bioRxivImmunology
Benchmarking and integrating human B-cell receptor genomic and antibody proteomic profiling
K. Le Quy, M. Chernigovskaya, M. Stensland, S. Singh, J. Leem, S. Revale, J. D. Galson, T. A. Nyman, I. Snapkow, V. Greiff
Abstract
Immunoglobulins (Ig), which exist either as B-cell receptors (BCR) on the surface of B cells or as antibodies when secreted, play a key role in the recognition and response to antigenic threats. The capability to jointly characterize the BCR and antibody repertoire is crucial in understanding human adaptive immunity. From peripheral blood, bulk BCR sequencing (bulkBCR-seq) currently provides the highest sampling depth, single-cell BCR sequencing (scBCR-seq) allows for paired chain characterization, and antibody peptide sequencing by tandem mass spectrometry (Ab-seq) provides information on the composition of secreted antibodies in the serum. Although still rare, studies combining these three technologies would comprehensively capture the humoral immune response. Yet, it has not been benchmarked to what extent the datasets generated by these three technologies overlap and complement each other. To address this question, we isolated peripheral blood B cells from healthy donors and sequenced BCRs at bulk and single-cell level, in addition to utilizing publicly available sequencing data. Integrated analysis was performed on these datasets, resolved by replicates and across individuals. Simultaneously, serum antibodies were isolated, digested with multiple proteases, and analyzed with Ab-seq. Systems immunology analysis showed high concordance in repertoire features between bulk and scBCR-seq within individuals, especially when replicates were utilized. In addition, Ab-seq identified clonotype-specific peptides using both bulk and scBCR-seq library references, demonstrating the feasibility of combining scBCR-seq and Ab-seq for reconstructing paired-chain Ig sequences from the serum antibody repertoire. Collectively, our work serves as a proof-of-principle for combining bulk sequencing, single-cell sequencing, and mass spectrometry as complementary methods towards capturing humoral immunity in its entirety.
- organism: human
- assay: bulk RNA-seq
- assay: scRNA-seq
- assay: proteomics
- research focus: clustering
- research focus: cell type annotation
- research focus: benchmarking
- approach: deep learning
- approach: statistical model
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
- Massively parallel single-cell B-cell receptor sequencing enables rapid discovery of diverse antigen-reactive antibodies
L. Goldstein, Y.-J. J. Chen, … S. Seshagiri·bioRxiv·Jun 6, 2019
- Serum proteomics expands on high-affinity antibodies in immunized rabbits than deep B-cell repertoire sequencing alone
S. R. Bonissone, T. Lima, … A. Patel·bioRxiv·Jan 31, 2020
- Direct serological antibody discovery by integrative proteomics yields potent neutralizers overlooked by single-cell BCR sequencing
Sem Tamara, Danique M.H. van Rijswijck, … Maurits A. den Boer·bioRxiv·May 20, 2026
- Inference of B cell clonal families using heavy/light chain pairing information
Duncan Ralph, Frederick A. Matsen IV·PLoS Computational BiologyPeer-reviewed·Nov 28, 2022
- Large-scale Analysis of 2,152 dataset reveals key features of B cell biology and the antibody repertoire
- 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