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A phylogenetic codon substitution model for antibody lineages

Abstract:
Phylogenetic methods have shown promise in understanding the development ofbroadly neutralizing antibody lineages (bNAbs). However, the mutational process that generates these lineages – somatic hypermutation (SHM) – is biased by hotspot motifs, which violates important assumptions in most phylogenetic substitution models. Here, we develop a modified GY94-type substitution model that partially accounts for this context-dependency while preserving independence of sites during calculation. This model shows a substantially better fit to three well-characterized bNAb lineages than the standard GY94 model. We also demonstrate how our model can be used to test hypotheses concerning the roles of different hotspot and coldspot motifs in the evolution of B-cell lineages. Further, we explore the consequences of the idea that the number of hotspot motifs – and perhaps the mutation rate in general – is expected to decay over time in individual bNAb lineages.
Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1534/genetics.116.196303

Authors


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Institution:
University of Oxford
Oxford college:
Linacre College
Role:
Author
More by this author
Institution:
University of Oxford
Division:
MPLS
Department:
Doctoral Training Centre - MPLS
Role:
Author
More by this author
Institution:
University of Oxford
Division:
MSD
Department:
NDM
Sub department:
Human Genetics Wt Centre
Role:
Author


Publisher:
Genetics Society of America
Journal:
Genetics More from this journal
Volume:
206
Issue:
1
Pages:
417-427
Publication date:
2017-05-05
Acceptance date:
2017-03-10
DOI:
EISSN:
1943-2631
ISSN:
0016-6731


Pubs id:
pubs:685577
UUID:
uuid:36f6c533-ea16-422d-8b9c-4a77ec298f97
Local pid:
pubs:685577
Deposit date:
2017-03-14

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