Abstract
Antibodies are a major component of adaptive immunity against invading pathogens. Here, we explore possibilities for an analytical approach to characterize the antigen-specific antibody repertoire directly from the secreted proteins in convalescent serum. This approach aims to perform simultaneous antibody sequencing and epitope mapping using a combination of single particle cryo-electron microscopy (cryoEM) and bottom-up proteomics techniques based on mass spectrometry (LC-MS/MS). We evaluate the performance of the deep-learning tool ModelAngelo in determining de novo antibody sequences directly from reconstructed 3D volumes of antibody-antigen complexes. We demonstrate that while map quality is a critical bottleneck, it is possible to sequence antibody variable domains from cryoEM reconstructions with accuracies of up to 80-90%. While the rate of errors exceeds the typical levels of somatic hypermutation, we show that the ModelAngelo-derived sequences can be used to assign the used V-genes. This provides a functional guide to assemble de novo peptides from LC-MS/MS data more accurately and improves the tolerance to a background of polyclonal antibody sequences. Following this proof-of-principle, we discuss the feasibility and future directions of this approach to characterize antigen-specific antibody repertoires.
| Original language | English |
|---|---|
| Article number | RP101322 |
| Number of pages | 15 |
| Journal | eLife |
| Volume | 14 |
| DOIs | |
| Publication status | Published - 23 Apr 2025 |
Bibliographical note
© 2025, Schulte et al.Funding
This research was funded by the Dutch Research Council NWO Gravitation 2013 BOO, Institute for Chemical Immunology (ICI; 024.002.009), and the European Research Council Executive Agency HORIZON ERC-2022-STG (FLAVIR; 101077640).
| Funders | Funder number |
|---|---|
| Nederlandse Organisatie voor Wetenschappelijk Onderzoek | 024.002.009 |
| Dutch Research Council NWO Gravitation | ERC-2022-STG, 101077640 |
| European Research Council Executive Agency HORIZON |
Keywords
- Cryoelectron Microscopy/methods
- Epitope Mapping/methods
- Tandem Mass Spectrometry/methods
- Humans
- Antibodies/chemistry
- Proteomics/methods
- Sequence Analysis, Protein/methods
- Chromatography, Liquid
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