Abstract
We quantify the VDJ recombination and somatic hypermutation processes in human B cells using probabilistic inference methods on high-throughput DNA sequence repertoires of human B-cell receptor heavy chains. Our analysis captures the statistical properties of the naive repertoire, first after its initial generation via VDJ recombination and then after selection for functionality. We also infer statistical properties of the somatic hypermutation machinery (exclusive of subsequent effects of selection).Ourmain results are the following: the B-cell repertoire is substantially more diverse than T-cell repertoires, owing to longer junctional insertions; sequences that pass initial selection are distinguished by having a higher probability of being generated in aVDJ recombination event; somatic hypermutations have a non-uniformdistribution along the V gene that iswell explained by an independent site model for the sequence context around the hypermutation site.
Original language | English (US) |
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Journal | Philosophical Transactions of the Royal Society B: Biological Sciences |
Volume | 370 |
Issue number | 1676 |
DOIs | |
State | Published - Sep 5 2015 |
All Science Journal Classification (ASJC) codes
- General Biochemistry, Genetics and Molecular Biology
- General Agricultural and Biological Sciences
Keywords
- B cell
- IgH
- Immune repertoire
- Somatic hypermutations
- Statistical inference
- VDJ recombination