Template-Based Assembly of Proteomic Short Reads For De Novo Antibody Sequencing and Repertoire Profiling
peer-reviewed · Analytical Chemistry · 2022
| Date | 2022-07-26 |
| Type | peer-reviewed |
| Venue | Analytical Chemistry |
| Publisher | American Chemical Society (ACS) |
| Contribution | post-processor |
| DOI | 10.1021/acs.analchem.2c01300 |
| Citations (OpenAlex) | 42 |
| Venue 2-year citedness | 7.10 |
Preprint version: Template-based assembly of proteomic short reads for de novo antibody sequencing and repertoire profiling (2022-03-08, bioRxiv)
Abstract
Antibodies can target a vast molecular diversity of antigens. This is achieved by generating a complementary diversity of antibody sequences through somatic recombination and hypermutation. A full understanding of the antibody repertoire in health and disease therefore requires dedicated de novo sequencing methods. Next-generation cDNA sequencing methods have laid the foundation of our current understanding of the antibody repertoire, but these methods share one major limitation in that they target the antibody-producing B-cells, rather than the functional secreted product in bodily fluids. Mass spectrometry-based methods offer an opportunity to bridge this gap between antibody repertoire profiling and bulk serological assays, as they can access antibody sequence information straight from the secreted polypeptide products. In a step to meeting the challenge of mass spectrometry (MS)-based antibody sequencing, we present a fast and simple software tool (Stitch) to map proteomic short reads to user-defined templates with dedicated features for both monoclonal antibody sequencing and profiling of polyclonal antibody repertoires. We demonstrate the use of Stitch by fully reconstructing two monoclonal antibody sequences with >98% accuracy (including I/L assignment); sequencing a Fab from patient serum isolated by reversed-phase liquid chromatography (LC) fractionation against a high background of homologous antibody sequences; sequencing antibody light chains from the urine of multiple-myeloma patients; and profiling the IgG repertoire in sera from patients hospitalized with COVID-19. We demonstrate that Stitch assembles a comprehensive overview of the antibody sequences that are represented in the dataset and provides an important first step toward analyzing polyclonal antibodies and repertoire profiling.
Methods and tools
- Stitch: Assembles de novo peptides from Casanovo, PEAKS, pNovo and MaxNovo into full antibody sequences, and corrects the two error classes that assembly alone cannot: mass coincidences, where a different residue combination matches the same mass, and I/L ambiguity.
Data used
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Cited by (25)
- Reference-free protein sequencing by consensus assembly of redundant de novo peptide reads (2026) both
- Mass Spectrometry-based Antibody Sequencing Technologies (2026) both
- Deep coverage and extended sequence reads obtained with a single archaeal protease expedite de novo protein sequencing by mass spectrometry (2026) both
- Generalizable Direct Protein Sequencing With InstaNexus (2026) both
- XA-Novo: an accurate and high-throughput mass spectrometry-based de novo sequencing technology for monoclonal antibodies and antibody mixtures (2026) both
- AbNovoBench: a resource and benchmarking platform for monoclonal antibody de novo sequencing (2026) both
- Improvements to Casanovo, a Deep Learning De Novo Peptide Sequencer (2025) crossref
- Systematic benchmarking of mass spectrometry-based antibody sequencing reveals methodological biases (2025) both
- Structural Basis for Postfusion-Specific Binding to the Respiratory Syncytial Virus F Protein by the Canonical Antigenic Site I Antibody 131–2a (2025) both
- Homo-Tag-Assembler Assay for Full-Length Antibody Sequencing (2025) crossref
- Generalizable direct protein sequencing with InstaNexus (2025) crossref
- Improvements to CasaNovo, a deep learning de novo peptide sequencer (2025) semanticscholar
- Do-It-Yourself De Novo Antibody Sequencing Workflow that Achieves Complete Accuracy of the Variable Regions (2025) crossref
- Simultaneous polyclonal antibody sequencing and epitope mapping by cryo electron microscopy and mass spectrometry (2025) crossref
- Systematic benchmarking of mass spectrometry-based antibody sequencing reveals methodological biases (2024) crossref
- Comprehensive assembly of monoclonal and mixed antibody sequences (2024) both
- A Handle on Mass Coincidence Errors in De Novo Sequencing of Antibodies by Bottom-up Proteomics (2024) both
- Improved detection of tryptic immunoglobulin variable region peptides by chromatographic and gas-phase fractionation techniques (2024) both
- Reverse-engineering the anti-MUC1 antibody 139H2 by mass spectrometry–based de novo sequencing (2024) both
- Into the Dark Serum Proteome: Personalized Features of IgG1 and IgA1 Repertoires in Severe COVID-19 Patients (2024) both
- Direct Mass Spectrometry-Based Detection and Antibody Sequencing of Monoclonal Gammopathy of Undetermined Significance from Patient Serum: A Case Study (2023) both
- Reverse engineering the anti-MUC1 hybridoma antibody 139H2 by mass spectrometry-based de novo sequencing (2023) both
- Antibody proteomics (2023) crossref
- Comprehensive evaluation of peptide de novo sequencing tools for monoclonal antibody assembly (2023) both
- No patient is the same; lessons learned from antibody repertoire profiling in hospitalized severe COVID-19 patients (2022) crossref