Phylogenetic analysis of migration, differentiation, and class switching in B cells.
Kenneth B HoehnOliver George PybusSteven H KleinsteinPublished in: PLoS computational biology (2022)
B cells undergo rapid mutation and selection for antibody binding affinity when producing antibodies capable of neutralizing pathogens. This evolutionary process can be intermixed with migration between tissues, differentiation between cellular subsets, and switching between functional isotypes. B cell receptor (BCR) sequence data has the potential to elucidate important information about these processes. However, there is currently no robust, generalizable framework for making such inferences from BCR sequence data. To address this, we develop three parsimony-based summary statistics to characterize migration, differentiation, and isotype switching along B cell phylogenetic trees. We use simulations to demonstrate the effectiveness of this approach. We then use this framework to infer patterns of cellular differentiation and isotype switching from high throughput BCR sequence datasets obtained from patients in a study of HIV infection and a study of food allergy. These methods are implemented in the R package dowser, available at https://dowser.readthedocs.io.
Keyphrases
- acute lymphoblastic leukemia
- high throughput
- tyrosine kinase
- end stage renal disease
- chronic myeloid leukemia
- electronic health record
- newly diagnosed
- randomized controlled trial
- healthcare
- gene expression
- ejection fraction
- prognostic factors
- chronic kidney disease
- binding protein
- genome wide
- molecular dynamics
- antiretroviral therapy
- dna methylation
- amino acid
- peritoneal dialysis
- peripheral blood
- rna seq
- social media
- risk assessment
- gram negative
- human health
- antimicrobial resistance
- loop mediated isothermal amplification