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Mass Cytometry Analysis of High-Dimensional Single-Cell Immune Profiles in ZF2001-Vaccinated Patients Infected with SARS-CoV-2

Publication ,  Journal Article
Zhang, X; Li, L; Liu, Y; Zhan, H; Dai, M; Zhang, K; Yan, H; Gao, H; Liu, J; Liu, S; Lu, W; Li, Y; Feng, A; Dai, E; Zhou, J
Published in: Infection and Drug Resistance
January 1, 2025

Introduction: Coronavirus disease 2019 (COVID-19), caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), was declared a public health emergency of international concern (PHEIC) by the WHO. ZF2001, a protein subunit vaccine targeting the RBD, was utilized to evaluate its impact on the immune system of COVID-19 patients. This study aimed to investigate peripheral cell profiles one year after three doses of ZF2001 vaccine using single cell mass spectrometry flow cytometry (CyTOF), a technique that allows detailed characterization of the immune response against SARS-COV-2 infection and further evaluation of ZF2001 mechanisms as a prophylactic against chronic disease and reducing mortality. Methods: This study profiled peripheral blood mononuclear cells (PBMCs) from 16 vaccinated COVID-19 patients (Omicron 5.2) and 8 hDs using CyTOF with a 41-antibody panel. PBMCs isolated via Lymphoprep density gradient underwent metal-tagged antibody staining. Data analysis included FlowJo gating, Seurat/Harmony batch correction, PhenoGraph clustering (k=45), and t-SNE visualization. Statistical assessments employed Wilcoxon tests and Spearman correlation. Results: Our findings revealed significant differences between infected and healthy individuals one year after three doses of ZF2001. Specifically, infected individuals exhibited: significant elevation of cytotoxic T cells expressing CD8 with a proliferation marker antigen-Kiel 67 (Ki67) and an adhesion molecule (CD138), expansion of B cells and reduction of monocytes expressing CD16, as well as depletion of CD4+ T cells and differentiation of T cells 1 year after the vaccine. These changes suggested that the vaccine was effectively modulating the immune response. Discussion: Our results provided a detailed single-cell profile of the immune response to SARS-CoV-2 infection in vaccinated patients, highlighting significant changes in immune cell kinetics indicative of an active innate and adaptive immune cell response.

Duke Scholars

Published In

Infection and Drug Resistance

DOI

EISSN

1178-6973

Publication Date

January 1, 2025

Volume

18

Start / End Page

2497 / 2509

Related Subject Headings

  • 3202 Clinical sciences
  • 3107 Microbiology
  • 1115 Pharmacology and Pharmaceutical Sciences
  • 1103 Clinical Sciences
 

Citation

APA
Chicago
ICMJE
MLA
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Zhang, X., Li, L., Liu, Y., Zhan, H., Dai, M., Zhang, K., … Zhou, J. (2025). Mass Cytometry Analysis of High-Dimensional Single-Cell Immune Profiles in ZF2001-Vaccinated Patients Infected with SARS-CoV-2. Infection and Drug Resistance, 18, 2497–2509. https://doi.org/10.2147/IDR.S511936
Zhang, X., L. Li, Y. Liu, H. Zhan, M. Dai, K. Zhang, H. Yan, et al. “Mass Cytometry Analysis of High-Dimensional Single-Cell Immune Profiles in ZF2001-Vaccinated Patients Infected with SARS-CoV-2.” Infection and Drug Resistance 18 (January 1, 2025): 2497–2509. https://doi.org/10.2147/IDR.S511936.
Zhang X, Li L, Liu Y, Zhan H, Dai M, Zhang K, et al. Mass Cytometry Analysis of High-Dimensional Single-Cell Immune Profiles in ZF2001-Vaccinated Patients Infected with SARS-CoV-2. Infection and Drug Resistance. 2025 Jan 1;18:2497–509.
Zhang, X., et al. “Mass Cytometry Analysis of High-Dimensional Single-Cell Immune Profiles in ZF2001-Vaccinated Patients Infected with SARS-CoV-2.” Infection and Drug Resistance, vol. 18, Jan. 2025, pp. 2497–509. Scopus, doi:10.2147/IDR.S511936.
Zhang X, Li L, Liu Y, Zhan H, Dai M, Zhang K, Yan H, Gao H, Liu J, Liu S, Lu W, Li Y, Feng A, Dai E, Zhou J. Mass Cytometry Analysis of High-Dimensional Single-Cell Immune Profiles in ZF2001-Vaccinated Patients Infected with SARS-CoV-2. Infection and Drug Resistance. 2025 Jan 1;18:2497–2509.

Published In

Infection and Drug Resistance

DOI

EISSN

1178-6973

Publication Date

January 1, 2025

Volume

18

Start / End Page

2497 / 2509

Related Subject Headings

  • 3202 Clinical sciences
  • 3107 Microbiology
  • 1115 Pharmacology and Pharmaceutical Sciences
  • 1103 Clinical Sciences