Delineating inter- and intra-antibody repertoire evolution with AntibodyForests.
basic_science · Level V
Where this comes from
- Record sourced from PubMed, PMID 41065461.
- Also identified by DOI 10.1093/bioinformatics/btaf560 and PMC identifier 12548040.
- Licence recorded as CC BY.
- The licence permits redistribution, so the abstract is shown in full and the full text is available from the publisher.
Abstract
The rapid advancements in immune repertoire sequencing, powered by single-cell technologies and artificial intelligence, have created unprecedented opportunities to study B cell evolution at a novel scale and resolution. However, fully leveraging these data requires specialized software capable of performing inter- and intra-repertoire analyses to unravel the complex dynamics of B cell repertoire evolution during immune responses. Here, we present AntibodyForests, software to infer B cell lineages, quantify inter- and intra-antibody repertoire evolution, and analyze somatic hypermutation using protein language models and protein structure. This R package is available on CRAN and Github at https://github.com/alexyermanos/AntibodyForests, a vignette is available at https://cran.case.edu/web/packages/AntibodyForests/vignettes/AntibodyForests_vignette.html.
Medical subject headings
- Software
- Antibodies
- Computational Biology