Clinical Research Institute, The First Affiliated Hospital of Xiamen University, State Key Laboratory of Vaccines for Infectious Diseases, Xiang An Biomedicine Laboratory, School of Medicine, Xiamen University, Xiamen, 361102, Fujian, China.
Department of Emergency Medicine, Xiang'an Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, 361102, Fujian, China.
J Hematol Oncol. 2024 Mar 27;17(1):15. doi: 10.1186/s13045-024-01537-6.
The T-cell receptor (TCR) repertoires exhibits distinct signatures associated with COVID-19 severity. However, the precise identification of vaccine-induced SARS-CoV-2-specific TCRs and T-cell immunity mechanisms are unknown. We developed a machine-learning model that can differentiate COVID-19 patients from healthy individuals based on TCR sequence features with an accuracy of 95.7%. Additionally, we identified SARS-CoV-2-specific T cells and TCR in HLA-A*02 vaccinated individuals by peptide stimulation. The SARS-CoV-2-specific T cells exhibited higher cytotoxicity and prolonged survival when targeting spike-pulsed cells in vitro or in vivo. The top-performing TCR was further tested for its affinity and cytotoxic effect against SARS-CoV-2-associated epitopes. Furthermore, single-cell RNA sequencing (scRNA-seq), immune repertoire sequencing (IR-seq) and flow cytometry were used to access vaccine-induced cellular immunity, which demonstrated that robust T cell responses (T cell activation, tissue-resident memory T cell (Trm) generation, and TCR clonal expansion) could be induced by intranasal vaccination. In summary, we identified the SARS-CoV-2-associated TCR repertoires profile, specific TCRs and T cell responses. This study provides a theoretical basis for developing effective immunization strategies.
T 细胞受体 (TCR) 谱表现出与 COVID-19 严重程度相关的独特特征。然而,疫苗诱导的 SARS-CoV-2 特异性 TCR 和 T 细胞免疫机制的确切鉴定尚不清楚。我们开发了一种机器学习模型,能够基于 TCR 序列特征区分 COVID-19 患者和健康个体,准确率为 95.7%。此外,我们通过肽刺激鉴定了 HLA-A*02 接种个体中的 SARS-CoV-2 特异性 T 细胞和 TCR。SARS-CoV-2 特异性 T 细胞在体外或体内靶向刺突脉冲细胞时表现出更高的细胞毒性和更长的存活时间。表现最佳的 TCR 进一步测试了其对 SARS-CoV-2 相关表位的亲和力和细胞毒性作用。此外,单细胞 RNA 测序 (scRNA-seq)、免疫受体测序 (IR-seq) 和流式细胞术用于评估疫苗诱导的细胞免疫,结果表明鼻内接种可诱导强烈的 T 细胞反应(T 细胞激活、组织驻留记忆 T 细胞 (Trm) 的产生和 TCR 克隆扩增)。总之,我们鉴定了 SARS-CoV-2 相关的 TCR 谱特征、特异性 TCR 和 T 细胞反应。本研究为开发有效的免疫策略提供了理论依据。