# Protocol for hybrid mass spectrometry-AI mapping of proteasome-generated HLA class I epitopes

**Authors:** Maxim T. Ri, George A. Saratov, Anna A. Kudriaeva, Alexey A. Belogurov

PMC · DOI: 10.1016/j.xpro.2025.104154 · STAR Protocols · 2025-10-22

## TL;DR

This paper introduces a protocol combining mass spectrometry and AI to map peptides generated by proteasomes that bind to HLA class I molecules, important for immune responses.

## Contribution

The novel contribution is a hybrid protocol integrating mass spectrometry and AI to map proteasome-generated HLA class I epitopes.

## Key findings

- The protocol enables in vitro processing of antigens by proteasomes and selection of HLA class I alleles.
- AI is applied to predict potential HLA class I peptide binders and identify physiologically relevant epitope pools.

## Abstract

Proteasomes play a central role in antiviral and antitumor cytotoxic immunity, generating most of the >10,000 unique proteome-derived peptides bound to ∼200,000 human leukocyte antigen (HLA) class I molecules on each human cell. Here, we present a protocol for hybrid mass spectrometry-AI mapping of proteasome-generated HLA class I epitopes. We describe steps for in vitro processing of antigens by proteasomes, HLA class I allele selection, and peptide pool preparation. We then detail procedures for determining HLA class I ligands and population immunity.

For complete details on the use and execution of this protocol, please refer to Kudriaeva et al.1

•Steps for obtaining cell lines stably expressing HTBH-tagged proteasomes•Instructions for in vitro processing of antigens by proteasomes•Guidance on applying artificial AI to predict potential HLA class I peptide binders•Procedures for identifying physiologically relevant pools of HLA class I epitopes

Steps for obtaining cell lines stably expressing HTBH-tagged proteasomes

Instructions for in vitro processing of antigens by proteasomes

Guidance on applying artificial AI to predict potential HLA class I peptide binders

Procedures for identifying physiologically relevant pools of HLA class I epitopes

Publisher’s note: Undertaking any experimental protocol requires adherence to local institutional guidelines for laboratory safety and ethics.

Proteasomes play a central role in antiviral and antitumor cytotoxic immunity, generating most of the >10,000 unique proteome-derived peptides bound to ∼200,000 human leukocyte antigen (HLA) class I molecules on each human cell. Here, we present a protocol for hybrid mass spectrometry-AI mapping of proteasome-generated HLA class I epitopes. We describe steps for in vitro processing of antigens by proteasomes, HLA class I allele selection, and peptide pool preparation. We then detail procedures for determining HLA class I ligands and population immunity.

## Full-text entities

- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

8 references — full list in the complete paper: https://tomesphere.com/paper/PMC12590422/full.md

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Source: https://tomesphere.com/paper/PMC12590422