Interpreting the B-cell receptor repertoire with single-cell gene expression using Benisse

被引:10
|
作者
Zhang, Ze [1 ]
Chang, Woo Yong [1 ]
Wang, Kaiwen [2 ]
Yang, Yuqiu [1 ,2 ]
Wang, Xinlei [2 ]
Yao, Chen [3 ,4 ]
Wu, Tuoqi [3 ,4 ]
Wang, Li [5 ,6 ]
Wang, Tao [1 ,7 ]
机构
[1] Univ Texas Southwestern Med Ctr Dallas, Dept Populat & Data Sci, Quantitat Biomed Res Ctr, Dallas, TX 75390 USA
[2] Southern Methodist Univ, Dept Stat Sci, Dallas, TX USA
[3] Univ Texas Southwestern Med Ctr Dallas, Dept Immunol, Dallas, TX 75390 USA
[4] Univ Texas Southwestern Med Ctr Dallas, Harold C Simmons Comprehens Canc Ctr, Dallas, TX 75390 USA
[5] Univ Texas Arlington, Dept Math, Arlington, TX 76019 USA
[6] Univ Texas Arlington, Dept Comp Sci & Engn, Arlington, TX 76019 USA
[7] Univ Texas Southwestern Med Ctr Dallas, Ctr Genet Host Def, Dallas, TX 75390 USA
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
T-CELL; SOMATIC HYPERMUTATION; ANTIBODY; ANTIGEN; BCR; RESPONSES;
D O I
10.1038/s42256-022-00492-6
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
B-cell receptors (BCRs) and their impact on B cells play a vital role in our immune system; however, the manner in which B cells are activated by BCRs are still poorly understood. Ze Zhang and colleagues present a graph-based method that connects BCR and single B-cell RNA sequencing data and identifies notable coupling between BCR and B-cell expression in COVID-19. B-cell receptors (BCRs) are a crucial player in the development and activation of B cells, and their mature forms are secreted as antibodies, which execute functions such as the neutralization of invading pathogens. All current analytical approaches for BCRs solely investigate the BCR sequences and ignore their correlations with the transcriptomics of the B cells, yielding conclusions of unknown functional relevance regarding the roles of BCRs and B cells, and could generate biased interpretation. Many single-cell RNA-sequencing (scRNA-seq) techniques can now capture both the gene expression and BCR of each B cell, which could potentially address this issue. Here, we investigated 43,938 B cells from 13 scRNA-seq datasets with matched scBCR sequencing, and we observed an association between the BCRs and the B cells' transcriptomics. Motivated by this, we developed the Benisse model (BCR embedding graphical network informed by scRNA-seq) to provide refined analyses of BCRs guided by single-cell gene expression. Benisse revealed a gradient of B-cell activation along BCR trajectories. We discovered a stronger coupling between BCRs and B-cell gene expression during COVID-19 infections. We found that BCRs form a directed pattern of continuous and linear evolution to achieve the highest antigen targeting efficiency, compared with the convergent evolution pattern of T-cell receptors. Overall, a simultaneous digestion of the BCR and gene expression of B cells, viewed through the lens of Benisse, will lead to a more insightful interpretation of the functional relevance of the BCR repertoire in different biological contexts.
引用
收藏
页码:596 / +
页数:17
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