bioRxivImmunology
Computational detection of antigen specific B cell receptors following immunization
M. F. Abbate, T. Dupic, E. Vigne, M. A. Shahsavarian, A. M. Walczak, T. Mora
Abstract
B cell receptors (BCRs) play a crucial role in recognizing and fighting foreign antigens. High-throughput sequencing enables in-depth sampling of the BCRs repertoire after immunization. However, only a minor fraction of BCRs actively participate in any given infection. To what extent can we accurately identify antigen-specific sequences directly from BCRs repertoires? We present a computational method grounded on sequence similarity, aimed at identifying statistically significant responsive BCRs. This method leverages well-known characteristics of affinity maturation and expected diversity. We validate its effectiveness using longitudinally sampled human immune repertoire data following influenza vaccination and Sars-CoV-2 infections. We show that different lineages converge to the same responding CDR3, demonstrating convergent selection within an individual. The outcomes of this method hold promise for application in vaccine development, personalized medicine, and antibody-derived therapeutics.
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Inferring B cell specificity for vaccines using a mixture model
Anna Fowler, Jacob D. Galson, … Gerton A. Lunter·BMC GenomicsPeer-reviewed·Feb 22, 2020
- Using B cell receptor lineage structures to predict affinity
Duncan Ralph, Frederick A. Matsen IV·PLoS Computational BiologyPeer-reviewed·Nov 11, 2020
- Full-length single-cell BCR sequencing paired with RNA sequencing reveals convergent responses to vaccination
D. M. Morgan, Y. Zhang, … J. C. Love·bioRxiv·May 23, 2023
- AAB-seq: An antigen-specific and affinity-readable high-throughput BCR sequencing method
Mengzhu Hu, Qiuyu Lian, … Weiyang Shi·Nucleic Acids ResearchPeer-reviewed·Jul 31, 2026
- Identification of CDRH3 Loops in the Naive B Cell Receptor Repertoire that Can Be Engaged by Candidate Immunogens
O. Swanson, J. M. Beem, … M. L. Azoitei·bioRxiv·Dec 18, 2021
- Identification of B cell subsets based on antigen receptor sequences using deep learning
Hyunho Lee, Kyoungseob Shin, … Sunghoon Kwon·Frontiers in ImmunologyPeer-reviewed·Mar 21, 2024