1. Modeling antigen-specific T cell dynamics following Hepatitis B Vaccination indicates differences between conventional and regulatory T cell dynamics.
- Author
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Besbassi H, Elias G, Meysman P, Jansens H, Laukens K, Damme PV, Hens N, Beutels P, and Ogunjimi B
- Subjects
- Humans, Hepatitis B immunology, Hepatitis B prevention & control, Memory T Cells immunology, Male, Adult, Female, Herpesvirus 1, Human immunology, Herpesvirus 4, Human immunology, Young Adult, Immunologic Memory immunology, T-Lymphocytes, Regulatory immunology, Hepatitis B Vaccines immunology, Hepatitis B Vaccines administration & dosage, Vaccination
- Abstract
Our study aims to investigate the dynamics of conventional memory T cells (Tconv) and regulatory memory T cells (Treg) following activation, and to explore potential differences between these two cell types. To achieve this, we developed advanced statistical mixed models based on mathematical models of ordinary differential equations (ODE), which allowed us to transform post-vaccination immunological processes into mathematical formulas. These models were applied to in-house data from a de novo Hepatitis B vaccination trial. By accounting for inter- and intra-individual variability, our models provided good fits for both antigen-specific Tconv and Treg cells, overcoming the challenge of studying these complex processes. Our modeling approach provided a deeper understanding of the immunological processes underlying T cell development after vaccination. Specifically, our analysis revealed several important findings regarding the dynamics of Tconv and Treg cells, as well as their relationship to seropositivity for Herpes Simplex Virus Type 1 (HSV-1) and Epstein-Barr Virus (EBV), and the dynamics of antibody response to vaccination. Firstly, our modeling indicated that Tconv dynamics suggest the existence of two T cell types, in contrast to Treg dynamics where only one T cell type is predicted. Secondly, we found that individuals who converted to a positive antibody response to the vaccine earlier had lower decay rates for both Tregs and Tconv cells, which may have important implications for the development of more effective vaccination strategies. Additionally, our modeling showed that HSV-1 seropositivity negatively influenced Tconv cell expansion after the second vaccination, while EBV seropositivity was associated with higher Treg expansion rates after vaccination. Overall, this study provides a critical foundation for understanding the dynamic processes underlying T cell development after vaccination., Competing Interests: Declaration of competing interest The authors declare the following financial interests/personal relationships which may be considered as potential competing interests: Benson Ogunjimi reports financial support was provided by European Research Council. Benson Ogunjimi reports financial support was provided by Research Foundation Flanders. Philippe Beutels reports financial support was provided by University of Antwerp. Pierre Van Damme reports financial support was provided by University of Antwerp. CONFLICT OF INTEREST STATEMENT: BO declares that the University Hospital Antwerpen and the University of Antwerp have received investigator-initiated grants from Abbvie, Pfizer and Roche. BO is a shareholder and member of the board of ImmuneWatch BV. NH declares that the Universities of Antwerp and Hasselt have received funding for advisory boards and research projects of MSD, GSK, JnJ, Pfizer and the European Commission’s IMI programme outside the proposed work. NH has not received any personal remuneration. PB declares the University of Antwerp received compensation for unrelated consultancy for Pfizer in 2019, research grants from MSD and Pfizer, and the European Commission’s IMI programme. PB has not received any personal remuneration. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest. KL is a shareholder and member of the board of ImmuneWatch BV. PM is a shareholder, employee and member of the board of ImmuneWatch BV. If there are other authors, they declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2024 Elsevier Ltd. All rights reserved.)
- Published
- 2024
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