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Article

Longitudinal Dynamics of Human B-Cell Response at the Single-Cell Level in Response to Tdap Vaccination

by
Indu Khatri
1,2,
Annieck M. Diks
1,
Erik B. van den Akker
2,3,
Liesbeth E. M. Oosten
4,
Jaap Jan Zwaginga
4,
Marcel J. T. Reinders
2,5,
Jacques J. M. van Dongen
1,* and
Magdalena A. Berkowska
1
1
Department of Immunology, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
2
Leiden Computational Biology Center, Leiden University Medical Center, 2333 ZC Leiden, The Netherlands
3
Department of Molecular Epidemiology, Leiden University Medical Center, 2333 ZC Leiden, The Netherlands
4
Department of Hematology, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
5
Delft Bioinformatics Lab, Delft University of Technology, 2628 CD Delft, The Netherlands
*
Author to whom correspondence should be addressed.
Vaccines 2021, 9(11), 1352; https://doi.org/10.3390/vaccines9111352
Submission received: 8 October 2021 / Revised: 8 November 2021 / Accepted: 13 November 2021 / Published: 18 November 2021
(This article belongs to the Special Issue Bordetella pertussis Infection and Vaccination)

Abstract

To mount an adequate immune response against pathogens, stepwise mutation and selection processes are crucial functions of the adaptive immune system. To better characterize a successful vaccination response, we performed longitudinal (days 0, 5, 7, 10, and 14 after Boostrix vaccination) analysis of the single-cell transcriptome as well as the B-cell receptor (BCR) repertoire (scBCR-rep) in plasma cells of an immunized donor and compared it with baseline B-cell characteristics as well as flow cytometry findings. Based on the flow cytometry knowledge and literature findings, we discriminated individual B-cell subsets in the transcriptomics data and traced over-time maturation of plasmablasts/plasma cells (PB/PCs) and identified the pathways associated with the plasma cell maturation. We observed that the repertoire in PB/PCs differed from the baseline B-cell repertoire e.g., regarding expansion of unique clones in post-vaccination visits, high usage of IGHG1 in expanded clones, increased class-switching events post-vaccination represented by clonotypes spanning multiple IGHC classes and positive selection of CDR3 sequences over time. Importantly, the Variable gene family-based clustering of BCRs represented a similar measure as the gene-based clustering, but certainly improved the clustering of BCRs, as BCRs from duplicated Variable gene families could be clustered together. Finally, we developed a query tool to dissect the immune response to the components of the Boostrix vaccine. Using this tool, we could identify the BCRs related to anti-tetanus and anti-pertussis toxoid BCRs. Collectively, we developed a bioinformatic workflow which allows description of the key features of an ongoing (longitudinal) immune response, such as activation of PB/PCs, Ig class switching, somatic hypermutation, and clonal expansion, all of which are hallmarks of antigen exposure, followed by mutation & selection processes.
Keywords: B-cell receptor repertoire; Tdap vaccine; pertussis; single cell; vaccination B-cell receptor repertoire; Tdap vaccine; pertussis; single cell; vaccination

Share and Cite

MDPI and ACS Style

Khatri, I.; Diks, A.M.; van den Akker, E.B.; Oosten, L.E.M.; Zwaginga, J.J.; Reinders, M.J.T.; van Dongen, J.J.M.; Berkowska, M.A. Longitudinal Dynamics of Human B-Cell Response at the Single-Cell Level in Response to Tdap Vaccination. Vaccines 2021, 9, 1352. https://doi.org/10.3390/vaccines9111352

AMA Style

Khatri I, Diks AM, van den Akker EB, Oosten LEM, Zwaginga JJ, Reinders MJT, van Dongen JJM, Berkowska MA. Longitudinal Dynamics of Human B-Cell Response at the Single-Cell Level in Response to Tdap Vaccination. Vaccines. 2021; 9(11):1352. https://doi.org/10.3390/vaccines9111352

Chicago/Turabian Style

Khatri, Indu, Annieck M. Diks, Erik B. van den Akker, Liesbeth E. M. Oosten, Jaap Jan Zwaginga, Marcel J. T. Reinders, Jacques J. M. van Dongen, and Magdalena A. Berkowska. 2021. "Longitudinal Dynamics of Human B-Cell Response at the Single-Cell Level in Response to Tdap Vaccination" Vaccines 9, no. 11: 1352. https://doi.org/10.3390/vaccines9111352

APA Style

Khatri, I., Diks, A. M., van den Akker, E. B., Oosten, L. E. M., Zwaginga, J. J., Reinders, M. J. T., van Dongen, J. J. M., & Berkowska, M. A. (2021). Longitudinal Dynamics of Human B-Cell Response at the Single-Cell Level in Response to Tdap Vaccination. Vaccines, 9(11), 1352. https://doi.org/10.3390/vaccines9111352

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