4.6 Article

DSab-origin: a novel IGHD sensitive VDJ mapping method and its application on antibody response after influenza vaccination

期刊

BMC BIOINFORMATICS
卷 20, 期 -, 页码 -

出版社

BMC
DOI: 10.1186/s12859-019-2715-7

关键词

Immunoglobulin; V(D)J rearrangements; Influenza infection; Antibodies; Vaccine

资金

  1. National Key R&D Program of China [SQ2017YFC170310, 2017YFC0908400]
  2. National Natural Science Foundation of China [31671379]

向作者/读者索取更多资源

BackgroundFunctional antibody genes are often assembled by VDJ recombination and then diversified by somatic hypermutation. Identifying the combination of sourcing germline genes is critical to understand the process of antibody maturation, which may facilitate the diagnostics and rapid generation of human monoclonal antibodies in therapeutics. Despite of successful efforts in V and J fragment assignment, method in D segment tracing remains weak for immunoglobulin heavy diversity (IGHD).ResultsIn this paper, we presented a D-sensitive mapping method called DSab-origin with accuracies around 90% in human monoclonal antibody data and average 95.8% in mouse data. Besides, DSab-origin achieved the best performance in holistic prediction of VDJ segments assignment comparing with other methods commonly used in simulation data. After that, an application example was explored on the antibody response based on a time-series antibody sequencing data after influenza vaccination. The result indicated that, despite the personal response among different donors, IGHV3-7 and IGHD4-17 were likely to be dominated gene segments in these three donors.ConclusionsThis work filled in a computational gap in D segment assignment for VDJ germline gene identification in antibody research. And it offered an application example of DSab-origin for studying the antibody maturation process after influenza vaccination.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.6
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据