Quantifying selection in immune receptor repertoires
- 18 June 2014
- journal article
- research article
- Published by Proceedings of the National Academy of Sciences in Proceedings of the National Academy of Sciences
- Vol. 111 (27) , 9875-9880
- https://doi.org/10.1073/pnas.1409572111
Abstract
The efficient recognition of pathogens by the adaptive immune system relies on the diversity of receptors displayed at the surface of immune cells. T-cell receptor diversity results from an initial random DNA editing process, called VDJ recombination, followed by functional selection of cells according to the interaction of their surface receptors with self and foreign antigenic peptides. Using high-throughput sequence data from the β-chain of human T-cell receptors, we infer factors that quantify the overall effect of selection on the elements of receptor sequence composition: the V and J gene choice and the length and amino acid composition of the variable region. We find a significant correlation between biases induced by VDJ recombination and our inferred selection factors together with a reduction of diversity during selection. Both effects suggest that natural selection acting on the recombination process has anticipated the selection pressures experienced during somatic evolution. The inferred selection factors differ little between donors or between naive and memory repertoires. The number of sequences shared between donors is well-predicted by our model, indicating a stochastic origin of such public sequences. Our approach is based on a probabilistic maximum likelihood method, which is necessary to disentangle the effects of selection from biases inherent in the recombination process.Keywords
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This publication has 23 references indexed in Scilit:
- Statistical inference of the generation probability of T-cell receptors from sequence repertoiresProceedings of the National Academy of Sciences, 2012
- Chromatin conformation governs T-cell receptor Jβ gene segment usageProceedings of the National Academy of Sciences, 2012
- Convergent recombination shapes the clonotypic landscape of the naïve T-cell repertoireProceedings of the National Academy of Sciences, 2010
- Overlap and Effective Size of the Human CD8 + T Cell Receptor RepertoireScience Translational Medicine, 2010
- Maximum entropy models for antibody diversityProceedings of the National Academy of Sciences, 2010
- High throughput sequencing reveals a complex pattern of dynamic interrelationships among human T cell subsetsProceedings of the National Academy of Sciences, 2010
- High-Throughput Sequencing of the Zebrafish Antibody RepertoireScience, 2009
- How the thymus designs antigen-specific and self-tolerant T cell receptor sequencesProceedings of the National Academy of Sciences, 2008
- Energy-dependent fitness: A quantitative model for the evolution of yeast transcription factor binding sitesProceedings of the National Academy of Sciences, 2008
- Sharing of T cell receptors in antigen-specific responses is driven by convergent recombinationProceedings of the National Academy of Sciences, 2006