Rosati Elisa, Pogorelyy Mikhail V, Minervina Anastasia A, Scheffold Alexander, Franke Andre, Bacher Petra, Thomas Paul G
bioRxiv. 2021 Nov 22:2021.11.19.469229. doi: 10.1101/2021.11.19.469229.
The amount of scientific data and level of public sharing produced as a consequence of the COVID-19 pandemic, as well as the speed at which these data were produced, far exceeds any previous effort against a specific disease condition. This unprecedented situation allows for development and application of new research approaches. One of the major technical hurdles in immunology is the characterization of HLA-antigen-T cell receptor (TCR) specificities. Most approaches aim to identify reactive T cells starting from known antigens using functional assays. However, the need for a reverse approach identifying the antigen specificity of orphan TCRs is increasing. Utilizing large public single-cell gene expression and TCR datasets, we identified highly public CD4 T cell responses to SARS-CoV-2, covering >75% of the analysed population. We performed an integrative meta-analysis to deeply characterize these clonotypes by TCR sequence, gene expression, HLA-restriction, and antigen-specificity, identifying strong and public CD4 immunodominant responses with confirmed specificity. CD4 COVID-enriched clonotypes show T follicular helper functional features, while clonotypes depleted in SARS-CoV-2 individuals preferentially had a central memory phenotype. In total we identify more than 1200 highly public CD4+ T cell clonotypes reactive to SARS-CoV-2. TCR similarity analysis showed six prominent TCR clusters, for which we predicted both HLA-restriction and cognate SARS-CoV-2 immunodominant epitopes. To validate our predictions we used an independent cohort of TCR repertoires before and after vaccination with , a replication-deficient simian adenovirus-vectored vaccine, encoding the SARS-CoV-2 spike protein. We find statistically significant enrichment of the predicted spike-reactive TCRs after vaccination with , while the frequency of TCRs specific to other SARS-CoV-2 proteins remains stable. Thus, the CD4-associated TCR repertoire differentiates vaccination from natural infection. In conclusion, our study presents a novel reverse epitope discovery approach that can be used to infer HLA- and antigen-specificity of orphan TCRs in any context, such as viral infections, antitumor immune responses, or autoimmune disease.
Identification of highly public CD4+ T cell responses to SARS-CoV-2Systematic prediction of exact immunogenic HLA class II epitopes for CD4+ T cell responseMethodological framework for reverse epitope discovery, which can be applied to other disease contexts and may provide essential insights for future studies and clinical applications.
2019年冠状病毒病(COVID-19)大流行产生的科学数据量、公开共享水平以及这些数据的产生速度,远远超过以往针对任何特定疾病状况所做的努力。这种前所未有的情况为新研究方法的开发和应用创造了条件。免疫学的主要技术障碍之一是对人类白细胞抗原-抗原-T细胞受体(HLA-抗原-TCR)特异性的表征。大多数方法旨在使用功能测定法从已知抗原出发鉴定反应性T细胞。然而,对一种反向方法来鉴定孤儿TCR的抗原特异性的需求日益增加。利用大规模公开的单细胞基因表达和TCR数据集,我们鉴定出针对严重急性呼吸综合征冠状病毒2(SARS-CoV-2)的高度公共的CD4+ T细胞反应,覆盖了超过75%的分析人群。我们进行了一项综合荟萃分析,通过TCR序列、基因表达、HLA限制性和抗原特异性对这些克隆型进行深入表征,鉴定出具有确认特异性的强烈且公共的CD4+免疫显性反应。富含COVID的CD4+克隆型表现出滤泡辅助性T细胞功能特征,而在SARS-CoV-2感染者中减少的克隆型优先具有中央记忆表型。我们总共鉴定出1200多个对SARS-CoV-2有反应的高度公共的CD4+ T细胞克隆型。TCR相似性分析显示了六个突出的TCR簇,我们针对这些簇预测了HLA限制性和同源的SARS-CoV-2免疫显性表位。为了验证我们的预测,我们使用了一个独立队列,该队列在接种一种编码SARS-CoV-2刺突蛋白的复制缺陷型猿猴腺病毒载体疫苗前后的TCR库。我们发现接种该疫苗后预测的刺突反应性TCR有统计学上显著的富集,而对其他SARS-CoV-2蛋白特异的TCR频率保持稳定。因此,与CD4相关的TCR库区分了疫苗接种和自然感染。总之,我们的研究提出了一种新的反向表位发现方法,可用于推断任何情况下孤儿TCR的HLA和抗原特异性,如病毒感染、抗肿瘤免疫反应或自身免疫性疾病。
鉴定出针对SARS-CoV-2的高度公共的CD4+ T细胞反应
系统预测CD4+ T细胞反应的确切免疫原性HLA II类表位
反向表位发现的方法框架,可应用于其他疾病背景,并可能为未来研究和临床应用提供重要见解