George S. Wise Faculty of Life Sciences, School of Molecular Cell Biology and Biotechnology, Tel Aviv University, Ramat Aviv, Israel.
Front Immunol. 2018 Jul 30;9:1686. doi: 10.3389/fimmu.2018.01686. eCollection 2018.
Reproducible and robust data on antibody repertoires are invaluable for basic and applied immunology. Next-generation sequencing (NGS) of antibody variable regions has emerged as a powerful tool in systems immunology, providing quantitative molecular information on antibody polyclonal composition. However, major computational challenges exist when analyzing antibody sequences, from error handling to hypermutation profiles and clonal expansion analyses. In this work, we developed the ASAP (A webserver for Immunoglobulin-Seq Analysis Pipeline) webserver (https://asap.tau.ac.il). The input to ASAP is a paired-end sequence dataset from one or more replicates, with or without unique molecular identifiers. These datasets can be derived from NGS of human or murine antibody variable regions. ASAP first filters and annotates the sequence reads using public or user-provided germline sequence information. The ASAP webserver next performs various calculations, including somatic hypermutation level, CDR3 lengths, V(D)J family assignments, and V(D)J combination distribution. These analyses are repeated for each replicate. ASAP provides additional information by analyzing the commonalities and differences between the repeats ("joint" analysis). For example, ASAP examines the shared variable regions and their frequency in each replicate to determine which sequences are less likely to be a result of a sample preparation derived and/or sequencing errors. Moreover, ASAP clusters the data to clones and reports the identity and prevalence of top ranking clones (clonal expansion analysis). ASAP further provides the distribution of synonymous and non-synonymous mutations within the V genes somatic hypermutations. Finally, ASAP provides means to process the data for proteomic analysis of serum/secreted antibodies by generating a variable region database for liquid chromatography high resolution tandem mass spectrometry (LC-MS/MS) interpretation. ASAP is user-friendly, free, and open to all users, with no login requirement. ASAP is applicable for researchers interested in basic questions related to B cell development and differentiation, as well as applied researchers who are interested in vaccine development and monoclonal antibody engineering. By virtue of its user-friendliness, ASAP opens the antibody analysis field to non-expert users who seek to boost their research with immune repertoire analysis.
抗体库的可重现性和稳健性数据对于基础和应用免疫学至关重要。下一代测序(NGS)技术在系统免疫学中已成为一种强大的工具,可提供有关抗体多克隆组成的定量分子信息。然而,在分析抗体序列时,仍然存在许多主要的计算挑战,从错误处理到超突变谱和克隆扩增分析。在这项工作中,我们开发了 ASAP(用于免疫球蛋白测序分析管道的网络服务器)网络服务器(https://asap.tau.ac.il)。ASAP 的输入是来自一个或多个重复的配对末端序列数据集,有或没有独特的分子标识符。这些数据集可以从人类或鼠类抗体可变区的 NGS 中获得。ASAP 首先使用公共或用户提供的胚系序列信息过滤和注释序列读取。ASAP 网络服务器随后执行各种计算,包括体细胞超突变水平、CDR3 长度、V(D)J 家族分配和 V(D)J 组合分布。这些分析会针对每个重复进行重复。ASAP 通过分析重复之间的相似性和差异性(“联合”分析)提供更多信息。例如,ASAP 检查每个重复中的共享可变区及其频率,以确定哪些序列不太可能是样本制备衍生和/或测序错误的结果。此外,ASAP 将数据聚类到克隆中,并报告排名靠前的克隆的身份和流行度(克隆扩增分析)。ASAP 还进一步提供 V 基因体细胞超突变中同义和非同义突变的分布。最后,ASAP 提供了一种方法,通过生成用于液相色谱高分辨率串联质谱(LC-MS/MS)解释的可变区数据库,对血清/分泌型抗体进行蛋白质组学分析。ASAP 易于使用,免费且对所有用户开放,无需登录。ASAP 适用于对 B 细胞发育和分化相关基础问题感兴趣的研究人员,以及对疫苗开发和单克隆抗体工程感兴趣的应用研究人员。由于其易用性,ASAP 将抗体分析领域开放给希望通过免疫库分析来推动其研究的非专家用户。