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Serum peptidome profiles immune response of COVID-19 Vaccine administration
BACKGROUND: Coronavirus disease 2019 (COVID-19) caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has caused significant loss of life and property. In response to the serious pandemic, recently developed vaccines against SARS-CoV-2 have been administrated to the public. Neverthe...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9450691/ https://www.ncbi.nlm.nih.gov/pubmed/36091008 http://dx.doi.org/10.3389/fimmu.2022.956369 |
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author | Zhang, Wenjia Li, Dandan Xu, Bin Xu, Lanlan Lyu, Qian Liu, Xiangyi Li, Zhijie Zhang, Jian Sun, Wei Ma, Qingwei Qiao, Liang Liao, Pu |
author_facet | Zhang, Wenjia Li, Dandan Xu, Bin Xu, Lanlan Lyu, Qian Liu, Xiangyi Li, Zhijie Zhang, Jian Sun, Wei Ma, Qingwei Qiao, Liang Liao, Pu |
author_sort | Zhang, Wenjia |
collection | PubMed |
description | BACKGROUND: Coronavirus disease 2019 (COVID-19) caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has caused significant loss of life and property. In response to the serious pandemic, recently developed vaccines against SARS-CoV-2 have been administrated to the public. Nevertheless, the research on human immunization response against COVID-19 vaccines is insufficient. Although much information associated with vaccine efficacy, safety and immunogenicity has been reported by pharmaceutical companies based on laboratory studies and clinical trials, vaccine evaluation needs to be extended further to better understand the effect of COVID-19 vaccines on human beings. METHODS: We performed a comparative peptidome analysis on serum samples from 95 participants collected at four time points before and after receiving CoronaVac. The collected serum samples were analyzed by matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) to profile the serum peptides, and also subjected to humoral and cellular immune response analyses to obtain typical immunogenicity information. RESULTS: Significant difference in serum peptidome profiles by MALDI-TOF MS was observed after vaccination. By supervised statistical analysis, a total of 13 serum MALDI-TOF MS feature peaks were obtained on day 28 and day 42 of vaccination. The feature peaks were identified as component C1q receptor, CD59 glycoprotein, mannose-binding protein C, platelet basic protein, CD99 antigen, Leucine-rich alpha-2-glycoprotein, integral membrane protein 2B, platelet factor 4 and hemoglobin subunits. Combining with immunogenicity analysis, the study provided evidence for the humoral and cellular immune responses activated by CoronaVac. Furthermore, we found that it is possible to distinguish neutralizing antibody (NAbs)-positive from NAbs-negative individuals after complete vaccination using the serum peptidome profiles by MALDI-TOF MS together with machine learning methods, including random forest (RF), partial least squares-discriminant analysis (PLS-DA), linear support vector machine (SVM) and logistic regression (LR). CONCLUSIONS: The study shows the promise of MALDI-TOF MS-based serum peptidome analysis for the assessment of immune responses activated by COVID-19 vaccination, and discovered a panel of serum peptides biomarkers for COVID-19 vaccination and for NAbs generation. The method developed in this study can help not only in the development of new vaccines, but also in the post-marketing evaluation of developed vaccines. |
format | Online Article Text |
id | pubmed-9450691 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-94506912022-09-08 Serum peptidome profiles immune response of COVID-19 Vaccine administration Zhang, Wenjia Li, Dandan Xu, Bin Xu, Lanlan Lyu, Qian Liu, Xiangyi Li, Zhijie Zhang, Jian Sun, Wei Ma, Qingwei Qiao, Liang Liao, Pu Front Immunol Immunology BACKGROUND: Coronavirus disease 2019 (COVID-19) caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has caused significant loss of life and property. In response to the serious pandemic, recently developed vaccines against SARS-CoV-2 have been administrated to the public. Nevertheless, the research on human immunization response against COVID-19 vaccines is insufficient. Although much information associated with vaccine efficacy, safety and immunogenicity has been reported by pharmaceutical companies based on laboratory studies and clinical trials, vaccine evaluation needs to be extended further to better understand the effect of COVID-19 vaccines on human beings. METHODS: We performed a comparative peptidome analysis on serum samples from 95 participants collected at four time points before and after receiving CoronaVac. The collected serum samples were analyzed by matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) to profile the serum peptides, and also subjected to humoral and cellular immune response analyses to obtain typical immunogenicity information. RESULTS: Significant difference in serum peptidome profiles by MALDI-TOF MS was observed after vaccination. By supervised statistical analysis, a total of 13 serum MALDI-TOF MS feature peaks were obtained on day 28 and day 42 of vaccination. The feature peaks were identified as component C1q receptor, CD59 glycoprotein, mannose-binding protein C, platelet basic protein, CD99 antigen, Leucine-rich alpha-2-glycoprotein, integral membrane protein 2B, platelet factor 4 and hemoglobin subunits. Combining with immunogenicity analysis, the study provided evidence for the humoral and cellular immune responses activated by CoronaVac. Furthermore, we found that it is possible to distinguish neutralizing antibody (NAbs)-positive from NAbs-negative individuals after complete vaccination using the serum peptidome profiles by MALDI-TOF MS together with machine learning methods, including random forest (RF), partial least squares-discriminant analysis (PLS-DA), linear support vector machine (SVM) and logistic regression (LR). CONCLUSIONS: The study shows the promise of MALDI-TOF MS-based serum peptidome analysis for the assessment of immune responses activated by COVID-19 vaccination, and discovered a panel of serum peptides biomarkers for COVID-19 vaccination and for NAbs generation. The method developed in this study can help not only in the development of new vaccines, but also in the post-marketing evaluation of developed vaccines. Frontiers Media S.A. 2022-08-24 /pmc/articles/PMC9450691/ /pubmed/36091008 http://dx.doi.org/10.3389/fimmu.2022.956369 Text en Copyright © 2022 Zhang, Li, Xu, Xu, Lyu, Liu, Li, Zhang, Sun, Ma, Qiao and Liao https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Immunology Zhang, Wenjia Li, Dandan Xu, Bin Xu, Lanlan Lyu, Qian Liu, Xiangyi Li, Zhijie Zhang, Jian Sun, Wei Ma, Qingwei Qiao, Liang Liao, Pu Serum peptidome profiles immune response of COVID-19 Vaccine administration |
title | Serum peptidome profiles immune response of COVID-19 Vaccine administration |
title_full | Serum peptidome profiles immune response of COVID-19 Vaccine administration |
title_fullStr | Serum peptidome profiles immune response of COVID-19 Vaccine administration |
title_full_unstemmed | Serum peptidome profiles immune response of COVID-19 Vaccine administration |
title_short | Serum peptidome profiles immune response of COVID-19 Vaccine administration |
title_sort | serum peptidome profiles immune response of covid-19 vaccine administration |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9450691/ https://www.ncbi.nlm.nih.gov/pubmed/36091008 http://dx.doi.org/10.3389/fimmu.2022.956369 |
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