iMarker Lab, Westlake Laboratory of Life Sciences and Biomedicine, Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, 18 Shilongshan Road, Hangzhou 310024, China.
Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, 18 Shilongshan Road, Hangzhou 310024, China.
Protein Cell. 2023 Sep 14;14(9):668-682. doi: 10.1093/procel/pwad004.
Although the development of COVID-19 vaccines has been a remarkable success, the heterogeneous individual antibody generation and decline over time are unknown and still hard to predict. In this study, blood samples were collected from 163 participants who next received two doses of an inactivated COVID-19 vaccine (CoronaVac®) at a 28-day interval. Using TMT-based proteomics, we identified 1,715 serum and 7,342 peripheral blood mononuclear cells (PBMCs) proteins. We proposed two sets of potential biomarkers (seven from serum, five from PBMCs) at baseline using machine learning, and predicted the individual seropositivity 57 days after vaccination (AUC = 0.87). Based on the four PBMC's potential biomarkers, we predicted the antibody persistence until 180 days after vaccination (AUC = 0.79). Our data highlighted characteristic hematological host responses, including altered lymphocyte migration regulation, neutrophil degranulation, and humoral immune response. This study proposed potential blood-derived protein biomarkers before vaccination for predicting heterogeneous antibody generation and decline after COVID-19 vaccination, shedding light on immunization mechanisms and individual booster shot planning.
尽管 COVID-19 疫苗的研发取得了显著的成功,但个体抗体随时间产生和下降的异质性仍不清楚,难以预测。在这项研究中,我们从 163 名参与者中采集了血液样本,这些参与者随后在 28 天的间隔内接受了两剂灭活 COVID-19 疫苗(科兴疫苗)。通过使用 TMT 蛋白质组学,我们鉴定了 1715 种血清和 7342 种外周血单核细胞(PBMC)蛋白。我们使用机器学习在基线时提出了两组潜在的生物标志物(血清中 7 种,PBMC 中 5 种),并预测了接种疫苗后 57 天的个体血清阳性率(AUC=0.87)。基于四个 PBMC 的潜在生物标志物,我们预测了抗体的持续时间直到接种疫苗后 180 天(AUC=0.79)。我们的数据突出了特征性的血液宿主反应,包括淋巴细胞迁移调节、嗜中性粒细胞脱颗粒和体液免疫反应的改变。本研究提出了接种疫苗前潜在的血液来源蛋白生物标志物,用于预测 COVID-19 疫苗接种后个体抗体的产生和下降的异质性,为免疫机制和个体加强针计划提供了线索。