Large-scale network analysis reveals the sequence space architecture of antibody repertoires

被引:81
|
作者
Miho, Enkelejda [1 ,2 ,3 ]
Roskar, Rok [4 ]
Greiff, Victor [5 ]
Reddy, Sai T. [1 ]
机构
[1] Swiss Fed Inst Technol, Dept Biosyst Sci & Engn, CH-4058 Basel, Switzerland
[2] FHNW Univ Appl Sci & Arts Northwestern Switzerlan, Inst Med Engn & Med Informat, Sch Life Sci, CH-4132 Muttenz, Switzerland
[3] Switzerland Innovat Pk Basel Area AG, AiNET GmbH, Hochbergstr 60C, CH-4057 Basel, Switzerland
[4] Swiss Fed Inst Technol, Res Informat, Sci IT Serv, CH-8001 Zurich, Switzerland
[5] Univ Oslo, Dept Immunol, N-0372 Oslo, Norway
基金
瑞士国家科学基金会;
关键词
POWER-LAW DISTRIBUTIONS; RECEPTOR REPERTOIRES; LYMPHOCYTE RECEPTOR; MUTATIONS; HIV; ROBUSTNESS; MATURATION; GENERATION; CENTRALITY; DIVERSITY;
D O I
10.1038/s41467-019-09278-8
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The architecture of mouse and human antibody repertoires is defined by the sequence similarity networks of the clones that compose them. The major principles that define the architecture of antibody repertoires have remained largely unknown. Here, we establish a high-performance computing platform to construct large-scale networks from comprehensive human and murine antibody repertoire sequencing datasets (>100,000 unique sequences). Leveraging a network-based statistical framework, we identify three fundamental principles of antibody repertoire architecture: reproducibility, robustness and redundancy. Antibody repertoire networks are highly reproducible across individuals despite high antibody sequence dissimilarity. The architecture of antibody repertoires is robust to the removal of up to 50-90% of randomly selected clones, but fragile to the removal of public clones shared among individuals. Finally, repertoire architecture is intrinsically redundant. Our analysis provides guidelines for the large-scale network analysis of immune repertoires and may be used in the future to define disease-associated and synthetic repertoires.
引用
收藏
页数:11
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