Abstract

COVID-19 causes immune perturbations which may persist long-term, and patients frequently report ongoing symptoms for months after recovery. We assessed immune activation at 3-12 months post hospital admission in 187 samples from 63 patients with mild, moderate or severe disease and investigated whether it associates with long COVID. At 3 months, patients with severe disease displayed persistent activation of CD4+ and CD8+ T-cells, based on expression of HLA-DR, CD38, Ki67 and granzyme B, and elevated plasma levels of IL-4, IL-7, IL-17 and TNF-α compared to mild and/or moderate patients. Plasma from severe patients at 3 months caused T-cells from healthy donors to upregulate IL-15Rα, suggesting that plasma factors in severe patients may increase T-cell responsiveness to IL-15-driven bystander activation. Patients with severe disease reported a higher number of long COVID symptoms which did not however, correlate with cellular immune activation/pro-inflammatory cytokines after adjusting for age, sex and disease severity. Our data suggests that long COVID and persistent immune activation may correlate independently with severe disease.

Data availability

All data generated or analysed during this study are included in the manuscript files or supplementary files. Raw file (FCS files) for all flow cytometry data have been deposited in the FlowRepository, the link for access to the data is provided in the Material and Methods, Flow cytometry data analysis section.The code script and data for the analysis in Figure 6 are publicly available here: https://github.com/gushamilton/discover_long_covid. The link is provided in the Material and Methods, statistical analysis section.

The following data sets were generated

Article and author information

Author details

  1. Marianna Santopaolo

    School of Cellular and Molecular Medicine, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  2. Michaela Gregorova

    School of Cellular and Molecular Medicine, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0003-1605-0558
  3. Fergus Hamilton

    Academic Respiratory Unit, North Bristol NHS Trust, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  4. David Arnold

    Academic Respiratory Unit, North Bristol NHS Trust, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  5. Anna Long

    Diabetes and Metabolism, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  6. Aurora Lacey

    School of Cellular and Molecular Medicine, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  7. Alice Halliday

    School of Cellular and Molecular Medicine, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  8. Holly Baum

    School of Cellular and Molecular Medicine, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0002-1311-6446
  9. Kristy Hamilton

    School of Cellular and Molecular Medicine, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  10. Rachel Milligan

    School of Cellular and Molecular Medicine, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  11. Elizabeth Oliver

    School of Cellular and Molecular Medicine, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0002-1211-1942
  12. Olivia Pearce

    Diabetes and Metabolism, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  13. Lea Knezevic

    Bristol Veterinary School, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  14. Begonia Morales Aza

    School of Cellular and Molecular Medicine, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  15. Alice Milne

    Academic Respiratory Unit, North Bristol NHS Trust, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  16. Emily Milodowski

    Bristol Veterinary School, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  17. Eben Jones

    School of Cellular and Molecular Medicine, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  18. Rajeka Lazarus

    University Hospitals Bristol and Weston NHS Foundation Trust, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  19. Anu Goenka

    School of Cellular and Molecular Medicine, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  20. Adam Finn

    School of Cellular and Molecular Medicine, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  21. Nicholas Maskell

    Academic Respiratory Unit, North Bristol NHS Trust, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  22. Andrew D Davidson

    School of Cellular and Molecular Medicine, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0002-1136-4008
  23. Kathleen Gillespie

    Diabetes and Metabolism, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
  24. Linda Wooldridge

    Bristol Veterinary School, University of Bristol, Bristol, United Kingdom
    Competing interests
    The authors declare that no competing interests exist.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0002-6213-347X
  25. Laura Rivino

    School of Cellular and Molecular Medicine, University of Bristol, Bristol, United Kingdom
    For correspondence
    laura.rivino@bristol.ac.uk
    Competing interests
    The authors declare that no competing interests exist.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0001-6213-9794

Funding

Wellcome Trust (Elizabeth Blackwell Institute (EBI) with funding from the University's alumni and friends)

  • Anu Goenka
  • Linda Wooldridge
  • Laura Rivino

Southmead Hospital Charity (DISCOVER)

  • Fergus Hamilton
  • David Arnold
  • Laura Rivino

The funders had no role in study design, data collection and interpretation, or the decision to submit the work for publication.

Ethics

Human subjects: Information regarding our ethics approval and consent process is provided in the Materials and Methods section and copied below.Patients hospitalized with COVID-19 ({greater than or equal to}18 years of age) were recruited between 30th March and 3rd June 2020 into the observational study DIagnostic and Severity markers of COVID-19 to Enable Rapid triage (DISCOVER), a single-centre prospective study based in Bristol (UK). Research Ethics Committee (REC) approval: REC:20/YH/1021. Survivors were invited at 3, 8 and 12 months post admission to attend outpatient follow up clinics for a systematic clinical assessment (Arnold et al 2020). For those patients attending a face-to-face follow-up, consent was taken to collect samples for research purposes (blood for PBMC isolation, plasma and serum). When available serum collected from patients at admission was made available to the research team.

Copyright

© 2023, Santopaolo et al.

This article is distributed under the terms of the Creative Commons Attribution License permitting unrestricted use and redistribution provided that the original author and source are credited.

Metrics

  • 5,001
    views
  • 453
    downloads
  • 19
    citations

Views, downloads and citations are aggregated across all versions of this paper published by eLife.

Download links

A two-part list of links to download the article, or parts of the article, in various formats.

Downloads (link to download the article as PDF)

Open citations (links to open the citations from this article in various online reference manager services)

Cite this article (links to download the citations from this article in formats compatible with various reference manager tools)

  1. Marianna Santopaolo
  2. Michaela Gregorova
  3. Fergus Hamilton
  4. David Arnold
  5. Anna Long
  6. Aurora Lacey
  7. Alice Halliday
  8. Holly Baum
  9. Kristy Hamilton
  10. Rachel Milligan
  11. Elizabeth Oliver
  12. Olivia Pearce
  13. Lea Knezevic
  14. Begonia Morales Aza
  15. Alice Milne
  16. Emily Milodowski
  17. Eben Jones
  18. Rajeka Lazarus
  19. Anu Goenka
  20. Adam Finn
  21. Nicholas Maskell
  22. Andrew D Davidson
  23. Kathleen Gillespie
  24. Linda Wooldridge
  25. Laura Rivino
(2023)
Prolonged T-cell activation and long COVID symptoms independently associate with severe COVID-19 at 3 months
eLife 12:e85009.
https://doi.org/10.7554/eLife.85009

Share this article

https://doi.org/10.7554/eLife.85009

Further reading

    1. Immunology and Inflammation
    Shih-Wen Huang, Yein-Gei Lai ... Nan-Shih Liao
    Research Article

    Natural killer (NK) cells can control metastasis through cytotoxicity and IFN-γ production independently of T cells in experimental metastasis mouse models. The inverse correlation between NK activity and metastasis incidence supports a critical role for NK cells in human metastatic surveillance. However, autologous NK cell therapy has shown limited benefit in treating patients with metastatic solid tumors. Using a spontaneous metastasis mouse model of MHC-I+ breast cancer, we found that transfer of IL-15/IL-12-conditioned syngeneic NK cells after primary tumor resection promoted long-term survival of mice with low metastatic burden and induced a tumor-specific protective T cell response that is essential for the therapeutic effect. Furthermore, NK cell transfer augments activation of conventional dendritic cells (cDCs), Foxp3-CD4+ T cells and stem cell-like CD8+ T cells in metastatic lungs, to which IFN-γ of the transferred NK cells contributes significantly. These results imply direct interactions between transferred NK cells and endogenous cDCs to enhance T cell activation. We conducted an investigator-initiated clinical trial of autologous NK cell therapy in six patients with advanced cancer and observed that the NK cell therapy was safe and showed signs of effectiveness. These findings indicate that autologous NK cell therapy is effective in treating established low burden metastases of MHC-I+ tumor cells by activating the cDC-T cell axis at metastatic sites.

    1. Cancer Biology
    2. Immunology and Inflammation
    Sofia V Krasik, Ekaterina A Bryushkova ... Ekaterina O Serebrovskaya
    Research Article

    The current understanding of humoral immune response in cancer patients suggests that tumors may be infiltrated with diffuse B cells of extra-tumoral origin or may develop organized lymphoid structures, where somatic hypermutation and antigen-driven selection occur locally. These processes are believed to be significantly influenced by the tumor microenvironment through secretory factors and biased cell-cell interactions. To explore the manifestation of this influence, we used deep unbiased immunoglobulin profiling and systematically characterized the relationships between B cells in circulation, draining lymph nodes (draining LNs), and tumors in 14 patients with three human cancers. We demonstrated that draining LNs are differentially involved in the interaction with the tumor site, and that significant heterogeneity exists even between different parts of a single lymph node (LN). Next, we confirmed and elaborated upon previous observations regarding intratumoral immunoglobulin heterogeneity. We identified B cell receptor (BCR) clonotypes that were expanded in tumors relative to draining LNs and blood and observed that these tumor-expanded clonotypes were less hypermutated than non-expanded (ubiquitous) clonotypes. Furthermore, we observed a shift in the properties of complementarity-determining region 3 of the BCR heavy chain (CDR-H3) towards less mature and less specific BCR repertoire in tumor-infiltrating B-cells compared to circulating B-cells, which may indicate less stringent control for antibody-producing B cell development in tumor microenvironment (TME). In addition, we found repertoire-level evidence that B-cells may be selected according to their CDR-H3 physicochemical properties before they activate somatic hypermutation (SHM). Altogether, our work outlines a broad picture of the differences in the tumor BCR repertoire relative to non-tumor tissues and points to the unexpected features of the SHM process.