Five dominant amino acid substitution signatures shape tumour immunity

Szilvia Juhász1,2, Benjamin Tamás Papp3,4,5, Anna Tácia Fülöp3,4,6,7

  • 1Synthetic and Systems Biology Unit, Institute of Biochemistry, HUN-REN Biological Research Centre, Szeged, Hungary. juhasz.szilvia@brc.hu.

Molecular Systems Biology
|January 28, 2026
PubMed

Insights

Cancer mutations impact immune evasion. Specific mutation sources create amino acid substitutions (AAS) that lead to immune-cold tumors, affecting immunotherapy response. Neoantigen quality, not just quantity, drives anti-tumor immunity.

Area of Science:

  • Oncology
  • Immunology
  • Genetics

Background:

  • Numerous mutational processes occur in cancer, but their functional impacts, particularly on immune recognition, remain unclear.
  • The hypothesis is that specific mutation sources generate amino acid substitutions (AAS) that evade immune detection, leading to immune-cold tumors irrespective of tissue type or mutation burden.

Purpose of the Study:

  • To investigate the functional impacts of various mutational processes in cancer.
  • To map the links between mutagens, DNA-repair defects, and distinct amino acid substitution signatures (AAS).
  • To understand how neoantigen quality influences anti-tumor immunity and immunotherapy response.

Main Methods:

  • Analysis of 9300 cancer exomes.
  • In silico prediction and experimental mutagenesis studies.
  • Correlation analysis between specific AAS, tumor microenvironments, and human leukocyte antigen (HLA) class I variants.

Main Results:

  • The mutational spectrum collapsed into five recurrent AAS with distinct functional profiles.
  • AAS4, associated with alkylating agents and mismatch-repair (MMR) deficiency, yields poorly immunogenic neopeptides, resulting in immune-desert tumors with poor immunotherapy response.
  • Certain HLA class I variants, like HLA-B*07:02, correlate with immune-hot tumors in the AAS4 subgroup by presenting proline-enriched neopeptides, stimulating T-cell proliferation.

Conclusions:

  • Neoantigen quality, not solely quantity, is critical for anti-tumor immunity.
  • The findings explain variable immunotherapy responses in MMR-deficient cancers.
  • Amino acid substitution patterns should be incorporated into predictive biomarkers and cancer therapy design.

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