Five dominant amino acid substitution signatures shape tumour immunity

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Authors: Szilvia Juhász, Benjamin Tamás Papp, Anna Tácia Fülöp, Zoltán Farkas, Dávid Kókai, Dóra Alexandra Gyémánt, Flóra Tóth, Zsófia Nacsa, Dóra Spekhardt, Balázs Koncz, Peter Burkovics, Csaba Pál
+1 more M. Manczinger
Cited by: 1
References: 99

Abstract

Although numerous mutational processes operate in cancer, their functional impacts are unclear. We hypothesised that certain mutation sources preferentially generate amino acid substitutions that evade immune recognition, producing immune-cold tumours regardless of tissue or mutation load. By analysing 9300 cancer exomes and performing mutagenesis experiments, we mapped links between mutagens, DNA-repair defects, and amino acid substitution signatures (AAS). Surprisingly, the spectrum collapsed into five recurrent AAS with distinct functional profiles. AAS4-generated by alkylating agents and mismatch-repair (MMR) deficiency and enriched in kidney and liver cancers-is less likely to accumulate hydrophobic residues, yielding poorly immunogenic neopeptides. These tumours display immune-desert microenvironments and respond poorly to immunotherapy. However, certain human leukocyte antigen (HLA) class I variants, such as HLA-B*07:02, correlate with immune-hot tumours in this subgroup. HLA-B*07:02, common in Europeans, presents proline-enriched neopeptides derived from AAS4 mutations. Supporting this, B*07:02-positive cancer cells harbouring AAS4-type mutations stimulated T-cell proliferation in vitro. These results show that neoantigen quality, not merely quantity, dictates anti-tumour immunity, explain inconsistent immunotherapy responses in MMR-deficient cancers, and advocate incorporating amino acid substitution patterns into predictive biomarkers and therapy design.

Fields of Study & Subjects

Cancer Immunotherapy and Biomarkers vaccines and immunoinformatics approaches Immunotherapy and Immune Responses

Publication details

Journal / source
Molecular Systems Biology
Publisher
Springer Science and Business Media LLC
Volume
22
Issue
5
Pages
766–786
Publication date
28 January 2026
Language
EN