ArticlePLoS computational biology2021
Public Baseline and shared response structures support the theory of antibody repertoire functional commonality.
Article in PLoS computational biology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
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Who cites it
19 citing papers in PubMed, 34 citations in OpenAlex.
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- Conserved heavy/light contacts and germline preferences revealed by a large-scale analysis of natively paired human antibody sequences and structural data.Communications biology · 2025Article
- T-cell receptor structures and predictive models reveal comparable alpha and beta chain structural diversity despite differing genetic complexity.Communications biology · 2025Article
- Building Representation Learning Models for Antibody Comprehension.Cold Spring Harbor perspectives in biology · 2024Review
- Contextualising the developability risk of antibodies with lambda light chains using enhanced therapeutic antibody profiling.Communications biology · 2024Article
- Matrixed CDR grafting: A neoclassical framework for antibody humanization and developability.The Journal of biological chemistry · 2024Article
- Convergent evolution and B-cell recirculation in germinal centers in a human lymph node.Life science alliance · 2023Article
- Leveraging deep learning to improve vaccine design.Trends in immunology · 2023Review
- Fast, accurate antibody structure prediction from deep learning on massive set of natural antibodies.Nature communications · 2023Article
- A comparison of the binding sites of antibodies and single-domain antibodies.Frontiers in immunology · 2023Article
- Exploring the impact of clonal definition on B-cell diversity: implications for the analysis of immune repertoires.Frontiers in immunology · 2023Article
- Machine-designed biotherapeutics: opportunities, feasibility and advantages of deep learning in computational antibody discovery.Briefings in bioinformatics · 2022Review
- Epitope profiling using computational structural modelling demonstrated on coronavirus-binding antibodies.PLoS computational biology · 2021Article
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Authors and funding
6 authors at 3 institutions in 1 country.
Funding
Abstract
The naïve antibody/B-cell receptor (BCR) repertoires of different individuals ought to exhibit significant functional commonality, given that most pathogens trigger an effective antibody response to immunodominant epitopes. Sequence-based repertoire analysis has so far offered little evidence for this phenomenon. For example, a recent study estimated the number of shared ('public') antibody clonotypes in circulating baseline repertoires to be around 0.02% across ten unrelated individuals. However, to engage the same epitope, antibodies only require a similar binding site structure and the presence of key paratope interactions, which can occur even when their sequences are dissimilar. Here, we search for evidence of geometric similarity/convergence across human antibody repertoires. We first structurally profile naïve ('baseline') antibody diversity using snapshots from 41 unrelated individuals, predicting all modellable distinct structures within each repertoire. This analysis uncovers a high (much greater than random) degree of structural commonality. For instance, around 3% of distinct structures are common to the ten most diverse individual samples ('Public Baseline' structures). Our approach is the first computational method to find levels of BCR commonality commensurate with epitope immunodominance and could therefore be harnessed to find more genetically distant antibodies with same-epitope complementarity. We then apply the same structural profiling approach to repertoire snapshots from three individuals before and after flu vaccination, detecting a convergent structural drift indicative of recognising similar epitopes ('Public Response' structures). We show that Antibody Model Libraries derived from Public Baseline and Public Response structures represent a powerful geometric basis set of low-immunogenicity candidates exploitable for general or target-focused therapeutic antibody screening.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.