; Mercy Hospital for Women, Heidelberg, VIC, Australia
| | - Christopher W Armstrong
- Department of Biochemistry and Pharmacology, Bio21 Molecular Science and Biotechnology Institute, University of Melbourne, Parkville, VIC, Australia
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15
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Peraire J, García-Pardo G, Chafino S, Sánchez A, Botero-Gallego M, Olona M, Espineira S, Reverté L, Skouridou V, Peiró ÓM, Gómez-Bertomeu F, Vidal F, O' Sullivan CK, Rull A. Immunoglobulins in COVID-19 pneumonia: from the acute phase to the recovery phase. Eur J Med Res 2024; 29:223. [PMID: 38581072 PMCID: PMC10998353 DOI: 10.1186/s40001-024-01824-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2024] [Accepted: 03/31/2024] [Indexed: 04/07/2024] Open
Abstract
BACKGROUND COVID-19 pneumonia causes hyperinflammatory response that culminates in acute respiratory syndrome (ARDS) related to increased multiorgan dysfunction and mortality risk. Antiviral-neutralizing immunoglobulins production reflect the host humoral status and illness severity, and thus, immunoglobulin (Ig) circulating levels could be evidence of COVID-19 prognosis. METHODS The relationship among circulating immunoglobulins (IgA, IgG, IgM) and COVID-19 pneumonia was evaluated using clinical information and blood samples in a COVID-19 cohort composed by 320 individuals recruited during the acute phase and followed up to 4 to 8 weeks (n = 252) from the Spanish first to fourth waves. RESULTS COVID-19 pneumonia development depended on baseline Ig concentrations. Circulating IgA levels together with clinical features at acute phase was highly associated with COVID-19 pneumonia development. IgM was positively correlated with obesity (ρb = 0.156, P = 0.020), dyslipemia (ρb = 0.140, P = 0.029), COPD (ρb = 0.133, P = 0.037), cancer (ρb = 0.173, P = 0.007) and hypertension (ρb = 0.148, P = 0.020). Ig concentrations at recovery phase were related to COVID-19 treatments. CONCLUSIONS Our results provide valuable information on the dynamics of immunoglobulins upon SARS-CoV-2 infection or other similar viruses.
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Affiliation(s)
- Joaquim Peraire
- Hospital Universitari de Tarragona Joan XXIII (HJ23), Tarragona, Spain
- Institut Investigació Sanitària Pere Virgili (IISPV), Tarragona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain
- Universitat Rovira I Virgili (URV), Tarragona, Spain
| | - Graciano García-Pardo
- Hospital Universitari de Tarragona Joan XXIII (HJ23), Tarragona, Spain
- Institut Investigació Sanitària Pere Virgili (IISPV), Tarragona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain
- Universitat Rovira I Virgili (URV), Tarragona, Spain
| | - Silvia Chafino
- Hospital Universitari de Tarragona Joan XXIII (HJ23), Tarragona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain
| | - Alba Sánchez
- Hospital Universitari de Tarragona Joan XXIII (HJ23), Tarragona, Spain
- Institut Investigació Sanitària Pere Virgili (IISPV), Tarragona, Spain
| | - Maryluz Botero-Gallego
- Universitat Rovira I Virgili (URV), Tarragona, Spain
- INTERFIBIO Consolidated Research Group, Tarragona, Spain
| | - Montserrat Olona
- Hospital Universitari de Tarragona Joan XXIII (HJ23), Tarragona, Spain
- Institut Investigació Sanitària Pere Virgili (IISPV), Tarragona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain
- Universitat Rovira I Virgili (URV), Tarragona, Spain
| | - Sonia Espineira
- Institut Investigació Sanitària Pere Virgili (IISPV), Tarragona, Spain
- Universitat Rovira I Virgili (URV), Tarragona, Spain
| | - Laia Reverté
- Institut Investigació Sanitària Pere Virgili (IISPV), Tarragona, Spain
| | - Vasso Skouridou
- Universitat Rovira I Virgili (URV), Tarragona, Spain
- INTERFIBIO Consolidated Research Group, Tarragona, Spain
| | - Óscar M Peiró
- Hospital Universitari de Tarragona Joan XXIII (HJ23), Tarragona, Spain
- Institut Investigació Sanitària Pere Virgili (IISPV), Tarragona, Spain
- Universitat Rovira I Virgili (URV), Tarragona, Spain
| | - Fréderic Gómez-Bertomeu
- Hospital Universitari de Tarragona Joan XXIII (HJ23), Tarragona, Spain
- Institut Investigació Sanitària Pere Virgili (IISPV), Tarragona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain
- Universitat Rovira I Virgili (URV), Tarragona, Spain
| | - Francesc Vidal
- Hospital Universitari de Tarragona Joan XXIII (HJ23), Tarragona, Spain
- Institut Investigació Sanitària Pere Virgili (IISPV), Tarragona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain
- Universitat Rovira I Virgili (URV), Tarragona, Spain
| | - Ciara K O' Sullivan
- Universitat Rovira I Virgili (URV), Tarragona, Spain.
- INTERFIBIO Consolidated Research Group, Tarragona, Spain.
| | - Anna Rull
- Hospital Universitari de Tarragona Joan XXIII (HJ23), Tarragona, Spain.
- Institut Investigació Sanitària Pere Virgili (IISPV), Tarragona, Spain.
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain.
- Universitat Rovira I Virgili (URV), Tarragona, Spain.
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16
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Pink I, Hennigs JK, Ruhl L, Sauer A, Boblitz L, Huwe M, Fuge J, Falk CS, Pietschmann T, de Zwaan M, Prasse A, Kluge S, Klose H, Hoeper MM, Welte T. Blood T cell phenotypes correlate with fatigue severity in post-acute sequelae of COVID-19. Infection 2024; 52:513-524. [PMID: 37924472 PMCID: PMC10954951 DOI: 10.1007/s15010-023-02114-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Accepted: 10/09/2023] [Indexed: 11/06/2023]
Abstract
PURPOSE Post-acute sequelae of COVID-19 (PASC) affect approximately 10% of convalescent patients. The spectrum of symptoms is broad and heterogeneous with fatigue being the most often reported sequela. Easily accessible blood biomarkers to determine PASC severity are lacking. Thus, our study aimed to correlate immune phenotypes with PASC across the severity spectrum of COVID-19. METHODS A total of 176 originally immunonaïve, convalescent COVID-19 patients from a prospective cohort during the first pandemic phase were stratified by initial disease severity and underwent clinical, psychosocial, and immune phenotyping around 10 weeks after first COVID-19 symptoms. COVID-19-associated fatigue dynamics were assessed and related to clinical and immune phenotypes. RESULTS Fatigue and severe fatigue were commonly reported irrespective of initial COVID-19 severity or organ-specific PASC. A clinically relevant increase in fatigue severity after COVID-19 was detected in all groups. Neutralizing antibody titers were higher in patients with severe acute disease, but no association was found between antibody titers and PASC. While absolute peripheral blood immune cell counts in originally immunonaïve PASC patients did not differ from unexposed controls, peripheral CD3+CD4+ T cell counts were independently correlated with fatigue severity across all strata in multivariable analysis. CONCLUSIONS Patients were at similar risk of self-reported PASC irrespective of initial disease severity. The independent correlation between fatigue severity and blood T cell phenotypes indicates a possible role of CD4+ T cells in the pathogenesis of post-COVID-19 fatigue, which might serve as a blood biomarker.
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Affiliation(s)
- Isabell Pink
- Department of Respiratory Medicine and Infectious Diseases, Hannover Medical School, Carl-Neuberg-Str. 1, 30625, Hannover, Germany.
- Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), German Center for Lung Research (DZL), Hannover, Germany.
| | - Jan K Hennigs
- Division of Respiratory Medicine, II. Department of Medicine, University Medical Center Hamburg-Eppendorf, 20251, Hamburg, Germany
| | - Louisa Ruhl
- Institute of Transplant Immunology, Hannover Medical School, Hannover, Germany
- German Center for Infection Research (DZIF), TTU-IICH, Hannover, Germany
| | - Andrea Sauer
- Department of Respiratory Medicine and Infectious Diseases, Hannover Medical School, Carl-Neuberg-Str. 1, 30625, Hannover, Germany
| | - Lennart Boblitz
- Department of Respiratory Medicine and Infectious Diseases, Hannover Medical School, Carl-Neuberg-Str. 1, 30625, Hannover, Germany
| | - Marie Huwe
- Division of Respiratory Medicine, II. Department of Medicine, University Medical Center Hamburg-Eppendorf, 20251, Hamburg, Germany
| | - Jan Fuge
- Department of Respiratory Medicine and Infectious Diseases, Hannover Medical School, Carl-Neuberg-Str. 1, 30625, Hannover, Germany
- Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), German Center for Lung Research (DZL), Hannover, Germany
| | - Christine S Falk
- Institute of Transplant Immunology, Hannover Medical School, Hannover, Germany
| | - Thomas Pietschmann
- Institute of Experimental Virology, Hannover Medical School, TWINCORE Research Center, Hannover, Germany
| | - Martina de Zwaan
- Department of Psychosomatic Medicine and Psychotherapy, Hannover Medical School, Hannover, Germany
| | - Antje Prasse
- Department of Respiratory Medicine and Infectious Diseases, Hannover Medical School, Carl-Neuberg-Str. 1, 30625, Hannover, Germany
| | - Stefan Kluge
- Department of Intensive Care Medicine, University Medical Center Hamburg-Eppendorf, 20251, Hamburg, Germany
| | - Hans Klose
- Division of Respiratory Medicine, II. Department of Medicine, University Medical Center Hamburg-Eppendorf, 20251, Hamburg, Germany
| | - Marius M Hoeper
- Department of Respiratory Medicine and Infectious Diseases, Hannover Medical School, Carl-Neuberg-Str. 1, 30625, Hannover, Germany
- Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), German Center for Lung Research (DZL), Hannover, Germany
| | - Tobias Welte
- Department of Respiratory Medicine and Infectious Diseases, Hannover Medical School, Carl-Neuberg-Str. 1, 30625, Hannover, Germany
- Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), German Center for Lung Research (DZL), Hannover, Germany
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17
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Collins E, Philippe E, Gravel CA, Hawken S, Langlois MA, Little J. Serological markers and long COVID-A rapid systematic review. Eur J Clin Invest 2024; 54:e14149. [PMID: 38083997 DOI: 10.1111/eci.14149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/03/2023] [Revised: 11/29/2023] [Accepted: 11/30/2023] [Indexed: 03/13/2024]
Abstract
BACKGROUND Long COVID is highly heterogeneous, often debilitating, and may last for years after infection. The aetiology of long COVID remains uncertain. Examination of potential serological markers of long COVID, accounting for clinical covariates, may yield emergent pathophysiological insights. METHODS In adherence to PRISMA guidelines, we carried out a rapid review of the literature. We searched Medline and Embase for primary observational studies that compared IgG response in individuals who experienced COVID-19 symptoms persisting ≥12 weeks post-infection with those who did not. We examined relationships between serological markers and long COVID status and investigated sources of inter-study variability, such as severity of acute illness, long COVID symptoms assessed and target antigen(s). RESULTS Of 8018 unique records, we identified 29 as being eligible for inclusion in synthesis. Definitions of long COVID varied. In studies that reported anti-nucleocapsid (N) IgG (n = 10 studies; n = 989 participants in aggregate), full or partial anti-Spike IgG (i.e. the whole trimer, S1 or S2 subgroups, or receptor binding domain, n = 19 studies; n = 2606 participants), or neutralizing response (n = 7 studies; n = 1123 participants), we did not find strong evidence to support any difference in serological markers between groups with and without persisting symptoms. However, most studies did not account for severity or level of care required during acute illness, and other potential confounders. CONCLUSIONS Pooling of studies would enable more robust exploration of clinical and serological predictors among diverse populations. However, substantial inter-study variations hamper comparability. Standardized reporting practices would improve the quality, consistency and comprehension of study findings.
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Affiliation(s)
- Erin Collins
- Faculty of Medicine, School of Epidemiology and Public Health, University of Ottawa, Ottawa, Ontario, Canada
| | - Elizabeth Philippe
- Faculty of Medicine, School of Epidemiology and Public Health, University of Ottawa, Ottawa, Ontario, Canada
| | - Christopher A Gravel
- Faculty of Medicine, School of Epidemiology and Public Health, University of Ottawa, Ottawa, Ontario, Canada
- Department of Mathematics and Statistics, University of Ottawa, Ottawa, Ontario, Canada
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Quebec, Canada
| | - Steven Hawken
- Faculty of Medicine, School of Epidemiology and Public Health, University of Ottawa, Ottawa, Ontario, Canada
- Clinical Epidemiology, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada
| | - Marc-André Langlois
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, Ontario, Canada
- Coronavirus Variants Rapid Response Network (CoVaRR-Net), Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada
- Centre for Infection, Immunity and Inflammation (CI3), University of Ottawa, Ottawa, Ontario, Canada
| | - Julian Little
- Faculty of Medicine, School of Epidemiology and Public Health, University of Ottawa, Ottawa, Ontario, Canada
- Clinical Epidemiology, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada
- Coronavirus Variants Rapid Response Network (CoVaRR-Net), Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada
- The Knowledge Synthesis and Application Unit (KSAU), University of Ottawa, Ottawa, Ontario, Canada
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18
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Svensson Akusjärvi S, Zanoni I. Yin and yang of interferons: lessons from the coronavirus disease 2019 (COVID-19) pandemic. Curr Opin Immunol 2024; 87:102423. [PMID: 38776716 PMCID: PMC11162909 DOI: 10.1016/j.coi.2024.102423] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Revised: 03/05/2024] [Accepted: 05/06/2024] [Indexed: 05/25/2024]
Abstract
The host immune response against severe acute respiratory syndrome coronavirus 2 includes the induction of a group of natural antiviral cytokines called interferons (IFNs). Although originally recognized for their ability to potently counteract infections, the mechanistic functions of IFNs in patients with varying severities of coronavirus disease 2019 (COVID-19) have highlighted a more complex scenario. Cellular and molecular analyses have revealed that timing, location, and subtypes of IFNs produced during severe acute respiratory syndrome coronavirus 2 infection play a major role in determining disease progression and severity. In this review, we summarize what the COVID-19 pandemic has taught us about the protective and detrimental roles of IFNs during the inflammatory response elicited against a new respiratory virus across different ages and its longitudinal consequences in driving the development of long COVID-19.
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Affiliation(s)
- Sara Svensson Akusjärvi
- Harvard Medical School, Division of Immunology, Boston Children's Hospital, Boston, MA, USA; Division of Immunology and Allergy, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
| | - Ivan Zanoni
- Harvard Medical School, Division of Immunology, Boston Children's Hospital, Boston, MA, USA; Division of Gastroenterology, Boston Children's Hospital, Boston, MA, USA.
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19
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Dirajlal-Fargo S, Maison DP, Durieux JC, Andrukhiv A, Funderburg N, Ailstock K, Gerschenson M, Mccomsey GA. Altered mitochondrial respiration in peripheral blood mononuclear cells of post-acute sequelae of SARS-CoV-2 infection. Mitochondrion 2024; 75:101849. [PMID: 38341012 DOI: 10.1016/j.mito.2024.101849] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Revised: 01/20/2024] [Accepted: 02/01/2024] [Indexed: 02/12/2024]
Abstract
Peripheral blood mononuclear cells (PBMC) mitochondrial respiration was measured ex vivo from participants without a history of COVID (n = 19), with a history of COVID and full recovery (n = 20), and with PASC (n = 20). Mean mitochondrial basal respiration, ATP-linked respiration, maximal respiration, spare respiration capacity, ATP-linked respiration, and non-mitochondrial respiration were highest in COVID + PASC+ (p ≤ 0.04). Every unit increase in non-mitochondrial respiration, ATP-linked respiration, basal respiration, spare respiration capacity, and maximal respiration increased the predicted odds of PASC between 1 % and 6 %. Mitochondrial dysfunction in PBMCs may be contributing to the etiology of PASC.
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Affiliation(s)
- Sahera Dirajlal-Fargo
- Case Western Reserve University, Cleveland, OH, USA; Ann and Robert Lurie Children's Hospital, Chicago, IL, USA.
| | - David P Maison
- Department of Cell and Molecular Biology, John A. Burns School of Medicine, University of Hawaii at Manoa, Honolulu, HI, USA.
| | | | - Anastasia Andrukhiv
- Department of Cell and Molecular Biology, John A. Burns School of Medicine, University of Hawaii at Manoa, Honolulu, HI, USA.
| | - Nicholas Funderburg
- Division of Medical Laboratory Science, School of Health and Rehabilitation Sciences, The Ohio State University, Columbus, OH, USA.
| | - Kate Ailstock
- Division of Medical Laboratory Science, School of Health and Rehabilitation Sciences, The Ohio State University, Columbus, OH, USA.
| | - Mariana Gerschenson
- Department of Cell and Molecular Biology, John A. Burns School of Medicine, University of Hawaii at Manoa, Honolulu, HI, USA.
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20
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Cavalera S, Di Nardo F, Serra T, Testa V, Baggiani C, Rosati S, Colitti B, Brienza L, Colasanto I, Nogarol C, Cosseddu D, Guiotto C, Anfossi L. A semi-quantitative visual lateral flow immunoassay for SARS-CoV-2 antibody detection for the follow-up of immune response to vaccination or recovery. J Mater Chem B 2024; 12:2139-2149. [PMID: 38315042 DOI: 10.1039/d3tb02895j] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2024]
Abstract
The lateral flow immunoassay (LFIA) technique is largely employed for the point-of-care detection of antibodies especially for revealing the immune response in serum. Visual LFIAs usually provide the qualitative yes/no detection of antibodies, while quantification requires some equipment, making the assay more expensive and complicated. To achieve visual semi-quantification, the alignment of several lines (made of the same antigen) along a LFIA strip has been proposed. The numbering of the reacting lines has been used to correlate with the quantity of some biomarkers in serum. Here, we designed the first semiquantitative LFIA for detecting antibodies and applied it to classify the immune response to SARS-CoV-2 raised by vaccination or natural infection. We used a recombinant spike receptor-binding domain (RBD) as the specific capture reagent to draw two test lines. The detection reagent was selected among three possible ligands that are able to bind to anti-spike human antibodies: the same RBD, staphylococcal protein A, and anti-human immunoglobulin G antibodies. The most convenient detector, adsorbed on gold nanoparticles, was chosen based on the highest correlation with an antibody titre of 171 human sera, measured by a reference serological method, and was the RBD (Spearman's rho = 0.84). Incorporated into the semiquantitative LFIA, it confirmed the ability to discriminate high- and low-titre samples and to classify them into two classes (Dunn's test, P < 0.05). The proposed approach enabled the semiquantification of the immune response to SARS-CoV-2 by the unaided eye observation, thus overcoming the requirement of costly and complicated equipment, and represents a general strategy for the development of semiquantitative serological LFIAs.
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Affiliation(s)
- Simone Cavalera
- Department of Chemistry, University of Turin, Via Pietro Giuria 7, Turin, Italy.
| | - Fabio Di Nardo
- Department of Chemistry, University of Turin, Via Pietro Giuria 7, Turin, Italy.
| | - Thea Serra
- Department of Chemistry, University of Turin, Via Pietro Giuria 7, Turin, Italy.
| | - Valentina Testa
- Department of Chemistry, University of Turin, Via Pietro Giuria 7, Turin, Italy.
| | - Claudio Baggiani
- Department of Chemistry, University of Turin, Via Pietro Giuria 7, Turin, Italy.
| | - Sergio Rosati
- Department of Veterinary Science, University of Turin, Largo Braccini 2, Grugliasco (TO), Italy
| | - Barbara Colitti
- Department of Veterinary Science, University of Turin, Largo Braccini 2, Grugliasco (TO), Italy
| | - Ludovica Brienza
- Department of Veterinary Science, University of Turin, Largo Braccini 2, Grugliasco (TO), Italy
| | - Irene Colasanto
- Department of Veterinary Science, University of Turin, Largo Braccini 2, Grugliasco (TO), Italy
| | - Chiara Nogarol
- In3diagnostic srl, Largo Braccini 2, Grugliasco (TO), Italy
| | - Domenico Cosseddu
- A.O. Ordine Mauriziano, Ospedale Umberto I di Torino, Via Magellano 1, Turin, Italy
| | - Cristina Guiotto
- A.O. Ordine Mauriziano, Ospedale Umberto I di Torino, Via Magellano 1, Turin, Italy
| | - Laura Anfossi
- Department of Chemistry, University of Turin, Via Pietro Giuria 7, Turin, Italy.
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21
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El-Medany A, Adams ZH, Blythe HC, Hope KA, Kendrick AH, Abdala Sheikh AP, Paton JFR, Nightingale AK, Hart EC. Carotid body dysregulation contributes to Long COVID symptoms. COMMUNICATIONS MEDICINE 2024; 4:20. [PMID: 38374172 PMCID: PMC10876702 DOI: 10.1038/s43856-024-00447-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Accepted: 01/31/2024] [Indexed: 02/21/2024] Open
Abstract
BACKGROUND The symptoms of long COVID, which include fatigue, breathlessness, dysregulated breathing, and exercise intolerance, have unknown mechanisms. These symptoms are also observed in heart failure and are partially driven by increased sensitivity of the carotid chemoreflex. As the carotid body has an abundance of ACE2 (the cell entry mechanism for SARS-CoV-2), we investigated whether carotid chemoreflex sensitivity was elevated in participants with long COVID. METHODS Non-hositalised participants with long-COVID (n = 14) and controls (n = 14) completed hypoxic ventilatory response (HVR; the measure of carotid chemoreflex sensitivity) and cardiopulmonary exercise tests. Parametric and normally distributed data were compared using Student's unpaired t-tests or ANOVA. Nonparametric equivalents were used where relevant. Peason's correlation coefficient was used to examine relationships between variables. RESULTS During cardiopulmonary exercise testing the VE/VCO2 slope (a measure of breathing efficiency) was higher in the long COVID group (37.8 ± 4.4) compared to controls (27.7 ± 4.8, P = 0.0003), indicating excessive hyperventilation. The HVR was increased in long COVID participants (-0.44 ± 0.23 l/min/ SpO2%, R2 = 0.77 ± 0.20) compared to controls (-0.17 ± 0.13 l/min/SpO2%, R2 = 0.54 ± 0.38, P = 0.0007). The HVR correlated with the VE/VCO2 slope (r = -0.53, P = 0.0036), suggesting that excessive hyperventilation may be related to carotid body hypersensitivity. CONCLUSIONS The carotid chemoreflex is sensitised in long COVID and may explain dysregulated breathing and exercise intolerance in these participants. Tempering carotid body excitability may be a viable treatment option for long COVID patients.
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Affiliation(s)
- Ahmed El-Medany
- School of Physiology, Pharmacology and Neuroscience, University of Bristol, Bristol, UK
- Department of Cardiology, Southmead Hospital, North Bristol NHS Trust, Bristol, UK
- Bristol Heart Institute, University Hospitals Bristol and Weston NHS Foundation Trust, Bristol, UK
| | - Zoe H Adams
- School of Physiology, Pharmacology and Neuroscience, University of Bristol, Bristol, UK
| | - Hazel C Blythe
- School of Physiology, Pharmacology and Neuroscience, University of Bristol, Bristol, UK
| | - Katrina A Hope
- School of Physiology, Pharmacology and Neuroscience, University of Bristol, Bristol, UK
- Department of Anaesthetics, Southmead Hospital, North Bristol NHS Trust, Bristol, UK
| | - Adrian H Kendrick
- School of Physiology, Pharmacology and Neuroscience, University of Bristol, Bristol, UK
- Department of Respiratory Medicine, University Hospitals Bristol and Weston NHS Foundation Trust, Bristol, UK
| | | | - Julian F R Paton
- Manaaki Manawa, The Centre for Heart Research, University of Auckland, Auckland, New Zealand
| | - Angus K Nightingale
- School of Physiology, Pharmacology and Neuroscience, University of Bristol, Bristol, UK
- Bristol Heart Institute, University Hospitals Bristol and Weston NHS Foundation Trust, Bristol, UK
| | - Emma C Hart
- School of Physiology, Pharmacology and Neuroscience, University of Bristol, Bristol, UK.
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22
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Villa A, Milito C, Deiana CM, Gambier RF, Punziano A, Buso H, Bez P, Lagnese G, Garzi G, Costanzo G, Giannuzzi G, Pagnozzi C, Dalm VASH, Spadaro G, Rattazzi M, Cinetto F, Firinu D. High Prevalence of Long COVID in Common Variable Immunodeficiency: An Italian Multicentric Study. J Clin Immunol 2024; 44:59. [PMID: 38319477 PMCID: PMC10847195 DOI: 10.1007/s10875-024-01656-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Accepted: 01/16/2024] [Indexed: 02/07/2024]
Abstract
The long-term effects of SARS-CoV-2 infection represent a relevant global health problem. Long COVID (LC) is defined as a complex of signs and symptoms developed during or after SARS-CoV-2 infection and lasting > 12 weeks. In common variable immunodeficiency (CVID) patients, we previously reported higher risk of hospitalization and death during SARS-CoV-2 infection, as well as prolonged swab positivity and frequent reinfections. The aim of the present study was to assess the risk of LC in an Italian cohort of CVID patients. We used a translated version of the survey proposed by Centers for Disease Control and Prevention (CDC) to collect data on LC. In the enrolled cohort of 175 CVID patients, we found a high prevalence of LC (65.7%). The most frequent LC symptoms were fatigue (75.7%), arthralgia/myalgia (48.7%), and dyspnea (41.7%). The majority of patients (60%) experienced prolonged symptoms, for at least 6 months after infection. In a multivariate analysis, the presence of complicated phenotype (OR 2.44, 95% CI 1.88-5.03; p = 0.015), obesity (OR 11.17, 95% CI 1.37-90.95; p = 0.024), and female sex (OR 2.06, 95% CI 1.09-3.89; p = 0.024) significantly correlated with the development of LC. In conclusion, in this multicenter observational cohort study, we demonstrated that CVID patients present an increased prevalence of LC when compared to the general population. Improved awareness on the risk of LC in CVID patients could optimize management of this new and alarming complication of SARS-CoV-2 infection.
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Affiliation(s)
- Annalisa Villa
- Department of Molecular Medicine, "Sapienza" University of Rome, Rome, Italy
| | - Cinzia Milito
- Department of Molecular Medicine, "Sapienza" University of Rome, Rome, Italy
| | - Carla Maria Deiana
- Department of Medical Sciences and Public Health, University of Cagliari, Monserrato, Italy
| | - Renato Finco Gambier
- Rare Diseases Referral Center, Internal Medicine I, Ca' Foncello Hospital, AULSS2 Marca Trevigiana, Department of Medicine - DIMED, University of Padova, Treviso, Italy
| | - Alessandra Punziano
- Department of Translational Medical Sciences, University of Naples Federico II, Naples, Italy
| | - Helena Buso
- Rare Diseases Referral Center, Internal Medicine I, Ca' Foncello Hospital, AULSS2 Marca Trevigiana, Department of Medicine - DIMED, University of Padova, Treviso, Italy
| | - Patrick Bez
- Rare Diseases Referral Center, Internal Medicine I, Ca' Foncello Hospital, AULSS2 Marca Trevigiana, Department of Medicine - DIMED, University of Padova, Treviso, Italy
| | - Gianluca Lagnese
- Department of Translational Medical Sciences, University of Naples Federico II, Naples, Italy
| | - Giulia Garzi
- Department of Molecular Medicine, "Sapienza" University of Rome, Rome, Italy
| | - Giulia Costanzo
- Department of Medical Sciences and Public Health, University of Cagliari, Monserrato, Italy
| | - Gloria Giannuzzi
- Department of Molecular Medicine, "Sapienza" University of Rome, Rome, Italy
| | - Chiara Pagnozzi
- Rare Diseases Referral Center, Internal Medicine I, Ca' Foncello Hospital, AULSS2 Marca Trevigiana, Department of Medicine - DIMED, University of Padova, Treviso, Italy
| | - Virgil A S H Dalm
- Department of Internal Medicine, Division of Allergy & Clinical Immunology, Erasmus University Medical Center, Rotterdam, the Netherlands
- Department of Immunology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Giuseppe Spadaro
- Department of Translational Medical Sciences, University of Naples Federico II, Naples, Italy
| | - Marcello Rattazzi
- Rare Diseases Referral Center, Internal Medicine I, Ca' Foncello Hospital, AULSS2 Marca Trevigiana, Department of Medicine - DIMED, University of Padova, Treviso, Italy
| | - Francesco Cinetto
- Rare Diseases Referral Center, Internal Medicine I, Ca' Foncello Hospital, AULSS2 Marca Trevigiana, Department of Medicine - DIMED, University of Padova, Treviso, Italy.
| | - Davide Firinu
- Department of Medical Sciences and Public Health, University of Cagliari, Monserrato, Italy
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23
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Leung JM, Wu MJ, Kheradpour P, Chen C, Drake KA, Tong G, Ridaura VK, Zisser HC, Conrad WA, Hudson N, Allen J, Welberry C, Parsy-Kowalska C, Macdonald I, Tapson VF, Moy JN, deFilippi CR, Rosas IO, Basit M, Krishnan JA, Parthasarathy S, Prabhakar BS, Salvatore M, Kim CC. Early immune factors associated with the development of post-acute sequelae of SARS-CoV-2 infection in hospitalized and non-hospitalized individuals. Front Immunol 2024; 15:1348041. [PMID: 38318183 PMCID: PMC10838987 DOI: 10.3389/fimmu.2024.1348041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2023] [Accepted: 01/02/2024] [Indexed: 02/07/2024] Open
Abstract
Background Infection by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) can lead to post-acute sequelae of SARS-CoV-2 (PASC) that can persist for weeks to years following initial viral infection. Clinical manifestations of PASC are heterogeneous and often involve multiple organs. While many hypotheses have been made on the mechanisms of PASC and its associated symptoms, the acute biological drivers of PASC are still unknown. Methods We enrolled 494 patients with COVID-19 at their initial presentation to a hospital or clinic and followed them longitudinally to determine their development of PASC. From 341 patients, we conducted multi-omic profiling on peripheral blood samples collected shortly after study enrollment to investigate early immune signatures associated with the development of PASC. Results During the first week of COVID-19, we observed a large number of differences in the immune profile of individuals who were hospitalized for COVID-19 compared to those individuals with COVID-19 who were not hospitalized. Differences between individuals who did or did not later develop PASC were, in comparison, more limited, but included significant differences in autoantibodies and in epigenetic and transcriptional signatures in double-negative 1 B cells, in particular. Conclusions We found that early immune indicators of incident PASC were nuanced, with significant molecular signals manifesting predominantly in double-negative B cells, compared with the robust differences associated with hospitalization during acute COVID-19. The emerging acute differences in B cell phenotypes, especially in double-negative 1 B cells, in PASC patients highlight a potentially important role of these cells in the development of PASC.
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Affiliation(s)
| | - Michelle J. Wu
- Verily Life Sciences, South San Francisco, CA, United States
| | | | - Chen Chen
- Verily Life Sciences, South San Francisco, CA, United States
| | | | - Gary Tong
- Verily Life Sciences, South San Francisco, CA, United States
| | | | | | - William A. Conrad
- Providence Little Company of Mary Medical Center Torrance, Torrance, CA, United States
| | | | - Jared Allen
- Oncimmune Limited, Nottingham, United Kingdom
| | | | | | | | - Victor F. Tapson
- Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, CA, United States
| | - James N. Moy
- Department of Internal Medicine, Rush University Medical Center, Chicago, IL, United States
| | | | - Ivan O. Rosas
- Department of Medicine, Baylor College of Medicine, Houston, TX, United States
| | - Mujeeb Basit
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX, United States
| | - Jerry A. Krishnan
- Breathe Chicago Center, University of Illinois Chicago, Chicago, IL, United States
| | - Sairam Parthasarathy
- Division of Pulmonary, Allergy, Critical Care & Sleep Medicine, University of Arizona, Tucson, AZ, United States
| | - Bellur S. Prabhakar
- Department of Microbiology and Immunology, University of Illinois - College of Medicine, Chicago, IL, United States
| | - Mirella Salvatore
- Department of Medicine and Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States
| | - Charles C. Kim
- Verily Life Sciences, South San Francisco, CA, United States
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24
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Cervia-Hasler C, Brüningk SC, Hoch T, Fan B, Muzio G, Thompson RC, Ceglarek L, Meledin R, Westermann P, Emmenegger M, Taeschler P, Zurbuchen Y, Pons M, Menges D, Ballouz T, Cervia-Hasler S, Adamo S, Merad M, Charney AW, Puhan M, Brodin P, Nilsson J, Aguzzi A, Raeber ME, Messner CB, Beckmann ND, Borgwardt K, Boyman O. Persistent complement dysregulation with signs of thromboinflammation in active Long Covid. Science 2024; 383:eadg7942. [PMID: 38236961 DOI: 10.1126/science.adg7942] [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] [Received: 01/21/2023] [Accepted: 11/24/2023] [Indexed: 01/23/2024]
Abstract
Long Covid is a debilitating condition of unknown etiology. We performed multimodal proteomics analyses of blood serum from COVID-19 patients followed up to 12 months after confirmed severe acute respiratory syndrome coronavirus 2 infection. Analysis of >6500 proteins in 268 longitudinal samples revealed dysregulated activation of the complement system, an innate immune protection and homeostasis mechanism, in individuals experiencing Long Covid. Thus, active Long Covid was characterized by terminal complement system dysregulation and ongoing activation of the alternative and classical complement pathways, the latter associated with increased antibody titers against several herpesviruses possibly stimulating this pathway. Moreover, markers of hemolysis, tissue injury, platelet activation, and monocyte-platelet aggregates were increased in Long Covid. Machine learning confirmed complement and thromboinflammatory proteins as top biomarkers, warranting diagnostic and therapeutic interrogation of these systems.
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Affiliation(s)
- Carlo Cervia-Hasler
- Department of Immunology, University Hospital Zurich, University of Zurich, 8091 Zurich, Switzerland
| | - Sarah C Brüningk
- Department of Biosystems Science and Engineering, ETH Zurich, 4058 Basel, Switzerland
- Swiss Institute of Bioinformatics, 1015 Lausanne, Switzerland
| | - Tobias Hoch
- Department of Immunology, University Hospital Zurich, University of Zurich, 8091 Zurich, Switzerland
| | - Bowen Fan
- Department of Biosystems Science and Engineering, ETH Zurich, 4058 Basel, Switzerland
- Swiss Institute of Bioinformatics, 1015 Lausanne, Switzerland
| | - Giulia Muzio
- Department of Biosystems Science and Engineering, ETH Zurich, 4058 Basel, Switzerland
- Swiss Institute of Bioinformatics, 1015 Lausanne, Switzerland
| | - Ryan C Thompson
- Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
- Mount Sinai Clinical Intelligence Center, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Laura Ceglarek
- Department of Immunology, University Hospital Zurich, University of Zurich, 8091 Zurich, Switzerland
| | - Roman Meledin
- Department of Immunology, University Hospital Zurich, University of Zurich, 8091 Zurich, Switzerland
| | - Patrick Westermann
- Precision Proteomics Center, Swiss Institute of Allergy and Asthma Research, University of Zurich, 7265 Davos, Switzerland
| | - Marc Emmenegger
- Institute of Neuropathology, University Hospital Zurich, University of Zurich, 8091 Zurich, Switzerland
| | - Patrick Taeschler
- Department of Immunology, University Hospital Zurich, University of Zurich, 8091 Zurich, Switzerland
| | - Yves Zurbuchen
- Department of Immunology, University Hospital Zurich, University of Zurich, 8091 Zurich, Switzerland
| | - Michele Pons
- Department of Immunology, University Hospital Zurich, University of Zurich, 8091 Zurich, Switzerland
| | - Dominik Menges
- Epidemiology, Biostatistics and Prevention Institute, University of Zurich, 8001 Zurich, Switzerland
| | - Tala Ballouz
- Epidemiology, Biostatistics and Prevention Institute, University of Zurich, 8001 Zurich, Switzerland
| | - Sara Cervia-Hasler
- Department of Immunology, University Hospital Zurich, University of Zurich, 8091 Zurich, Switzerland
| | - Sarah Adamo
- Department of Immunology, University Hospital Zurich, University of Zurich, 8091 Zurich, Switzerland
| | - Miriam Merad
- Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Alexander W Charney
- Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
- Mount Sinai Clinical Intelligence Center, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Milo Puhan
- Epidemiology, Biostatistics and Prevention Institute, University of Zurich, 8001 Zurich, Switzerland
| | - Petter Brodin
- Unit for Clinical Pediatrics, Department of Women's and Children's Health, Karolinska Institute, 17165 Solna, Sweden
- Department of Immunology and Inflammation, Imperial College London, London W12 0NN, UK
| | - Jakob Nilsson
- Department of Immunology, University Hospital Zurich, University of Zurich, 8091 Zurich, Switzerland
| | - Adriano Aguzzi
- Institute of Neuropathology, University Hospital Zurich, University of Zurich, 8091 Zurich, Switzerland
| | - Miro E Raeber
- Department of Immunology, University Hospital Zurich, University of Zurich, 8091 Zurich, Switzerland
| | - Christoph B Messner
- Precision Proteomics Center, Swiss Institute of Allergy and Asthma Research, University of Zurich, 7265 Davos, Switzerland
| | - Noam D Beckmann
- Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
- Mount Sinai Clinical Intelligence Center, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
- Division of Data Driven and Digital Medicine (D3M), Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Karsten Borgwardt
- Department of Biosystems Science and Engineering, ETH Zurich, 4058 Basel, Switzerland
- Swiss Institute of Bioinformatics, 1015 Lausanne, Switzerland
| | - Onur Boyman
- Department of Immunology, University Hospital Zurich, University of Zurich, 8091 Zurich, Switzerland
- Faculty of Medicine and Faculty of Science, University of Zurich, 8006 Zurich, Switzerland
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25
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Haslund-Gourley BS, Woloszczuk K, Hou J, Connors J, Cusimano G, Bell M, Taramangalam B, Fourati S, Mege N, Bernui M, Altman MC, Krammer F, van Bakel H, Maecker HT, Rouphael N, Diray-Arce J, Wigdahl B, Kutzler MA, Cairns CB, Haddad EK, Comunale MA. IgM N-glycosylation correlates with COVID-19 severity and rate of complement deposition. Nat Commun 2024; 15:404. [PMID: 38195739 PMCID: PMC10776791 DOI: 10.1038/s41467-023-44211-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Accepted: 12/04/2023] [Indexed: 01/11/2024] Open
Abstract
The glycosylation of IgG plays a critical role during human severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection, activating immune cells and inducing cytokine production. However, the role of IgM N-glycosylation has not been studied during human acute viral infection. The analysis of IgM N-glycosylation from healthy controls and hospitalized coronavirus disease 2019 (COVID-19) patients reveals increased high-mannose and sialylation that correlates with COVID-19 severity. These trends are confirmed within SARS-CoV-2-specific immunoglobulin N-glycan profiles. Moreover, the degree of total IgM mannosylation and sialylation correlate significantly with markers of disease severity. We link the changes of IgM N-glycosylation with the expression of Golgi glycosyltransferases. Lastly, we observe antigen-specific IgM antibody-dependent complement deposition is elevated in severe COVID-19 patients and modulated by exoglycosidase digestion. Taken together, this work links the IgM N-glycosylation with COVID-19 severity and highlights the need to understand IgM glycosylation and downstream immune function during human disease.
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Affiliation(s)
| | - Kyra Woloszczuk
- Drexel University/Tower Health Hospital, Philadelphia, PA, USA
| | - Jintong Hou
- Drexel University/Tower Health Hospital, Philadelphia, PA, USA
| | | | - Gina Cusimano
- Drexel University/Tower Health Hospital, Philadelphia, PA, USA
| | - Mathew Bell
- Drexel University/Tower Health Hospital, Philadelphia, PA, USA
| | | | | | - Nathan Mege
- Drexel University/Tower Health Hospital, Philadelphia, PA, USA
| | - Mariana Bernui
- Drexel University/Tower Health Hospital, Philadelphia, PA, USA
| | | | - Florian Krammer
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Pathology, Molecular and Cell Based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Center for Vaccine Research and Pandemic Preparedness (C-VaRPP), Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Harm van Bakel
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Pathology, Molecular and Cell Based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Center for Vaccine Research and Pandemic Preparedness (C-VaRPP), Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | | | - Joann Diray-Arce
- Clinical & Data Coordinating Center (CDCC); Precision Vaccines Program, Boston Children's Hospital, Boston, MA, USA
| | - Brian Wigdahl
- Drexel University/Tower Health Hospital, Philadelphia, PA, USA
| | | | | | - Elias K Haddad
- Drexel University/Tower Health Hospital, Philadelphia, PA, USA.
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26
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Bai J, Wang J. Modeling long COVID dynamics: Impact of underlying health conditions. J Theor Biol 2024; 576:111669. [PMID: 37977479 PMCID: PMC10754059 DOI: 10.1016/j.jtbi.2023.111669] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Revised: 10/03/2023] [Accepted: 11/13/2023] [Indexed: 11/19/2023]
Abstract
We propose a new mathematical model to investigate the population dynamics of long COVID, with a focus on the impact of chronic health conditions. Our model connects long COVID with the transmission of COVID-19 so as to accurately predict the prevalence of long COVID from the progression of the infection in the host population. The model additionally incorporates the effects of COVID-19 vaccination. We implement the model with data from both the US and the UK to demonstrate the real-world applications of this modeling framework.
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Affiliation(s)
- Jie Bai
- School of Mathematics and Statistics, Liaoning University, Shenyang 110036, China.
| | - Jin Wang
- Department of Mathematics, University of Tennessee at Chattanooga, Chattanooga TN 37403, USA.
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27
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Kosari M, Khorvash F, Sayyah MK, Ansari Chaharsoughi M, Najafi A, Momen-Heravi M, Karimian M, Akbari H, Noureddini M, Salami M, Ghaderi A, Amini Mahabadi J, Khamechi SP, Yeganeh S, Banafshe HR. The influence of propolis plus Hyoscyamus niger L. against COVID-19: A phase II, multicenter, placebo-controlled, randomized trial. Phytother Res 2024; 38:400-410. [PMID: 37992760 DOI: 10.1002/ptr.8047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Revised: 08/15/2023] [Accepted: 08/16/2023] [Indexed: 11/24/2023]
Abstract
The incubation period of COVID-19 symptoms, along with the proliferation and high transmission rate of the SARS-CoV-2 virus, is the cause of an uncontrolled epidemic worldwide. Vaccination is the front line of prevention, and antiinflammatory and antiviral drugs are the treatment of this disease. In addition, some herbal therapy approaches can be a good way to deal with this disease. The aim of this study was to evaluate the effect of propolis syrup with Hyoscyamus niger L. extract in hospitalized patients with COVID-19 with acute disease conditions in a double-blinded approach. The study was performed on 140 patients with COVID-19 in a double-blind, randomized, and multicentral approach. The main inclusion criterion was the presence of a severe type of COVID-19 disease. The duration of treatment with syrup was 6 days and 30 CC per day in the form of three meals. On Days 0, 2, 4, and 6, arterial blood oxygen levels, C-reactive protein (CRP), erythrocyte sedimentation rate, and white blood cell, as well as the patient's clinical symptoms such as fever and chills, cough and shortness of breath, chest pain, and other symptoms, were recorded and analyzed. Propolis syrup with H. niger L. significantly reduces cough from the second day, relieving shortness of breath on the fourth day, and significantly reduces CRP, weakness, and lethargy, as well as significantly increased arterial blood oxygen pressure on the sixth day compared to the placebo group (p < 0.05). The results in patients are such that in the most severe conditions of the disease 80% < SpO2 (oxygen saturation), the healing process of the syrup on reducing CRP and increasing arterial blood oxygen pressure from the fourth day is significantly different compared with the placebo group (p < 0.05). The use of syrup is associated with a reduction of 3.6 days in the hospitalization period compared with the placebo group. Propolis syrup with H. niger L. has effectiveness in the viral and inflammatory phases on clinical symptoms and blood parameters and arterial blood oxygen levels of patients with COVID-19. Also, it reduces referrals to the intensive care unit and mortality in hospitalized patients with COVID-19. So, this syrup promises to be an effective treatment in the great challenge of COVID-19.
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Affiliation(s)
- Morteza Kosari
- Physiology Research Center, Institute for Basic Sciences, Kashan University of Medical Sciences, Kashan, Iran
- Department of Biology, Science and Research Branch, Islamic Azad University, Tehran, Iran
| | - Farzin Khorvash
- Department of Infectious Disease, Medical School, Isfahan University of Medical Science, Isfahan, Iran
- Nosocomial Infection Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Mohammad Kazem Sayyah
- Department of Infectious Diseases Research Center, Kashan University of Medical Sciences, Kashan, Iran
| | - Maryam Ansari Chaharsoughi
- Department of Infectious Diseases, Infectious Diseases and Tropical Medicine Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Ahmad Najafi
- Department of Infectious Diseases Research Center, Kashan University of Medical Sciences, Kashan, Iran
| | - Mansooreh Momen-Heravi
- Department of Infectious Diseases Research Center, Kashan University of Medical Sciences, Kashan, Iran
| | - Mohammad Karimian
- Department of Molecular and Cell Biology, Faculty of Basic Sciences, University of Mazandaran, Babolsar, Iran
| | - Hossein Akbari
- Social Determinants of Health Research Center, Department of Biostatistics and Epidemiology, School of Public Health, Kashan University of Medical Sciences, Kashan, Iran
| | - Mehdi Noureddini
- Physiology Research Center, Institute for Basic Sciences, Kashan University of Medical Sciences, Kashan, Iran
| | - Mahmoud Salami
- Physiology Research Center, Institute for Basic Sciences, Kashan University of Medical Sciences, Kashan, Iran
| | - Amir Ghaderi
- Department of Addiction Studies, School of Medical, Clinical Research Development Unit-Matini/Kargarnejad Hospital, Kashan University of Medical Sciences, Kashan, Iran
| | - Javad Amini Mahabadi
- Anatomical Research Center, Kashan University of Medical Sciences, Kashan, Iran
- Sarem Fertility and Infertility Research Center, Sarem Women's Hospital, Iran University of Medical Sciences (IUMS), Tehran, Iran
- Sarem Cell Research Center, Sarem Women's Hospital, Tehran, Iran
| | - Seyed Peyman Khamechi
- Department of Persian Medicine, School of Persian Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Somayeh Yeganeh
- Department of Mathematical Sciences, Isfahan University of Technology, Isfahan, Iran
| | - Hamid Reza Banafshe
- Physiology Research Center, Institute for Basic Sciences, Kashan University of Medical Sciences, Kashan, Iran
- Department of Pharmacology, School of Medicine, Kashan University of Medical Sciences, Kashan, Iran
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28
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Berezin L, Waseem R, Merikanto I, Benedict C, Holzinger B, De Gennaro L, Wing YK, Bjorvatn B, Korman M, Morin CM, Espie C, Landtblom AM, Penzel T, Matsui K, Hrubos-Strøm H, Mota-Rolim S, Nadorff MR, Plazzi G, Reis C, Chan RNY, Cunha AS, Yordanova J, Bjelajac AK, Inoue Y, Dauvilliers Y, Partinen M, Chung F. Habitual short sleepers with pre-existing medical conditions are at higher risk of Long COVID. J Clin Sleep Med 2024; 20:111-119. [PMID: 37858285 PMCID: PMC10758549 DOI: 10.5664/jcsm.10818] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2023] [Revised: 09/08/2023] [Accepted: 09/08/2023] [Indexed: 10/21/2023]
Abstract
STUDY OBJECTIVES Preliminary evidence suggests that the risk of Long COVID is higher among people with pre-existing medical conditions. Based on its proven adjuvant role in immunity, habitual sleep duration may alter the risk of developing Long COVID. The objective of this study was to determine whether the odds of Long COVID are higher among those with pre-existing medical conditions, and whether the strength of this association varies by habitual sleep duration. METHODS Using data from 13,461 respondents from 16 countries who participated in the 2021 survey-based International COVID Sleep Study II (ICOSS II), we studied the associations between habitual sleep duration, pre-existing medical conditions, and Long COVID. RESULTS Of 2,508 individuals who had COVID-19, 61% reported at least 1 Long COVID symptom. Multivariable logistic regression analysis showed that the risk of having Long COVID was 1.8-fold higher for average-length sleepers (6-9 h/night) with pre-existing medical conditions compared with those without pre-existing medical conditions (adjusted odds ratio [aOR] 1.84 [1.18-2.90]; P = .008). The risk of Long COVID was 3-fold higher for short sleepers with pre-existing medical conditions (aOR 2.95 [1.04-8.4]; P = .043) and not significantly higher for long sleepers with pre-existing conditions (aOR 2.11 [0.93-4.77]; P = .073) compared with average-length sleepers without pre-existing conditions. CONCLUSIONS Habitual short nighttime sleep duration exacerbated the risk of Long COVID in individuals with pre-existing conditions. Restoring nighttime sleep to average duration represents a potentially modifiable behavioral factor to lower the odds of Long COVID for at-risk patients. CITATION Berezin L, Waseem R, Merikanto I, et al. Habitual short sleepers with pre-existing medical conditions are at higher risk of long COVID. J Clin Sleep Med. 2024;20(1):111-119.
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Affiliation(s)
- Linor Berezin
- Department of Anesthesia and Pain Management, Toronto Western Hospital, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Rida Waseem
- Department of Anesthesia and Pain Management, Toronto Western Hospital, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Ilona Merikanto
- SleepWell Research Program, Faculty of Medicine, University of Helsinki, Orton Orthopaedics Hospital, Helsinki, Finland
| | - Christian Benedict
- Department of Pharmaceutical Biosciences, Molecular Neuropharmacology, Uppsala University, Uppsala, Sweden
| | - Brigitte Holzinger
- Institute for Consciousness and Dream Research, Vienna, Austria
- Medical University Vienna, Postgraduate Master Program Medical Sleep Coaching, Vienna, Austria
| | - Luigi De Gennaro
- Department of Psychology, Sapienza University of Rome, Rome, Italy
- IRCCS Fondazione Santa Lucia, Rome, Italy
| | - Yun Kwok Wing
- Li Chiu Kong Family Sleep Assessment Unit, Department of Psychiatry, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Bjørn Bjorvatn
- Department of Global Public Health and Primary Care, University of Bergen, Bergen, Norway
- Norwegian Competence Center for Sleep Disorders, Haukeland University Hospital, Bergen, Norway
| | - Maria Korman
- Department of Occupational Therapy, Faculty of Health Sciences, Ariel University, Ariel, Israel
| | - Charles M. Morin
- Centre de Recherche CERVO/Brain Research Center, École de Psychologie, Université Laval, Quebec City, Quebec, Canada
| | - Colin Espie
- Sleep and Circadian Neuroscience Institute, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom
| | - Anne-Marie Landtblom
- Department of Medical Sciences, Neurology, Uppsala University, Uppsala, Sweden
- Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Thomas Penzel
- Sleep Medicine Center, Charite University Hospital Berlin, Berlin, Germany
| | - Kentaro Matsui
- Department of Clinical Laboratory, National Center Hospital, National Center of Neurology and Psychiatry, Kodaira, Japan
| | - Harald Hrubos-Strøm
- Department of Otorhinolaryngology, Akershus University Hospital, Lørenskog, Norway
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Sérgio Mota-Rolim
- Brain Institute, Physiology and Behavior Department, and Onofre Lopes University Hospital Federal University of Rio Grande do Norte, Natal, Brazil
| | - Michael R. Nadorff
- Department of Psychology, Mississippi State University, Starkville, Mississippi, Mississippi
| | - Giuseppe Plazzi
- IRCCS Istituto Delle Scienze Neurologiche di Bologna, Bologna, Italy
- Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Catia Reis
- Universidade Católica Portuguesa, Católica Research Centre for Psychological Family and Social Wellbeing, Lisbon, Portugal
- Instituto de Medicina Molecular João Lobo Antunes, Faculdade de Medicina de Lisboa, Universidade de Lisboa, Lisboa, Portugal
- Instituto de Saúde Ambiental, Faculdade de Medicina, Universidade de Lisboa, Lisboa, Portugal
| | - Rachel Ngan Yin Chan
- Li Chiu Kong Family Sleep Assessment Unit, Department of Psychiatry, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong SAR, China
| | | | - Juliana Yordanova
- Institute of Neurobiology, Bulgarian Academy of Sciences, Sofia, Bulgaria
| | | | - Yuichi Inoue
- Department of Somnology, Tokyo Medical University, Tokyo, Japan
- Japan Somnology Center, Institute of Neuropsychiatry, Tokyo, Japan
| | - Yves Dauvilliers
- Sleep-Wake Disorders Center, Department of Neurology, Guide Chauliac Hospital, Institute for Neurosciences of Montpellier INM, INSERM, University of Montpellier, Montpellier, France
| | - Markku Partinen
- Department of Clinical Neurosciences, University of Helsinki Clinicum Unit, Helsinki, Finland
- Helsinki Sleep Clinic, Terveystalo Healthcare Services, Helsinki, Finland
| | - Frances Chung
- Department of Anesthesia and Pain Management, Toronto Western Hospital, University Health Network, University of Toronto, Toronto, Ontario, Canada
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Aschman T, Wyler E, Baum O, Hentschel A, Rust R, Legler F, Preusse C, Meyer-Arndt L, Büttnerova I, Förster A, Cengiz D, Alves LGT, Schneider J, Kedor C, Bellmann-Strobl J, Sanchin A, Goebel HH, Landthaler M, Corman V, Roos A, Heppner FL, Radbruch H, Paul F, Scheibenbogen C, Dengler NF, Stenzel W. Post-COVID exercise intolerance is associated with capillary alterations and immune dysregulations in skeletal muscles. Acta Neuropathol Commun 2023; 11:193. [PMID: 38066589 PMCID: PMC10704838 DOI: 10.1186/s40478-023-01662-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Accepted: 09/29/2023] [Indexed: 12/18/2023] Open
Abstract
The SARS-CoV-2 pandemic not only resulted in millions of acute infections worldwide, but also in many cases of post-infectious syndromes, colloquially referred to as "long COVID". Due to the heterogeneous nature of symptoms and scarcity of available tissue samples, little is known about the underlying mechanisms. We present an in-depth analysis of skeletal muscle biopsies obtained from eleven patients suffering from enduring fatigue and post-exertional malaise after an infection with SARS-CoV-2. Compared to two independent historical control cohorts, patients with post-COVID exertion intolerance had fewer capillaries, thicker capillary basement membranes and increased numbers of CD169+ macrophages. SARS-CoV-2 RNA could not be detected in the muscle tissues. In addition, complement system related proteins were more abundant in the serum of patients with PCS, matching observations on the transcriptomic level in the muscle tissue. We hypothesize that the initial viral infection may have caused immune-mediated structural changes of the microvasculature, potentially explaining the exercise-dependent fatigue and muscle pain.
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Affiliation(s)
- Tom Aschman
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany.
| | - Emanuel Wyler
- Max Delbrück Center for Molecular Medicine, Berlin Institute for Medical Systems Biology, Berlin, Germany
| | - Oliver Baum
- Institute of Physiology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
| | - Andreas Hentschel
- Leibniz-Institut Für Analytische Wissenschaften - ISAS - E.V, Dortmund, Germany
| | - Rebekka Rust
- Experimental and Clinical Research Center and NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
- Institute of Medical Immunology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
| | - Franziska Legler
- Experimental and Clinical Research Center and NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
| | - Corinna Preusse
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
- Department of Neurology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
| | - Lil Meyer-Arndt
- Experimental and Clinical Research Center and NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
| | - Ivana Büttnerova
- Department of Autoimmune Diagnostics, Labor Berlin-Charité Vivantes GmbH, Berlin, Germany
| | - Alexandra Förster
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
| | - Derya Cengiz
- Department of Neurology, Medical Faculty, Heinrich-Heine-University, Düsseldorf, Germany
| | | | - Julia Schneider
- Institute of Virology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
| | - Claudia Kedor
- Institute of Medical Immunology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
| | - Judith Bellmann-Strobl
- Experimental and Clinical Research Center and NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
| | - Aminaa Sanchin
- Department of Neurosurgery, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
| | - Hans-Hilmar Goebel
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
- Department of Neuropathology, Universitätsmedizin Mainz, Mainz, Germany
| | - Markus Landthaler
- Max Delbrück Center for Molecular Medicine, Berlin Institute for Medical Systems Biology, Berlin, Germany
- Institute for Biology, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Victor Corman
- Institute of Virology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
| | - Andreas Roos
- Department of Pediatric Neurology, Faculty of Medicine, University Children's Hospital, University of Duisburg-Essen, Essen, Germany
- Department of Neurology Bergmannsheil, Heimer-Institut Für Muskelforschung am Bergmannsheil, Bochum, Germany
| | - Frank L Heppner
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
- Cluster of Excellence, NeuroCure, Berlin, Germany
- German Center for Neurodegenerative Diseases (DZNE) Berlin, Berlin, Germany
| | - Helena Radbruch
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
| | - Friedemann Paul
- Experimental and Clinical Research Center and NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
- Max Delbrueck Center for Molecular Medicine, Berlin, Germany
| | - Carmen Scheibenbogen
- Institute of Medical Immunology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
| | - Nora F Dengler
- Department of Neurosurgery, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
| | - Werner Stenzel
- Department of Neuropathology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
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Wu J, Yang H, Yu D, Yang X. Blood-derived product therapies for SARS-CoV-2 infection and long COVID. MedComm (Beijing) 2023; 4:e426. [PMID: 38020714 PMCID: PMC10651828 DOI: 10.1002/mco2.426] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Revised: 10/15/2023] [Accepted: 10/25/2023] [Indexed: 12/01/2023] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is capable of large-scale transmission and has caused the coronavirus disease 2019 (COVID-19) pandemic. Patients with COVID-19 may experience persistent long-term health issues, known as long COVID. Both acute SARS-CoV-2 infection and long COVID have resulted in persistent negative impacts on global public health. The effective application and development of blood-derived products are important strategies to combat the serious damage caused by COVID-19. Since the emergence of COVID-19, various blood-derived products that target or do not target SARS-CoV-2 have been investigated for therapeutic applications. SARS-CoV-2-targeting blood-derived products, including COVID-19 convalescent plasma, COVID-19 hyperimmune globulin, and recombinant anti-SARS-CoV-2 neutralizing immunoglobulin G, are virus-targeting and can provide immediate control of viral infection in the short term. Non-SARS-CoV-2-targeting blood-derived products, including intravenous immunoglobulin and human serum albumin exhibit anti-inflammatory, immunomodulatory, antioxidant, and anticoagulatory properties. Rational use of these products can be beneficial to patients with SARS-CoV-2 infection or long COVID. With evidence accumulated since the pandemic began, we here summarize the progress of blood-derived product therapies for COVID-19, discuss the effective methods and scenarios regarding these therapies, and provide guidance and suggestions for clinical treatment.
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Affiliation(s)
- Junzheng Wu
- Chengdu Rongsheng Pharmaceuticals Co., Ltd.ChengduChina
| | | | - Ding Yu
- Chengdu Rongsheng Pharmaceuticals Co., Ltd.ChengduChina
- Beijing Tiantan Biological Products Co., Ltd.BeijingChina
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31
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Jin W, Hao W, Shi X, Fritsche LG, Salvatore M, Admon AJ, Friese CR, Mukherjee B. Using Multi-Modal Electronic Health Record Data for the Development and Validation of Risk Prediction Models for Long COVID Using the Super Learner Algorithm. J Clin Med 2023; 12:7313. [PMID: 38068365 PMCID: PMC10707399 DOI: 10.3390/jcm12237313] [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: 09/29/2023] [Revised: 11/16/2023] [Accepted: 11/20/2023] [Indexed: 02/12/2024] Open
Abstract
BACKGROUND Post-Acute Sequelae of COVID-19 (PASC) have emerged as a global public health and healthcare challenge. This study aimed to uncover predictive factors for PASC from multi-modal data to develop a predictive model for PASC diagnoses. METHODS We analyzed electronic health records from 92,301 COVID-19 patients, covering medical phenotypes, medications, and lab results. We used a Super Learner-based prediction approach to identify predictive factors. We integrated the model outputs into individual and composite risk scores and evaluated their predictive performance. RESULTS Our analysis identified several factors predictive of diagnoses of PASC, including being overweight/obese and the use of HMG CoA reductase inhibitors prior to COVID-19 infection, and respiratory system symptoms during COVID-19 infection. We developed a composite risk score with a moderate discriminatory ability for PASC (covariate-adjusted AUC (95% confidence interval): 0.66 (0.63, 0.69)) by combining the risk scores based on phenotype and medication records. The combined risk score could identify 10% of individuals with a 2.2-fold increased risk for PASC. CONCLUSIONS We identified several factors predictive of diagnoses of PASC and integrated the information into a composite risk score for PASC prediction, which could contribute to the identification of individuals at higher risk for PASC and inform preventive efforts.
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Affiliation(s)
- Weijia Jin
- Department of Biostatistics, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA; (W.J.)
- Center for Precision Health Data Science, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA
| | - Wei Hao
- Department of Biostatistics, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA; (W.J.)
- Center for Precision Health Data Science, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA
| | - Xu Shi
- Department of Biostatistics, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA; (W.J.)
| | - Lars G. Fritsche
- Department of Biostatistics, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA; (W.J.)
| | - Maxwell Salvatore
- Department of Biostatistics, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA; (W.J.)
- Center for Precision Health Data Science, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA
- Department of Epidemiology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Andrew J. Admon
- Department of Epidemiology, University of Michigan, Ann Arbor, MI 48109, USA
- Department of Internal Medicine, Division of Pulmonary and Critical Care Medicine, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA
- VA Center for Clinical Management Research, Ann Arbor, MI 48109, USA
- LTC Charles S. Kettles VA Medical Center, Ann Arbor, MI 48109, USA
| | - Christopher R. Friese
- School of Nursing, University of Michigan, Ann Arbor, MI 48109, USA
- Institute for Healthcare Policy and Innovation, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA
| | - Bhramar Mukherjee
- Department of Biostatistics, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA; (W.J.)
- Center for Precision Health Data Science, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA
- Department of Epidemiology, University of Michigan, Ann Arbor, MI 48109, USA
- Institute for Healthcare Policy and Innovation, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA
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32
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Möller M, Borg K, Janson C, Lerm M, Normark J, Niward K. Cognitive dysfunction in post-COVID-19 condition: Mechanisms, management, and rehabilitation. J Intern Med 2023; 294:563-581. [PMID: 37766515 DOI: 10.1111/joim.13720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/29/2023]
Abstract
The long-term effects of COVID-19 on cognitive function have become an area of increasing concern. This paper provides an overview of characteristics, risk factors, possible mechanisms, and management strategies for cognitive dysfunction in post-COVID-19 condition (PCC). Prolonged cognitive dysfunction is one of the most common impairments in PCC, affecting between 17% and 28% of the individuals more than 12 weeks after the infection and persisting in some cases for several years. Cognitive dysfunctions can be manifested as a wide range of symptoms including memory impairment, attention deficit, executive dysfunction, and reduced processing speed. Risk factors for developing PCC, with or without cognitive impairments, include advanced age, preexisting medical conditions, and the severity of acute illness. The underlying mechanisms remain unclear, but proposed contributors include neuroinflammation, hypoxia, vascular damage, and latent virus reactivation not excluding the possibility of direct viral invasion of the central nervous system, illustrating complex viral pathology. As the individual variation of the cognitive impairments is large, a neuropsychological examination and a person-centered multidimensional approach are required. According to the World Health Organization, limited evidence on COVID-19-related cognitive impairments necessitates implementing rehabilitation interventions from established practices of similar conditions. Psychoeducation and compensatory skills training are recommended. Assistive products and environmental modifications adapted to individual needs might be helpful. In specific attention- and working memory dysfunctions, cognitive training-carefully monitored for intensity-might be effective for people who do not suffer from post-exertional malaise. Further research is crucial for evidence-based interventions specific to COVID-19-related cognitive impairments.
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Affiliation(s)
- Marika Möller
- Department of Clinical Sciences, Division of Rehabilitation Medicine, Karolinska Institutet, Danderyd University Hospital, Stockholm, Sweden
| | - Kristian Borg
- Department of Clinical Sciences, Division of Rehabilitation Medicine, Karolinska Institutet, Danderyd University Hospital, Stockholm, Sweden
| | - Christer Janson
- Department of Medical Sciences: Respiratory, Allergy and Sleep Research, Uppsala University, Uppsala, Sweden
| | - Maria Lerm
- Department of Biomedical and Clinical Sciences, Division of Inflammation and Infection, Linköping University, Linköping, Sweden
| | - Johan Normark
- Department of Clinical Microbiology, Umeå University, Umeå, Sweden
| | - Katarina Niward
- Department of Infectious Diseases, and Department of Biomedical and Clinical Sciences, Division of Inflammation and Infection, Linköping University, Linköping, Sweden
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Derrick J, Patterson B, Bai J, Wang J. A Mechanistic Model for Long COVID Dynamics. MATHEMATICS (BASEL, SWITZERLAND) 2023; 11:4541. [PMID: 38111916 PMCID: PMC10727852 DOI: 10.3390/math11214541] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/20/2023]
Abstract
Long COVID, a long-lasting disorder following an acute infection of COVID-19, represents a significant public health burden at present. In this paper, we propose a new mechanistic model based on differential equations to investigate the population dynamics of long COVID. By connecting long COVID with acute infection at the population level, our modeling framework emphasizes the interplay between COVID-19 transmission, vaccination, and long COVID dynamics. We conducted a detailed mathematical analysis of the model. We also validated the model using numerical simulation with real data from the US state of Tennessee and the UK.
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Affiliation(s)
- Jacob Derrick
- Department of Mathematics, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA
| | - Ben Patterson
- Department of Mathematics, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA
| | - Jie Bai
- School of Mathematics and Statistics, Liaoning University, Shenyang 110036, China
| | - Jin Wang
- Department of Mathematics, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA
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Shmueli E, Bar-On O, Amir B, Mei-Zahav M, Stafler P, Levine H, Steuer G, Rothschild B, Tsviban L, Amitai N, Dotan M, Chodick G, Prais D, Ashkenazi-Hoffnung L. Pulmonary Evaluation in Children with Post-COVID-19 Condition Respiratory Symptoms: A Prospective Cohort Study. J Clin Med 2023; 12:6891. [PMID: 37959356 PMCID: PMC10648595 DOI: 10.3390/jcm12216891] [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: 09/17/2023] [Revised: 10/22/2023] [Accepted: 10/29/2023] [Indexed: 11/15/2023] Open
Abstract
Background: Studies on post-COVID-19 condition (PCC) in adults have shown deterioration in pulmonary function tests (PFTs), mainly a diffusion limitation. Among the pediatric population, data are scarce. Aim: To characterize PFTs in children with PCC, including changes over time. Methods: A prospective longitudinal study of children with defined PCC and respiratory complaints who were referred to a designated multidisciplinary clinic from 11/2020 to 12/2022. Results: Altogether, 184 children with a mean age of 12.4 years (SD 4.06) were included. A mild obstructive pattern was demonstrated in 19/170 (11%) at presentation, as indicated by spirometry and/or positive exercise challenge test and/or reversibility post bronchodilators, only three had a previous diagnosis of asthma. Lung volumes and diffusion were normal in all but one patient (1/134, 0.7%). Exhaled nitric oxide levels were elevated in 32/144 (22%). A total of 33 children who had repeated PFTs had normal or near-normal PFTs on follow-up testing, including seven (21.2%) who had mild obstructive PFTs at presentation. Multivariate analysis identified older age [OR 1.36 (95% CI:1.07-1.75)], specific imaging findings (prominent bronchovascular markings (OR 43.28 (95% CI: 4.50-416.49)), and hyperinflation (OR 28.42, 95% CI: 2.18-370.84)] as significant predictors of an obstructive pattern on PFTs. Conclusions: In children with PCC and respiratory symptoms, the most common impairment was a mild obstructive pattern; most were without a history of asthma. Improvement was witnessed in long-term follow-up. In contrast to the adult population, no diffusion limitation was found. Empirical periodic inhaler therapy may be considered in children with factors associated with PFT abnormalities.
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Affiliation(s)
- Einat Shmueli
- Pulmonology Institute, Schneider Children’s Medical Center of Israel, 14 Kaplan Street, Petach Tikva 49202, Israel; (O.B.-O.); (M.M.-Z.); (P.S.); (H.L.); (G.S.); (B.R.); (L.T.); (N.A.); (M.D.); (D.P.)
- Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel; (B.A.); (G.C.); (L.A.-H.)
| | - Ophir Bar-On
- Pulmonology Institute, Schneider Children’s Medical Center of Israel, 14 Kaplan Street, Petach Tikva 49202, Israel; (O.B.-O.); (M.M.-Z.); (P.S.); (H.L.); (G.S.); (B.R.); (L.T.); (N.A.); (M.D.); (D.P.)
| | - Ben Amir
- Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel; (B.A.); (G.C.); (L.A.-H.)
| | - Meir Mei-Zahav
- Pulmonology Institute, Schneider Children’s Medical Center of Israel, 14 Kaplan Street, Petach Tikva 49202, Israel; (O.B.-O.); (M.M.-Z.); (P.S.); (H.L.); (G.S.); (B.R.); (L.T.); (N.A.); (M.D.); (D.P.)
- Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel; (B.A.); (G.C.); (L.A.-H.)
| | - Patrick Stafler
- Pulmonology Institute, Schneider Children’s Medical Center of Israel, 14 Kaplan Street, Petach Tikva 49202, Israel; (O.B.-O.); (M.M.-Z.); (P.S.); (H.L.); (G.S.); (B.R.); (L.T.); (N.A.); (M.D.); (D.P.)
- Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel; (B.A.); (G.C.); (L.A.-H.)
| | - Hagit Levine
- Pulmonology Institute, Schneider Children’s Medical Center of Israel, 14 Kaplan Street, Petach Tikva 49202, Israel; (O.B.-O.); (M.M.-Z.); (P.S.); (H.L.); (G.S.); (B.R.); (L.T.); (N.A.); (M.D.); (D.P.)
- Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel; (B.A.); (G.C.); (L.A.-H.)
| | - Guy Steuer
- Pulmonology Institute, Schneider Children’s Medical Center of Israel, 14 Kaplan Street, Petach Tikva 49202, Israel; (O.B.-O.); (M.M.-Z.); (P.S.); (H.L.); (G.S.); (B.R.); (L.T.); (N.A.); (M.D.); (D.P.)
| | - Benjamin Rothschild
- Pulmonology Institute, Schneider Children’s Medical Center of Israel, 14 Kaplan Street, Petach Tikva 49202, Israel; (O.B.-O.); (M.M.-Z.); (P.S.); (H.L.); (G.S.); (B.R.); (L.T.); (N.A.); (M.D.); (D.P.)
| | - Lior Tsviban
- Pulmonology Institute, Schneider Children’s Medical Center of Israel, 14 Kaplan Street, Petach Tikva 49202, Israel; (O.B.-O.); (M.M.-Z.); (P.S.); (H.L.); (G.S.); (B.R.); (L.T.); (N.A.); (M.D.); (D.P.)
| | - Nofar Amitai
- Pulmonology Institute, Schneider Children’s Medical Center of Israel, 14 Kaplan Street, Petach Tikva 49202, Israel; (O.B.-O.); (M.M.-Z.); (P.S.); (H.L.); (G.S.); (B.R.); (L.T.); (N.A.); (M.D.); (D.P.)
- Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel; (B.A.); (G.C.); (L.A.-H.)
| | - Miri Dotan
- Pulmonology Institute, Schneider Children’s Medical Center of Israel, 14 Kaplan Street, Petach Tikva 49202, Israel; (O.B.-O.); (M.M.-Z.); (P.S.); (H.L.); (G.S.); (B.R.); (L.T.); (N.A.); (M.D.); (D.P.)
- Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel; (B.A.); (G.C.); (L.A.-H.)
| | - Gabriel Chodick
- Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel; (B.A.); (G.C.); (L.A.-H.)
| | - Dario Prais
- Pulmonology Institute, Schneider Children’s Medical Center of Israel, 14 Kaplan Street, Petach Tikva 49202, Israel; (O.B.-O.); (M.M.-Z.); (P.S.); (H.L.); (G.S.); (B.R.); (L.T.); (N.A.); (M.D.); (D.P.)
- Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel; (B.A.); (G.C.); (L.A.-H.)
| | - Liat Ashkenazi-Hoffnung
- Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel; (B.A.); (G.C.); (L.A.-H.)
- Department of Day Hospitalization, Schneider Children’s Medical Center of Israel, Petach Tikva 49202, Israel
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35
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Lam GY, Damant RW, Ferrara G, Lim RK, Stickland MK, Ogando NS, Power C, Smith MP. Characterizing long-COVID brain fog: a retrospective cohort study. J Neurol 2023; 270:4640-4646. [PMID: 37555926 DOI: 10.1007/s00415-023-11913-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Revised: 07/24/2023] [Accepted: 07/28/2023] [Indexed: 08/10/2023]
Abstract
BACKGROUND Long COVID or post-COVID condition (PCC) is a common complication following acute COVID-19 infection. PCC is a multi-systems disease with neurocognitive impairment frequently reported regardless of age. Little is known about the risk factors, associated biomarkers and clinical trajectory of patients with this symptom. OBJECTIVE To determine differences in clinical risk factors, associated biochemical markers and longitudinal clinical trajectories between patients with PCC with subjective neurocognitive symptoms (NC+) or without (NC-). METHODS A retrospective longitudinal cohort study was performed using a well-characterized provincial database of patients with clinically confirmed PCC separated into NC+ and NC- cohorts. Demographical, clinical and biochemical differences at initial consultation between the two patient cohorts were analyzed in cross-section. Multivariate regression analyses were conducted to identify independent risk factors for neurocognitive impairment. Determination of the recovery trajectory was performed using serial assessments of the patient-reported health-related quality of life (HR-QoL) metric Eq-5D-5L-vas score. FINDINGS Women, milder acute infection and pre-existing mental health diagnoses were independently associated with subjective neurocognitive impairment at 8 months post-infection. NC + patients demonstrated lower levels of IgG, IgG1 and IgG3 compared to NC- patients. The NC + cohort had poorer HR-QoL at initial consultation 8 months post-infection with gradual improvement over 20 months post-infection. CONCLUSIONS Neurocognitive impairment represents a severe phenotype of PCC, associated with unique risk factors, aberrancy in immune response and a delayed recovery trajectory. Those with risk factors for neurocognitive impairment can be identified early in the disease trajectory for more intense medical follow-up.
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Affiliation(s)
- Grace Y Lam
- Division of Pulmonary Medicine, Department of Medicine, University of Alberta and Alberta Health Services, 3-111C Clinical Sciences Building, 11302 83 Ave NW, Edmonton, AB, T6G 2G3, Canada.
- Alberta Respiratory Centre, University of Alberta, Edmonton, AB, Canada.
| | - Ronald W Damant
- Division of Pulmonary Medicine, Department of Medicine, University of Alberta and Alberta Health Services, 3-111C Clinical Sciences Building, 11302 83 Ave NW, Edmonton, AB, T6G 2G3, Canada
- Alberta Respiratory Centre, University of Alberta, Edmonton, AB, Canada
| | - Giovanni Ferrara
- Division of Pulmonary Medicine, Department of Medicine, University of Alberta and Alberta Health Services, 3-111C Clinical Sciences Building, 11302 83 Ave NW, Edmonton, AB, T6G 2G3, Canada
- Alberta Respiratory Centre, University of Alberta, Edmonton, AB, Canada
| | - Rachel K Lim
- Division of Respiratory Medicine, Cumming School of Medicine, University of Calgary, Calgary, Canada
| | - Michael K Stickland
- Division of Pulmonary Medicine, Department of Medicine, University of Alberta and Alberta Health Services, 3-111C Clinical Sciences Building, 11302 83 Ave NW, Edmonton, AB, T6G 2G3, Canada
- Alberta Respiratory Centre, University of Alberta, Edmonton, AB, Canada
| | - Natacha S Ogando
- Division of Neurology, Department of Medicine, University of Alberta and Alberta Health Services, Edmonton, AB, Canada
| | - Christopher Power
- Division of Neurology, Department of Medicine, University of Alberta and Alberta Health Services, Edmonton, AB, Canada
| | - Maeve P Smith
- Division of Pulmonary Medicine, Department of Medicine, University of Alberta and Alberta Health Services, 3-111C Clinical Sciences Building, 11302 83 Ave NW, Edmonton, AB, T6G 2G3, Canada
- Alberta Respiratory Centre, University of Alberta, Edmonton, AB, Canada
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Fernández-Rojas MA, Ávila G, Romero-Valdovinos M, Plett-Torres T, Salazar AM, Sordo M, Chávez-Vargas M, Coeto Ángeles CJ, Cruz-Rivera M, Santiago-Olivares C, Ramírez Hinojosa JP, Maravilla P, Flisser A, Ostrosky-Wegman P, Mendlovic F. Elevated Levels of Cytotoxicity, Cytokines, and Anti-SARS-CoV-2 Antibodies in Mild Cases of COVID-19. Viral Immunol 2023; 36:550-561. [PMID: 37603294 DOI: 10.1089/vim.2023.0012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/22/2023] Open
Abstract
Current evidence shows higher production of cytokines and antibodies against severe acute respiratory coronavirus 2 (SARS-CoV-2) in severe and critical cases of Coronavirus Disease 2019 (COVID-19) in comparison with patients with moderate or mild disease. A recent hypothesis proposes an important role of genotoxicity and cytotoxicity in the induction of the cytokine storm observed in some patients at later stages of the disease. Interestingly, in this study, we report significantly higher levels of interleukin (IL)-1β, IL-6, MCP-1, and IL-4 cytokines in mild COVID-19 patients versus severe cases, as well as a high frequency of karyorrhexis (median [Me] = 364 vs. 20 cells) and karyolysis (Me = 266 vs. 52 cells) in the mucosal epithelial cells of both groups of patients compared with uninfected individuals. Although we observed higher levels of anti-SARS-CoV-2 IgM and IgG antibodies in COVID-19 patients, IgM antibodies were significantly higher only in mild cases, for the N and the S viral antigens. High levels of IgG antibodies were observed in both mild and severe cases. Our results showed elevated concentrations of proinflammatory and anti-inflammatory cytokines in mild cases, which may reflect an active innate immune response and could be related to the higher IgM and IgG antibody levels found in those patients. In addition, we found that SARS-CoV-2 infection induces cytotoxic damage in the oral mucosa, highlighting the importance of studying the genotoxic and cytotoxic events induced by infection and its role in the pathophysiology of COVID-19.
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Affiliation(s)
- Miguel A Fernández-Rojas
- Departamento de Microbiología y Parasitología, Facultad de Medicina, Universidad Nacional Autónoma de México (UNAM), Mexico City, Mexico
| | - Guillermina Ávila
- Departamento de Microbiología y Parasitología, Facultad de Medicina, Universidad Nacional Autónoma de México (UNAM), Mexico City, Mexico
| | - Mirza Romero-Valdovinos
- Hospital General "Dr. Manuel Gea González", SSA. Calzada de Tlalpan 4800, Col Seccion XVI, Mexico City, Mexico
| | - Tanya Plett-Torres
- Plan de Estudios Combinados en Medicina, Facultad de Medicina, Universidad Nacional Autónoma de México (UNAM), Mexico City, Mexico
| | - Ana María Salazar
- Departamento de Medicina Genómica y Toxicología Ambiental, Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México (UNAM), Ciudad Universitaria, Mexico City, Mexico
| | - Monserrat Sordo
- Departamento de Medicina Genómica y Toxicología Ambiental, Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México (UNAM), Ciudad Universitaria, Mexico City, Mexico
| | - Mariana Chávez-Vargas
- Departamento de Microbiología y Parasitología, Facultad de Medicina, Universidad Nacional Autónoma de México (UNAM), Mexico City, Mexico
| | - Cesar Josué Coeto Ángeles
- Hospital General "Dr. Manuel Gea González", SSA. Calzada de Tlalpan 4800, Col Seccion XVI, Mexico City, Mexico
| | - Mayra Cruz-Rivera
- Departamento de Microbiología y Parasitología, Facultad de Medicina, Universidad Nacional Autónoma de México (UNAM), Mexico City, Mexico
| | - Carlos Santiago-Olivares
- Departamento de Microbiología y Parasitología, Facultad de Medicina, Universidad Nacional Autónoma de México (UNAM), Mexico City, Mexico
| | - Juan Pablo Ramírez Hinojosa
- Hospital General "Dr. Manuel Gea González", SSA. Calzada de Tlalpan 4800, Col Seccion XVI, Mexico City, Mexico
| | - Pablo Maravilla
- Hospital General "Dr. Manuel Gea González", SSA. Calzada de Tlalpan 4800, Col Seccion XVI, Mexico City, Mexico
| | - Ana Flisser
- Departamento de Microbiología y Parasitología, Facultad de Medicina, Universidad Nacional Autónoma de México (UNAM), Mexico City, Mexico
| | - Patricia Ostrosky-Wegman
- Departamento de Medicina Genómica y Toxicología Ambiental, Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México (UNAM), Ciudad Universitaria, Mexico City, Mexico
| | - Fela Mendlovic
- Departamento de Microbiología y Parasitología, Facultad de Medicina, Universidad Nacional Autónoma de México (UNAM), Mexico City, Mexico
- Facultad de Ciencias de la Salud, Universidad Anáhuac México Norte, Huixquilucan, Mexico State, Mexico
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37
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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: 38] [Impact Index Per Article: 38.0] [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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38
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Taquet M, Skorniewska Z, Hampshire A, Chalmers JD, Ho LP, Horsley A, Marks M, Poinasamy K, Raman B, Leavy OC, Richardson M, Elneima O, McAuley HJC, Shikotra A, Singapuri A, Sereno M, Saunders RM, Harris VC, Houchen-Wolloff L, Greening NJ, Mansoori P, Harrison EM, Docherty AB, Lone NI, Quint J, Sattar N, Brightling CE, Wain LV, Evans RE, Geddes JR, Harrison PJ. Acute blood biomarker profiles predict cognitive deficits 6 and 12 months after COVID-19 hospitalization. Nat Med 2023; 29:2498-2508. [PMID: 37653345 PMCID: PMC10579097 DOI: 10.1038/s41591-023-02525-y] [Citation(s) in RCA: 22] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Accepted: 07/31/2023] [Indexed: 09/02/2023]
Abstract
Post-COVID cognitive deficits, including 'brain fog', are clinically complex, with both objective and subjective components. They are common and debilitating, and can affect the ability to work, yet their biological underpinnings remain unknown. In this prospective cohort study of 1,837 adults hospitalized with COVID-19, we identified two distinct biomarker profiles measured during the acute admission, which predict cognitive outcomes 6 and 12 months after COVID-19. A first profile links elevated fibrinogen relative to C-reactive protein with both objective and subjective cognitive deficits. A second profile links elevated D-dimer relative to C-reactive protein with subjective cognitive deficits and occupational impact. This second profile was mediated by fatigue and shortness of breath. Neither profile was significantly mediated by depression or anxiety. Results were robust across secondary analyses. They were replicated, and their specificity to COVID-19 tested, in a large-scale electronic health records dataset. These findings provide insights into the heterogeneous biology of post-COVID cognitive deficits.
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Affiliation(s)
- Maxime Taquet
- Department of Psychiatry, University of Oxford, Oxford, UK.
- Oxford Health NHS Foundation Trust, Oxford, UK.
| | | | - Adam Hampshire
- Department of Brain Sciences, Imperial College London, London, UK
| | - James D Chalmers
- University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Ling-Pei Ho
- MRC Human Immunology Unit, University of Oxford, Oxford, UK
| | - Alex Horsley
- Division of Infection, Immunity & Respiratory Medicine, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
- Manchester University NHS Foundation Trust, Manchester, UK
| | - Michael Marks
- Department of Clinical Research, London School of Hygiene & Tropical Medicine, London, UK
- Hospital for Tropical Diseases, University College London Hospital, London, UK
- Division of Infection and Immunity, University College London, London, UK
| | | | - Betty Raman
- Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Olivia C Leavy
- Department of Population Health Sciences, University of Leicester, Leicester, UK
- The institute for Lung Health, NIHR Leicester Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Matthew Richardson
- The institute for Lung Health, NIHR Leicester Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Omer Elneima
- The institute for Lung Health, NIHR Leicester Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Hamish J C McAuley
- The institute for Lung Health, NIHR Leicester Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Aarti Shikotra
- NIHR Leicester Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Amisha Singapuri
- The institute for Lung Health, NIHR Leicester Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Marco Sereno
- The institute for Lung Health, NIHR Leicester Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Ruth M Saunders
- The institute for Lung Health, NIHR Leicester Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Victoria C Harris
- The institute for Lung Health, NIHR Leicester Biomedical Research Centre, University of Leicester, Leicester, UK
- University Hospitals of Leicester NHS Trust, Leicester, UK
| | - Linzy Houchen-Wolloff
- Centre for Exercise and Rehabilitation Science, NIHR Leicester Biomedical Research Centre-Respiratory, University of Leicester, Leicester, UK
- Department of Respiratory Sciences, University of Leicester, Leicester, UK
- Therapy Department, University Hospitals of Leicester, NHS Trust, Leicester, UK
| | - Neil J Greening
- The institute for Lung Health, NIHR Leicester Biomedical Research Centre, University of Leicester, Leicester, UK
| | | | - Ewen M Harrison
- Centre for Medical Informatics, The Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Annemarie B Docherty
- Centre for Medical Informatics, The Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Nazir I Lone
- Usher Institute, University of Edinburgh, Edinburgh, UK
- Royal Infirmary of Edinburgh, NHS Lothian, Edinburgh, UK
| | | | - Naveed Sattar
- School of Cardiovascular and Metabolic Health, University of Glasgow, Glasgow, UK
| | - Christopher E Brightling
- The institute for Lung Health, NIHR Leicester Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Louise V Wain
- Department of Population Health Sciences, University of Leicester, Leicester, UK
- The institute for Lung Health, NIHR Leicester Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Rachael E Evans
- The institute for Lung Health, NIHR Leicester Biomedical Research Centre, University of Leicester, Leicester, UK
- University Hospitals of Leicester NHS Trust, Leicester, UK
| | - John R Geddes
- Department of Psychiatry, University of Oxford, Oxford, UK
- Oxford Health NHS Foundation Trust, Oxford, UK
| | - Paul J Harrison
- Department of Psychiatry, University of Oxford, Oxford, UK.
- Oxford Health NHS Foundation Trust, Oxford, UK.
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39
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Tziolos NR, Ioannou P, Baliou S, Kofteridis DP. Long COVID-19 Pathophysiology: What Do We Know So Far? Microorganisms 2023; 11:2458. [PMID: 37894116 PMCID: PMC10609046 DOI: 10.3390/microorganisms11102458] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Revised: 09/17/2023] [Accepted: 09/29/2023] [Indexed: 10/29/2023] Open
Abstract
Long COVID-19 is a recognized entity that affects millions of people worldwide. Its broad clinical symptoms include thrombotic events, brain fog, myocarditis, shortness of breath, fatigue, muscle pains, and others. Due to the binding of the virus with ACE-2 receptors, expressed in many organs, it can potentially affect any system; however, it most often affects the cardiovascular, central nervous, respiratory, and immune systems. Age, high body mass index, female sex, previous hospitalization, and smoking are some of its risk factors. Despite great efforts to define its pathophysiology, gaps remain to be explained. The main mechanisms described in the literature involve viral persistence, hypercoagulopathy, immune dysregulation, autoimmunity, hyperinflammation, or a combination of these. The exact mechanisms may differ from system to system, but some share the same pathways. This review aims to describe the most prevalent pathophysiological pathways explaining this syndrome.
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Affiliation(s)
- Nikolaos-Renatos Tziolos
- Department of Internal Medicine & Infectious Diseases, University Hospital of Heraklion, 71110 Heraklion, Greece (D.P.K.)
| | - Petros Ioannou
- Department of Internal Medicine & Infectious Diseases, University Hospital of Heraklion, 71110 Heraklion, Greece (D.P.K.)
- School of Medicine, University of Crete, 71003 Heraklion, Greece
| | - Stella Baliou
- School of Medicine, University of Crete, 71003 Heraklion, Greece
| | - Diamantis P. Kofteridis
- Department of Internal Medicine & Infectious Diseases, University Hospital of Heraklion, 71110 Heraklion, Greece (D.P.K.)
- School of Medicine, University of Crete, 71003 Heraklion, Greece
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40
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Limoges MA, Quenum AJI, Chowdhury MMH, Rexhepi F, Namvarpour M, Akbari SA, Rioux-Perreault C, Nandi M, Lucier JF, Lemaire-Paquette S, Premkumar L, Durocher Y, Cantin A, Lévesque S, Dionne IJ, Menendez A, Ilangumaran S, Allard-Chamard H, Piché A, Ramanathan S. SARS-CoV-2 spike antigen-specific B cell and antibody responses in pre-vaccination period COVID-19 convalescent males and females with or without post-covid condition. Front Immunol 2023; 14:1223936. [PMID: 37809081 PMCID: PMC10551145 DOI: 10.3389/fimmu.2023.1223936] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Accepted: 08/25/2023] [Indexed: 10/10/2023] Open
Abstract
Background Following SARS-CoV-2 infection a significant proportion of convalescent individuals develop the post-COVID condition (PCC) that is characterized by wide spectrum of symptoms encompassing various organs. Even though the underlying pathophysiology of PCC is not known, detection of viral transcripts and antigens in tissues other than lungs raise the possibility that PCC may be a consequence of aberrant immune response to the viral antigens. To test this hypothesis, we evaluated B cell and antibody responses to the SARS-CoV-2 antigens in PCC patients who experienced mild COVID-19 disease during the pre-vaccination period of COVID-19 pandemic. Methods The study subjects included unvaccinated male and female subjects who developed PCC or not (No-PCC) after clearing RT-PCR confirmed mild COVID-19 infection. SARS-CoV-2 D614G and omicron RBD specific B cell subsets in peripheral circulation were assessed by flow cytometry. IgG, IgG3 and IgA antibody titers toward RBD, spike and nucleocapsid antigens in the plasma were evaluated by ELISA. Results The frequency of the B cells specific to D614G-RBD were comparable in convalescent groups with and without PCC in both males and females. Notably, in females with PCC, the anti-D614G RBD specific double negative (IgD-CD27-) B cells showed significant correlation with the number of symptoms at acute of infection. Anti-spike antibody responses were also higher at 3 months post-infection in females who developed PCC, but not in the male PCC group. On the other hand, the male PCC group also showed consistently high anti-RBD IgG responses compared to all other groups. Conclusions The antibody responses to the spike protein, but not the anti-RBD B cell responses diverge between convalescent males and females who develop PCC. Our findings also suggest that sex-related factors may also be involved in the development of PCC via modulating antibody responses to the SARS-CoV-2 antigens.
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Affiliation(s)
- Marc-André Limoges
- Department of Immunology and Cell Biology, Faculty of Medicine and Health Sciences, Sherbrooke, QC, Canada
| | | | | | - Fjolla Rexhepi
- Department of Immunology and Cell Biology, Faculty of Medicine and Health Sciences, Sherbrooke, QC, Canada
| | - Mozhdeh Namvarpour
- Department of Immunology and Cell Biology, Faculty of Medicine and Health Sciences, Sherbrooke, QC, Canada
| | - Sara Ali Akbari
- Department of Immunology and Cell Biology, Faculty of Medicine and Health Sciences, Sherbrooke, QC, Canada
| | - Christine Rioux-Perreault
- Department of Microbiology and Infectious Diseases, Faculty of Medicine and Health Sciences, Sherbrooke, QC, Canada
| | - Madhuparna Nandi
- Department of Immunology and Cell Biology, Faculty of Medicine and Health Sciences, Sherbrooke, QC, Canada
| | - Jean-François Lucier
- Department of Biology, Faculty of Science, University of Sherbrooke, Sherbrooke, QC, Canada
| | - Samuel Lemaire-Paquette
- Unité de Recherche Clinique et épidémiologique, Centre de Recherche du CHUS, Sherbrooke, QC, Canada
| | - Lakshmanane Premkumar
- Department of Microbiology and Immunology, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Yves Durocher
- Mammalian Cell Expression, Human Health Therapeutics Research Centre, National Research Council Canada, Montreal, QC, Canada
| | - André Cantin
- Departments of Medicine, Faculty of Medicine and Health Sciences, Sherbrooke, QC, Canada
| | - Simon Lévesque
- Department of Microbiology and Infectious Diseases, Faculty of Medicine and Health Sciences, Sherbrooke, QC, Canada
- Laboratoire de Microbiologie, CIUSSS de l’Estrie – CHUS, Sherbrooke, QC, Canada
| | - Isabelle J. Dionne
- Faculty of Physical Activity Sciences, University of Sherbrooke, Sherbrooke, QC, Canada
- Research Centre on Aging, Affiliated with CIUSSS de l’Estrie-CHUS, Sherbrooke, QC, Canada
| | - Alfredo Menendez
- Department of Microbiology and Infectious Diseases, Faculty of Medicine and Health Sciences, Sherbrooke, QC, Canada
| | - Subburaj Ilangumaran
- Department of Immunology and Cell Biology, Faculty of Medicine and Health Sciences, Sherbrooke, QC, Canada
| | - Hugues Allard-Chamard
- Department of Microbiology and Immunology, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Alain Piché
- Department of Microbiology and Infectious Diseases, Faculty of Medicine and Health Sciences, Sherbrooke, QC, Canada
| | - Sheela Ramanathan
- Department of Immunology and Cell Biology, Faculty of Medicine and Health Sciences, Sherbrooke, QC, Canada
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Reme BA, Gjesvik J, Magnusson K. Predictors of the post-COVID condition following mild SARS-CoV-2 infection. Nat Commun 2023; 14:5839. [PMID: 37730740 PMCID: PMC10511472 DOI: 10.1038/s41467-023-41541-x] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Accepted: 09/05/2023] [Indexed: 09/22/2023] Open
Abstract
Whereas the nature of the post-COVID condition following mild acute COVID-19 is increasingly well described in the literature, knowledge of its risk factors, and whether it can be predicted, remains limited. This study, conducted in Norway, uses individual-level register data from 214,667 SARS-CoV-2 infected individuals covering a range of demographic, socioeconomic factors, as well as cause-specific healthcare utilization in the years prior to infection to assess the risk of post-COVID complaints ≥3 months after testing positive. We find that the risk of post-COVID was higher among individuals who prior to infection had been diagnosed with psychological (OR = 2.12, 95% CI 1.84-2.44), respiratory (OR = 2.03, 95% CI 1.78-2.32), or general and unspecified health problems (OR = 1.78, 95% CI 1.52-2.09). To assess the predictability of post-COVID after mild initial disease, we use machine learning methods and find that pre-infection characteristics, combined with information on the SARS-CoV-2 virus type and vaccine status, to a considerable extent (AUC = 0.79, 95% CI 0.75-0.81) could predict the occurrence of post-COVID complaints in our sample.
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Affiliation(s)
- B-A Reme
- Cluster for Health Services Research, Norwegian Institute of Public Health, Oslo, Norway.
- Department of Health Management and Health Economics, University of Oslo, Oslo, Norway.
| | - J Gjesvik
- Cluster for Health Services Research, Norwegian Institute of Public Health, Oslo, Norway
- Section for Breast Cancer Screening, Cancer Registry of Norway, Oslo, Norway
| | - K Magnusson
- Cluster for Health Services Research, Norwegian Institute of Public Health, Oslo, Norway
- Clinical Epidemiology Unit, Orthopedics, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
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Augustin M, Stecher M, Wüstenberg H, Di Cristanziano V, Sandaradura de Silva U, Picard LK, Pracht E, Rauschning D, Gruell H, Klein F, Wenisch C, Hallek M, Schommers P, Lehmann C. 15-month post-COVID syndrome in outpatients: Attributes, risk factors, outcomes, and vaccination status - longitudinal, observational, case-control study. Front Immunol 2023; 14:1226622. [PMID: 37781408 PMCID: PMC10540070 DOI: 10.3389/fimmu.2023.1226622] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2023] [Accepted: 08/22/2023] [Indexed: 10/03/2023] Open
Abstract
Background While the short-term symptoms of post-COVID syndromes (PCS) are well-known, the long-term clinical characteristics, risk factors and outcomes of PCS remain unclear. Moreover, there is ongoing discussion about the effectiveness of post-infection vaccination against severe acute respiratory syndrome coronavirus type 2 (SARS-CoV-2) to aid in PCS recovery. Methods In this longitudinal and observational case-control study we aimed at identifying long-term PCS courses and evaluating the effects of post-infection vaccinations on PCS recovery. Individuals with initial mild COVID-19 were followed for a period of 15 months after primary infection. We assessed PCS outcomes, distinct symptom clusters (SC), and SARS-CoV-2 immunoglobulin G (IgG) levels in patients who received SARS-CoV-2 vaccination, as well as those who did not. To identify potential associating factors with PCS, we used binomial regression models and reported the results as odds ratios (OR) with 95% confidence intervals (95%CI). Results Out of 958 patients, follow-up data at 15 month after infection was obtained for 222 (23.2%) outpatients. Of those individuals, 36.5% (81/222) and 31.1% (69/222) were identified to have PCS at month 10 and 15, respectively. Fatigue and dyspnea (SC2) rather than anosmia and ageusia (SC1) constituted PCS at month 15. SARS-CoV-2 IgG levels were equally distributed over time among age groups, sex, and absence/presence of PCS. Of the 222 patients, 77.0% (171/222) were vaccinated between 10- and 15-months post-infection, but vaccination did not affect PCS recovery at month 15. 26.3% of unvaccinated and 25.8% of vaccinated outpatients improved from PCS (p= .9646). Baseline headache (SC4) and diarrhoea (SC5) were risk factors for PCS at months 10 and 15 (SC4: OR 1.85 (95%CI 1.04-3.26), p=.0390; SC5: OR 3.27(95%CI 1.54-6.64), p=.0009). Conclusion Based on the specific symptoms of PCS our findings show a shift in the pattern of recovery. We found no effect of SARS-CoV-2 vaccination on PCS recovery and recommend further studies to identify predicting biomarkers and targeted PCS therapeutics.
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Affiliation(s)
- Max Augustin
- Department I of Internal Medicine, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Center for Molecular Medicine Cologne (CMMC), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- German Center for Infection Research [Deutsches Zentrum für Infektionsforschung (DZIF)], Cologne, Germany
| | - Melanie Stecher
- Department I of Internal Medicine, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- German Center for Infection Research [Deutsches Zentrum für Infektionsforschung (DZIF)], Cologne, Germany
| | - Hauke Wüstenberg
- Department I of Internal Medicine, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Veronica Di Cristanziano
- Institute of Virology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Ute Sandaradura de Silva
- Department I of Internal Medicine, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Center for Molecular Medicine Cologne (CMMC), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- German Center for Infection Research [Deutsches Zentrum für Infektionsforschung (DZIF)], Cologne, Germany
| | - Lea Katharina Picard
- Department I of Internal Medicine, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Center for Molecular Medicine Cologne (CMMC), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Elisabeth Pracht
- Department I of Internal Medicine, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Dominic Rauschning
- Department I of Internal Medicine, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Henning Gruell
- Institute of Virology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Florian Klein
- Center for Molecular Medicine Cologne (CMMC), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- German Center for Infection Research [Deutsches Zentrum für Infektionsforschung (DZIF)], Cologne, Germany
- Institute of Virology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Christoph Wenisch
- Department IV of Internal Medicine, Klinik Favoriten, Vienna Healthcare Group, Vienna, Austria
| | - Michael Hallek
- Department I of Internal Medicine, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Philipp Schommers
- Department I of Internal Medicine, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Center for Molecular Medicine Cologne (CMMC), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- German Center for Infection Research [Deutsches Zentrum für Infektionsforschung (DZIF)], Cologne, Germany
- Institute of Virology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Clara Lehmann
- Department I of Internal Medicine, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Center for Molecular Medicine Cologne (CMMC), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- German Center for Infection Research [Deutsches Zentrum für Infektionsforschung (DZIF)], Cologne, Germany
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Haudenschild AK, Christiansen BA, Orr S, Ball EE, Weiss CM, Liu H, Fyhrie DP, Yik JH, Coffey LL, Haudenschild DR. Acute bone loss following SARS-CoV-2 infection in mice. J Orthop Res 2023; 41:1945-1952. [PMID: 36815216 PMCID: PMC10440245 DOI: 10.1002/jor.25537] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Revised: 01/28/2023] [Accepted: 02/21/2023] [Indexed: 02/24/2023]
Abstract
The novel coronavirus disease 2019 (COVID-19) is caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and has infected more than 650 million people worldwide. Approximately 23% of these patients developed lasting "long-haul" COVID symptoms, including fatigue, joint pain, and systemic hyperinflammation. However, the direct clinical impact of SARS-CoV-2 infection on the skeletal system including bone and joint health has not been determined. Utilizing a humanized mouse model of COVID-19, this study provides the first direct evidence that SARS-CoV-2 infection leads to acute bone loss, increased osteoclast number, and thinner growth plates. This bone loss could decrease whole-bone mechanical strength and increase the risk of fragility fractures, particularly in older patients, while thinner growth plates may create growth disturbances in younger patients. Evaluating skeletal health in patients that have recovered from COVID-19 will be crucial to identify at-risk populations and develop effective countermeasures.
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Affiliation(s)
- Anne K. Haudenschild
- Department of Orthopaedic Surgery, University of California Davis Health, Sacramento, CA, 95817 USA 94065 USA
| | - Blaine A. Christiansen
- Department of Orthopaedic Surgery, University of California Davis Health, Sacramento, CA, 95817 USA 94065 USA
| | - Sophie Orr
- Department of Orthopaedic Surgery, University of California Davis Health, Sacramento, CA, 95817 USA 94065 USA
| | - Erin E. Ball
- Department of Pathology, Microbiology, and Immunology, University of California Davis School of Veterinary Medicine, Davis, CA 95616 USA
| | | | | | - David P. Fyhrie
- Department of Orthopaedic Surgery, University of California Davis Health, Sacramento, CA, 95817 USA 94065 USA
| | - Jasper H.N. Yik
- Department of Orthopaedic Surgery, University of California Davis Health, Sacramento, CA, 95817 USA 94065 USA
| | - Lark L. Coffey
- Department of Pathology, Microbiology, and Immunology, University of California Davis School of Veterinary Medicine, Davis, CA 95616 USA
| | - Dominik R. Haudenschild
- Department of Orthopaedic Surgery, University of California Davis Health, Sacramento, CA, 95817 USA 94065 USA
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Corona-Meraz FI, Quintero-Castillo BP, Hernández-Palma LA, Machado-Sulbaran AC. Long COVID-19 and Insulin Autoimmune Syndrome: A Case Report. Clin Ther 2023; 45:e187-e192. [PMID: 37524570 DOI: 10.1016/j.clinthera.2023.06.026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Revised: 06/25/2023] [Accepted: 06/30/2023] [Indexed: 08/02/2023]
Abstract
PURPOSE To describe a case report of a patient with symptoms associated with metabolic alterations 1 month after having COVID-19. METHODS Laboratory tests, clinical evaluations, and body composition assessments were performed by specialists. FINDINGS The patient presented excessive sweating, hot flashes, dizziness, blurred vision, and seizure. Laboratory tests indicated low glucose levels after convulsions (50, 42.7, and 55 mg/dL), high insulin levels (basal, 638 µIU/mL; 2-hour, >1000 µU/mL), and positivity for anti-insulin antibodies. The patient was diagnosed with insulin autoimmune syndrome. Treatment with azathioprine and nutritional recommendations improved remission. IMPLICATIONS SARS-CoV-2 infection or vaccination might induce insulin tolerance failure.
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Affiliation(s)
- Fernanda Isadora Corona-Meraz
- Departamento de Ciencias Biomédicas, Centro Universitario de Tonalá, Universidad de Guadalajara, Guadalajara, México
| | | | - Luis Alexis Hernández-Palma
- Instituto de Investigaciones en Comportamiento Alimentario y Nutrición, Centro Universitario del Sur, Universidad de Guadalajara, Guadalajara, México
| | - Andrea Carolina Machado-Sulbaran
- Instituto de Investigación en Cáncer en la Infancia y Adolescencia, Centro Universitario de Ciencias de la Salud, Universidad de Guadalajara, Guadalajara, México.
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Prashar J. Long Covid: conceptualizing the challenges for public health. J Public Health (Oxf) 2023; 45:771-779. [PMID: 37132023 PMCID: PMC10470368 DOI: 10.1093/pubmed/fdac153] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Indexed: 05/04/2023] Open
Abstract
BACKGROUND Long Covid has caused significant disruption to public services, economies and population health worldwide, but no single public health approach has proven effective in its management. This essay was the winning entry for the Faculty of Public Health's Sir John Brotherston Prize 2022. METHODS In this essay, I synthesize existing literature on public health policy in long Covid, and discuss the challenges and opportunities posed by long Covid for the public health profession. The utility of specialist clinics and community care, in the UK and internationally, is examined, as well as key outstanding issues relating to evidence generation, health inequality and defining long Covid. I then use this information to inform a simple conceptual model. RESULTS The generated conceptual model integrates community- and population-level interventions; key areas of identified policy need at both levels include ensuring equitable access to long Covid care, developing screening programmes for high-risk populations, co-production of research and clinical services with patients, and using interventions to generate evidence. CONCLUSIONS Significant challenges remain in the management of long Covid from a public health policy perspective. Multidisciplinary community-level and population-level interventions should be employed with a view to achieving an equitable and scalable model of care.
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Affiliation(s)
- Jai Prashar
- University College London Medical School, 74 Huntley St, London, WC1E 6DE, UK
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Pongkunakorn T, Manosan T, Surawit A, Ophakas S, Mongkolsucharitkul P, Pumeiam S, Suta S, Pinsawas B, Sookrung N, Saelim N, Mahasongkram K, Prangtaworn P, Tungtrongchitr A, Tangjittipokin W, Mangmee S, Boonnak K, Narkdontri T, Teerawattanapong N, Wanitphadeedecha R, Mayurasakorn K. Immune Response after SARS-CoV-2 Infection with Residual Post-COVID Symptoms. Vaccines (Basel) 2023; 11:1413. [PMID: 37766091 PMCID: PMC10535557 DOI: 10.3390/vaccines11091413] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Revised: 08/17/2023] [Accepted: 08/21/2023] [Indexed: 09/29/2023] Open
Abstract
Many patients develop post-acute COVID syndrome (long COVID (LC)). We compared the immune response of LC and individuals with post-COVID full recovery (HC) during the Omicron pandemic. Two hundred ninety-two patients with confirmed COVID infections from January to May 2022 were enrolled. We observed anti-SARS-CoV-2 receptor-binding domain immunoglobulin G, surrogate virus neutralization test, T cell subsets, and neutralizing antibodies against Wuhan, BA.1, and BA.5 viruses (NeuT). NeuT was markedly reduced against BA.1 and BA.5 in HC and LC groups, while antibodies were more sustained with three doses and an updated booster shot than ≤2-dose vaccinations. The viral neutralization ability declined at >84-days after COVID-19 onset (PC) in both groups. PD1-expressed central and effector memory CD4+ T cells, and central memory CD8+ T cells were reduced in the first months PC in LC. Therefore, booster vaccines may be required sooner after the most recent infection to rescue T cell function for people with symptomatic LC.
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Affiliation(s)
- Tanyaporn Pongkunakorn
- Siriraj Population Health and Nutrition Research Group, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.P.); (T.M.); (A.S.); (S.O.); (P.M.); (S.P.); (S.S.); (B.P.)
| | - Thamonwan Manosan
- Siriraj Population Health and Nutrition Research Group, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.P.); (T.M.); (A.S.); (S.O.); (P.M.); (S.P.); (S.S.); (B.P.)
| | - Apinya Surawit
- Siriraj Population Health and Nutrition Research Group, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.P.); (T.M.); (A.S.); (S.O.); (P.M.); (S.P.); (S.S.); (B.P.)
| | - Suphawan Ophakas
- Siriraj Population Health and Nutrition Research Group, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.P.); (T.M.); (A.S.); (S.O.); (P.M.); (S.P.); (S.S.); (B.P.)
| | - Pichanun Mongkolsucharitkul
- Siriraj Population Health and Nutrition Research Group, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.P.); (T.M.); (A.S.); (S.O.); (P.M.); (S.P.); (S.S.); (B.P.)
| | - Sureeporn Pumeiam
- Siriraj Population Health and Nutrition Research Group, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.P.); (T.M.); (A.S.); (S.O.); (P.M.); (S.P.); (S.S.); (B.P.)
| | - Sophida Suta
- Siriraj Population Health and Nutrition Research Group, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.P.); (T.M.); (A.S.); (S.O.); (P.M.); (S.P.); (S.S.); (B.P.)
| | - Bonggochpass Pinsawas
- Siriraj Population Health and Nutrition Research Group, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.P.); (T.M.); (A.S.); (S.O.); (P.M.); (S.P.); (S.S.); (B.P.)
| | - Nitat Sookrung
- Center of Research Excellence on Therapeutic Proteins and Antibody Engineering, Department of Parasitology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (N.S.); (N.S.); (K.M.); (P.P.); (A.T.)
| | - Nawannaporn Saelim
- Center of Research Excellence on Therapeutic Proteins and Antibody Engineering, Department of Parasitology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (N.S.); (N.S.); (K.M.); (P.P.); (A.T.)
| | - Kodchakorn Mahasongkram
- Center of Research Excellence on Therapeutic Proteins and Antibody Engineering, Department of Parasitology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (N.S.); (N.S.); (K.M.); (P.P.); (A.T.)
| | - Pannathee Prangtaworn
- Center of Research Excellence on Therapeutic Proteins and Antibody Engineering, Department of Parasitology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (N.S.); (N.S.); (K.M.); (P.P.); (A.T.)
| | - Anchalee Tungtrongchitr
- Center of Research Excellence on Therapeutic Proteins and Antibody Engineering, Department of Parasitology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (N.S.); (N.S.); (K.M.); (P.P.); (A.T.)
| | - Watip Tangjittipokin
- Department of Immunology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (W.T.); (S.M.); (K.B.)
| | - Suthee Mangmee
- Department of Immunology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (W.T.); (S.M.); (K.B.)
| | - Kobporn Boonnak
- Department of Immunology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (W.T.); (S.M.); (K.B.)
| | - Tassanee Narkdontri
- Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.N.); (N.T.)
| | - Nipaporn Teerawattanapong
- Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.N.); (N.T.)
| | - Rungsima Wanitphadeedecha
- Department of Dermatology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand;
| | - Korapat Mayurasakorn
- Siriraj Population Health and Nutrition Research Group, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.P.); (T.M.); (A.S.); (S.O.); (P.M.); (S.P.); (S.S.); (B.P.)
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Santoro L, Zaccone V, Falsetti L, Ruggieri V, Danese M, Miro C, Di Giorgio A, Nesci A, D’Alessandro A, Moroncini G, Santoliquido A. Role of Endothelium in Cardiovascular Sequelae of Long COVID. Biomedicines 2023; 11:2239. [PMID: 37626735 PMCID: PMC10452509 DOI: 10.3390/biomedicines11082239] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Revised: 07/26/2023] [Accepted: 08/03/2023] [Indexed: 08/27/2023] Open
Abstract
The global action against coronavirus disease 2019 (COVID-19), caused by SARS-CoV-2 infection, shed light on endothelial dysfunction. Although SARS-CoV-2 primarily affects the pulmonary system, multiple studies have documented pan-vascular involvement in COVID-19. The virus is able to penetrate the endothelial barrier, damaging it directly or indirectly and causing endotheliitis and multi-organ injury. Several mechanisms cooperate to development of endothelial dysfunction, including endothelial cell injury and pyroptosis, hyperinflammation and cytokine storm syndrome, oxidative stress and reduced nitric oxide bioavailability, glycocalyx disruption, hypercoagulability, and thrombosis. After acute-phase infection, some patients reported signs and symptoms of a systemic disorder known as long COVID, in which a broad range of cardiovascular (CV) disorders emerged. To date, the exact pathophysiology of long COVID remains unclear: in addition to the persistence of acute-phase infection mechanisms, specific pathways of CV damage have been postulated, such as persistent viral reservoirs in the heart or an autoimmune response to cardiac antigens through molecular mimicry. The aim of this review is to provide an overview of the main molecular patterns of enduring endothelial activation following SARS-CoV-2 infection and to offer the latest summary of CV complications in long COVID.
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Affiliation(s)
- Luca Santoro
- Department of Cardiovascular and Thoracic Sciences, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, 00168 Rome, Italy; (L.S.); (A.D.G.); (A.N.); (A.D.); (A.S.)
| | - Vincenzo Zaccone
- Department of Emergency Medicine, Internal and Sub-Intensive Medicine, Azienda Ospedaliero-Universitaria delle Marche, 60126 Ancona, Italy
| | - Lorenzo Falsetti
- Clinica Medica, Department of Clinical and Molecular Sciences, Università Politecnica delle Marche, 60126 Ancona, Italy; (L.F.); (G.M.)
| | - Vittorio Ruggieri
- Department of Internal Medicine, Università Cattolica del Sacro Cuore, 00168 Rome, Italy; (V.R.); (M.D.); (C.M.)
| | - Martina Danese
- Department of Internal Medicine, Università Cattolica del Sacro Cuore, 00168 Rome, Italy; (V.R.); (M.D.); (C.M.)
| | - Chiara Miro
- Department of Internal Medicine, Università Cattolica del Sacro Cuore, 00168 Rome, Italy; (V.R.); (M.D.); (C.M.)
| | - Angela Di Giorgio
- Department of Cardiovascular and Thoracic Sciences, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, 00168 Rome, Italy; (L.S.); (A.D.G.); (A.N.); (A.D.); (A.S.)
| | - Antonio Nesci
- Department of Cardiovascular and Thoracic Sciences, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, 00168 Rome, Italy; (L.S.); (A.D.G.); (A.N.); (A.D.); (A.S.)
| | - Alessia D’Alessandro
- Department of Cardiovascular and Thoracic Sciences, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, 00168 Rome, Italy; (L.S.); (A.D.G.); (A.N.); (A.D.); (A.S.)
| | - Gianluca Moroncini
- Clinica Medica, Department of Clinical and Molecular Sciences, Università Politecnica delle Marche, 60126 Ancona, Italy; (L.F.); (G.M.)
| | - Angelo Santoliquido
- Department of Cardiovascular and Thoracic Sciences, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, 00168 Rome, Italy; (L.S.); (A.D.G.); (A.N.); (A.D.); (A.S.)
- Università Cattolica del Sacro Cuore, 00168 Rome, Italy
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Ramasamy A, Wang C, Brode WM, Verduzco-Gutierrez M, Melamed E. Immunologic and Autoimmune-Related Sequelae of Severe Acute Respiratory Syndrome Coronavirus 2 Infection: Clinical Symptoms and Mechanisms of Disease. Phys Med Rehabil Clin N Am 2023; 34:623-642. [PMID: 37419536 DOI: 10.1016/j.pmr.2023.04.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/09/2023]
Abstract
The COVID-19 pandemic has resulted in a significant number of people developing long-term health effects of postacute sequelae SARS-CoV-2 infection (PASC). Both acute COVID-19 and PASC are now recognized as multiorgan diseases with multiple symptoms and disease causes. The development of immune dysregulation during acute COVID-19 and PASC is of high epidemiologic concern. Both conditions may also be influenced by comorbid conditions such as pulmonary dysfunction, cardiovascular disease, neuropsychiatric conditions, prior autoimmune conditions and cancer. This review discusses the clinical symptoms, pathophysiology, and risk factors that affect both acute COVID-19 and PASC.
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Affiliation(s)
- Akshara Ramasamy
- Department of Neurology, Dell Medical School, University of Texas at Austin, Health Discovery Building, 1601 Trinity Street, Austin, TX 78712, USA
| | - Chumeng Wang
- Department of Neurology, Dell Medical School, University of Texas at Austin, Health Discovery Building, 1601 Trinity Street, Austin, TX 78712, USA
| | - W Michael Brode
- Department of Internal Medicine, Dell Medical School, University of Texas at Austin, 1601 Trinity Street, Austin, TX 78712, USA
| | - Monica Verduzco-Gutierrez
- Department of Physical Medicine and Rehabilitation, University of Texas at San Antonio, 7703 Floyd Curl Drive, Mail Code 7798, San Antonio, TX 78229, USA
| | - Esther Melamed
- Department of Neurology, Dell Medical School, University of Texas at Austin, Health Discovery Building, 1601 Trinity Street, Austin, TX 78712, USA.
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Owen R, Ashton RE, Ferraro FV, Skipper L, Bewick T, Leighton P, Phillips BE, Faghy MA. Forming a consensus opinion to inform long COVID support mechanisms and interventions: a modified Delphi approach. EClinicalMedicine 2023; 62:102145. [PMID: 37599906 PMCID: PMC10432807 DOI: 10.1016/j.eclinm.2023.102145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 07/20/2023] [Accepted: 07/24/2023] [Indexed: 08/22/2023] Open
Abstract
Background Current approaches to support patients living with post-COVID condition, also known as Long COVID, are highly disparate with limited success in managing or resolving a well-documented and long-standing symptom burden. With approximately 2.1 million people living with the condition in the UK alone and millions more worldwide, there is a desperate need to devise support strategies and interventions for patients. Methods A three-round Delphi consensus methodology was distributed internationally using an online survey and was completed by healthcare professionals (including clinicians, physiotherapists, and general practitioners), people with long COVID, and long COVID academic researchers (round 1 n = 273, round 2 n = 186, round 3 n = 138). Across the three rounds, respondents were located predominantly in the United Kingdom (UK), with 17.3-15.2% (round 1, n = 47; round 2 n = 32, round 2 n = 21) of respondents located elsewhere (United States of America (USA), Austria, Malta, United Arab Emirates (UAE), Finland, Norway, Malta, Netherlands, Iceland, Canada, Tunisie, Brazil, Hungary, Greece, France, Austrailia, South Africa, Serbia, and India). Respondents were given ∼5 weeks to complete the survey following enrolment, with round one taking place from 02/15/2022 to 03/28/22, round two; 05/09/2022 to 06/26/2022, and round 3; 07/14/2022 to 08/09/2022. A 5-point Likert scale of agreement was used and the opportunity to include free text responses was provided in the first round. Findings Fifty-five statements reached consensus (defined as >80% agree and strongly agree), across the domains of i) long COVID as a condition, ii) current support and care available for long COVID, iii) clinical assessments for long COVID, and iv) support mechanisms and rehabilitation interventions for long COVID, further sub-categorised by consideration, inclusion, and focus. Consensus reached proposes that long COVID requires specialised, comprehensive support mechanisms and that interventions should form a personalised care plan guided by the needs of the patients. Supportive approaches should focus on individual symptoms, including but not limited to fatigue, cognitive dysfunction, and dyspnoea, utilising pacing, fatigue management, and support returning to daily activities. The mental impact of living with long COVID, tolerance to physical activity, emotional distress and well-being, and research of pre-existing conditions with similar symptoms, such as myalgic encephalomyelitis, should also be considered when supporting people with long COVID. Interpretation We provide an outline that achieved consensus with stakeholders that could be used to inform the design and implementation of bespoke long COVID support mechanisms. Funding None.
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Affiliation(s)
- Rebecca Owen
- Biomedical and Clinical Science Research Theme, School of Human Sciences, University of Derby, Derby, UK
| | - Ruth E.M. Ashton
- Biomedical and Clinical Science Research Theme, School of Human Sciences, University of Derby, Derby, UK
- Healthy Living for Pandemic Event Protection Network (HL-Pivot), USA
| | - Francesco V. Ferraro
- Biomedical and Clinical Science Research Theme, School of Human Sciences, University of Derby, Derby, UK
| | - Lindsay Skipper
- Patient and Public Involvement and Engagement Representative, UK
| | - Tom Bewick
- Department of Respiratory Medicine, University Hospitals of Derby and Burton NHS Foundation Trust, Uttoxeter Road, Derby DE22 3NE, UK
| | - Paul Leighton
- School of Medicine, University of Nottingham, Nottingham and Derby, UK
| | | | - Mark A. Faghy
- Biomedical and Clinical Science Research Theme, School of Human Sciences, University of Derby, Derby, UK
- Healthy Living for Pandemic Event Protection Network (HL-Pivot), USA
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Hocini H, Wiedemann A, Blengio F, Lefebvre C, Cervantes-Gonzalez M, Foucat E, Tisserand P, Surenaud M, Coléon S, Prague M, Guillaumat L, Krief C, Fenwick C, Laouénan C, Bouadma L, Ghosn J, Pantaleo G, Thiébaut R, Lévy Y. Neutrophil Activation and Immune Thrombosis Profiles Persist in Convalescent COVID-19. J Clin Immunol 2023; 43:882-893. [PMID: 36943669 PMCID: PMC10029801 DOI: 10.1007/s10875-023-01459-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Accepted: 02/24/2023] [Indexed: 03/23/2023]
Abstract
PURPOSE Following a severe COVID-19 infection, a proportion of individuals develop prolonged symptoms. We investigated the immunological dysfunction that underlies the persistence of symptoms months after the resolution of acute COVID-19. METHODS We analyzed cytokines, cell phenotypes, SARS-CoV-2 spike-specific and neutralizing antibodies, and whole blood gene expression profiles in convalescent severe COVID-19 patients 1, 3, and 6 months following hospital discharge. RESULTS We observed persistent abnormalities until month 6 marked by (i) high serum levels of monocyte/macrophage and endothelial activation markers, chemotaxis, and hematopoietic cytokines; (ii) a high frequency of central memory CD4+ and effector CD8+ T cells; (iii) a decrease in anti-SARS-CoV-2 spike and neutralizing antibodies; and (iv) an upregulation of genes related to platelet, neutrophil activation, erythrocytes, myeloid cell differentiation, and RUNX1 signaling. We identified a "core gene signature" associated with a history of thrombotic events, with upregulation of a set of genes involved in neutrophil activation, platelet, hematopoiesis, and blood coagulation. CONCLUSION The lack of restoration of gene expression to a normal profile after up to 6 months of follow-up, even in asymptomatic patients who experienced severe COVID-19, signals the need to carefully extend their clinical follow-up and propose preventive measures.
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Affiliation(s)
- Hakim Hocini
- Vaccine Research Institute, Université Paris-Est Créteil, Faculté de Médecine, INSERM U955, Team 16, Créteil, France
| | - Aurélie Wiedemann
- Vaccine Research Institute, Université Paris-Est Créteil, Faculté de Médecine, INSERM U955, Team 16, Créteil, France
| | - Fabiola Blengio
- Vaccine Research Institute, Université Paris-Est Créteil, Faculté de Médecine, INSERM U955, Team 16, Créteil, France
| | - Cécile Lefebvre
- Vaccine Research Institute, Université Paris-Est Créteil, Faculté de Médecine, INSERM U955, Team 16, Créteil, France
| | - Minerva Cervantes-Gonzalez
- Département Épidémiologie Biostatistiques Et Recherche Clinique, AP-HP, Hôpital Bichat, INSERM, Centre d'Investigation Clinique-Epidémiologie Clinique 1425, 75018, Paris, France
- UMR 1137, Université de Paris, INSERM, IAME, 75018, Paris, France
- APHP- Hôpital Bichat - Médecine Intensive et Réanimation des Maladies Infectieuses, Paris, France
| | - Emile Foucat
- Vaccine Research Institute, Université Paris-Est Créteil, Faculté de Médecine, INSERM U955, Team 16, Créteil, France
| | - Pascaline Tisserand
- Vaccine Research Institute, Université Paris-Est Créteil, Faculté de Médecine, INSERM U955, Team 16, Créteil, France
| | - Mathieu Surenaud
- Vaccine Research Institute, Université Paris-Est Créteil, Faculté de Médecine, INSERM U955, Team 16, Créteil, France
| | - Séverin Coléon
- Vaccine Research Institute, Université Paris-Est Créteil, Faculté de Médecine, INSERM U955, Team 16, Créteil, France
| | - Mélanie Prague
- Vaccine Research Institute, Université Paris-Est Créteil, Faculté de Médecine, INSERM U955, Team 16, Créteil, France
- Department of Public Health, Univ. Bordeaux, Inserm Bordeaux Population Health Research Centre, Inria SISTM, UMR 1219, Bordeaux, France
| | - Lydia Guillaumat
- Vaccine Research Institute, Université Paris-Est Créteil, Faculté de Médecine, INSERM U955, Team 16, Créteil, France
| | - Corinne Krief
- Vaccine Research Institute, Université Paris-Est Créteil, Faculté de Médecine, INSERM U955, Team 16, Créteil, France
| | - Craig Fenwick
- Service of Immunology and Allergy, Department of Medicine, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Cédric Laouénan
- Département Épidémiologie Biostatistiques Et Recherche Clinique, AP-HP, Hôpital Bichat, INSERM, Centre d'Investigation Clinique-Epidémiologie Clinique 1425, 75018, Paris, France
- UMR 1137, Université de Paris, INSERM, IAME, 75018, Paris, France
| | - Lila Bouadma
- UMR 1137, Université de Paris, INSERM, IAME, 75018, Paris, France
- APHP- Hôpital Bichat - Médecine Intensive et Réanimation des Maladies Infectieuses, Paris, France
| | - Jade Ghosn
- UMR 1137, Université de Paris, INSERM, IAME, 75018, Paris, France
- AP-HP, Hôpital Bichat, Service de Maladies Infectieuses Et Tropicales, 75018, Paris, France
| | - Giuseppe Pantaleo
- Vaccine Research Institute, Université Paris-Est Créteil, Faculté de Médecine, INSERM U955, Team 16, Créteil, France
- Swiss Vaccine Research Institute, Lausanne University Hospital, University of Lausanne, Lausanne, Switzerland
| | - Rodolphe Thiébaut
- Vaccine Research Institute, Université Paris-Est Créteil, Faculté de Médecine, INSERM U955, Team 16, Créteil, France
- Department of Public Health, Univ. Bordeaux, Inserm Bordeaux Population Health Research Centre, Inria SISTM, UMR 1219, Bordeaux, France
- CHU de Bordeaux, Pôle de Santé Publique, Service d'Information Médicale, Bordeaux, France
| | - Yves Lévy
- Vaccine Research Institute, Université Paris-Est Créteil, Faculté de Médecine, INSERM U955, Team 16, Créteil, France.
- Assistance Publique-Hôpitaux de Paris, Service Immunologie Clinique, Groupe Henri-Mondor Albert-Chenevier, Créteil, France.
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