Journal Article DKFZ-2025-01945

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MHCquant2 refines immunopeptidomics tumor antigen discovery.

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2025
BioMed Central London

Genome biology 26(1), 290 () [10.1186/s13059-025-03763-8]
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Abstract: Confident identification of human leukocyte antigen (HLA)-presented peptides is crucial for advancing cancer immunotherapy. We present MHCquant2, a scalable and modular Nextflow pipeline integrated into nf-core as a reproducible, portable, and standardized workflow for immunopeptidomics. This integration allows a community-driven, robust solution for high-throughput analyses across operating systems and cloud infrastructures. MHCquant2 integrates open-source tools including OpenMS, DeepLC, and MS2PIP, improving peptide identifications by up to 27% across diverse MS platforms, particularly enriching low-abundant peptides. MHCquant2 demonstrates state-of-the-art performance on our novel benignMHCquant2 dataset (n = 92) and expands the benign human immunopeptidome by over 160,000 unique naturally presented HLA peptides.

Keyword(s): Humans (MeSH) ; Antigens, Neoplasm: immunology (MeSH) ; Peptides: immunology (MeSH) ; HLA Antigens: immunology (MeSH) ; Software (MeSH) ; Neoplasms: immunology (MeSH) ; Proteomics: methods (MeSH) ; HLA ; Immunopeptidomics ; Immunotherapy ; Mass spectrometry ; Nextflow ; Nf-core ; Open-source ; Pipeline ; Antigens, Neoplasm ; Peptides ; HLA Antigens

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Contributing Institute(s):
  1. DKTK Koordinierungsstelle Tübingen (TU01)
Research Program(s):
  1. 899 - ohne Topic (POF4-899) (POF4-899)

Appears in the scientific report 2025
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 Record created 2025-09-24, last modified 2025-09-28


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