Network properties derived from deep sequencing of human B-cell receptor repertoires delineate B-cell populations
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Open Access
- 6 June 2013
- journal article
- Published by Cold Spring Harbor Laboratory in Genome Research
- Vol. 23 (11) , 1874-1884
- https://doi.org/10.1101/gr.154815.113
Abstract
The adaptive immune response selectively expands B- and T-cell clones following antigen recognition by B- and T-cell receptors (BCR and TCR), respectively. Next-generation sequencing is a powerful tool for dissecting the BCR and TCR populations at high resolution, but robust computational analyses are required to interpret such sequencing. Here, we develop a novel computational approach for BCR repertoire analysis using established next-generation sequencing methods coupled with network construction and population analysis. BCR sequences organize into networks based on sequence diversity, with differences in network connectivity clearly distinguishing between diverse repertoires of healthy individuals and clonally expanded repertoires from individuals with chronic lymphocytic leukemia (CLL) and other clonal blood disorders. Network population measures defined by the Gini Index and cluster sizes quantify the BCR clonality status and are robust to sampling and sequencing depths. BCR network analysis therefore allows the direct and quantifiable comparison of BCR repertoires between samples and intra-individual population changes between temporal or spatially separated samples and over the course of therapy.Keywords
This publication has 64 references indexed in Scilit:
- Viral population analysis and minority-variant detection using short read next-generation sequencingPhilosophical Transactions Of The Royal Society B-Biological Sciences, 2013
- High-throughput VDJ sequencing for quantification of minimal residual disease in chronic lymphocytic leukemia and immune reconstitution assessmentProceedings of the National Academy of Sciences, 2011
- Exhaustive T-cell repertoire sequencing of human peripheral blood samples reveals signatures of antigen selection and a directly measured repertoire size of at least 1 million clonotypesGenome Research, 2011
- phangorn: phylogenetic analysis in RBioinformatics, 2010
- Profiling the T-cell receptor beta-chain repertoire by massively parallel sequencingGenome Research, 2009
- IMGT(R), the international ImMunoGeneTics information system(R)Nucleic Acids Research, 2008
- Subclonal phylogenetic structures in cancer revealed by ultra-deep sequencingProceedings of the National Academy of Sciences, 2008
- A second generation human haplotype map of over 3.1 million SNPsNature, 2007
- Characterization of mutation spectra with ultra-deep pyrosequencing: Application to HIV-1 drug resistanceGenome Research, 2007
- Basic Local Alignment Search ToolJournal of Molecular Biology, 1990