The Journal of Experimental MedicineMicrobiologyPeer-reviewed journal article
PathMHC: a workflow to selectively target pathogen-derived MHC peptides in discovery immunopeptidomics experiments for vaccine target identification
Owen K. LeddyiD, Yuko YukiiD, Mary N CarringtoniD, Bryan D. BrysoniD, Forest M. WhiteiD
Abstract
Vaccine-elicited T cell responses can contribute to immune protection against emerging infectious disease risks such as antimicrobials-resistant (AMR) microbial pathogens and viruses with pandemic potential, but rapidly identifying appropriate targets for T cell priming vaccines remains challenging. Mass spectrometry (MS) analysis of peptides presented on major histocompatibility complexes (MHCs) can identify potential targets for protective T cell responses in a proteome-wide manner. However, pathogen-derived peptides are outnumbered by self peptides in the MHC repertoire and may be missed in untargeted MS analyses. Here we present a novel approach, termed PathMHC, that uses computational analysis of untargeted MS data followed by targeted MS to discover novel pathogen-derived MHC peptides more efficiently than untargeted methods alone. We applied this workflow to identify MHC peptides derived from multiple microbes, including potential vaccine targets presented on MHC-I by human dendritic cells infected with Mycobacterium tuberculosis. PathMHC will facilitate antigen discovery campaigns for vaccine development.
- organism: human
- assay: proteomics
- research focus: drug response / drug discovery
- approach: deep learning
- approach: statistical model
- Citations
- 13
- FWCI
- 3.23
- Field percentile
- top 6%
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
- A platform for high-throughput and ultrasensitive immunopeptidomics
Adillah Gul, Laura Van Moortel, … Francis Impens·Molecular & Cellular ProteomicsPeer-reviewed·May 18, 2026
- Multiple bottlenecks constrain presentation of Mycobacterium tuberculosis antigens on MHC class I
Owen K. Leddy, Cal Gunnarsson, … Bryan D. Bryson·bioRxiv·Oct 22, 2026
- Immunopeptidomics informs discovery and delivery of Mycobacterium tuberculosis MHC-II antigens for vaccine design
Owen K. Leddy, Paul Ogongo, … Bryan D. Bryson·Science Translational MedicinePeer-reviewed·Nov 5, 2025
- Immunopeptidomics reveals determinants of Mycobacterium tuberculosis antigen presentation on MHC class I
O. Leddy, F. White, B. D. Bryson·bioRxiv·Aug 30, 2022
- MHC class I / II restricted T cell epitopes from clinical isolate of Mycobacterium tuberculosis: A potential candidate for vaccine development for Tuberculosis
Niharika Sharma, Beenu Joshi, … Hridayesh Prakash·TuberculosisPeer-reviewed·Apr 15, 2025
- Computational Tools for the Identification and Interpretation of Sequence Motifs in Immunopeptidomes
Bruno Alvarez, Carolina Barra, … Massimo Andreatta·PROTEOMICSPeer-reviewed·Jan 12, 2018