Evidence map›Paper›PMID 41606303›Full record

ArticleMolecular systems biology2026

Five dominant amino acid substitution signatures shape tumour immunity.

Szilvia Juhász, Benjamin Tamás Papp, Anna Tácia Fülöp, Zoltán Farkas, Dávid Kókai, Dóra Alexandra Gyémánt, Franciska Tóth, Zsófia Nacsa, Dóra Spekhardt, Balázs Koncz and 3 more

Abstract read
In one paragraph

Article in Molecular systems biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors.

Szilvia Juhász *Synthetic and Systems Biology Unit, Institute of Biochemistry, HUN-REN Biological Research Centre, Szeged, Hungary. juhasz.szilvia@brc.hu.ORCID http://orcid.org/0000-0001-7991-5438
Benjamin Tamás Papp *Synthetic and Systems Biology Unit, Institute of Biochemistry, HUN-REN Biological Research Centre, Szeged, Hungary.ORCID http://orcid.org/0000-0002-5017-6739
Anna Tácia FülöpSynthetic and Systems Biology Unit, Institute of Biochemistry, HUN-REN Biological Research Centre, Szeged, Hungary.ORCID http://orcid.org/0009-0009-7116-6140
Zoltán FarkasSynthetic and Systems Biology Unit, Institute of Biochemistry, HUN-REN Biological Research Centre, Szeged, Hungary.ORCID http://orcid.org/0000-0002-5085-3306
Dávid KókaiSynthetic and Systems Biology Unit, Institute of Biochemistry, HUN-REN Biological Research Centre, Szeged, Hungary.
Dóra Alexandra GyémántSynthetic and Systems Biology Unit, Institute of Biochemistry, HUN-REN Biological Research Centre, Szeged, Hungary.
Franciska TóthSynthetic and Systems Biology Unit, Institute of Biochemistry, HUN-REN Biological Research Centre, Szeged, Hungary.ORCID http://orcid.org/0009-0005-7338-8231
Zsófia NacsaSynthetic and Systems Biology Unit, Institute of Biochemistry, HUN-REN Biological Research Centre, Szeged, Hungary.ORCID http://orcid.org/0009-0003-0611-9950
Dóra SpekhardtSynthetic and Systems Biology Unit, Institute of Biochemistry, HUN-REN Biological Research Centre, Szeged, Hungary.ORCID http://orcid.org/0000-0003-4230-972X
Balázs KonczSynthetic and Systems Biology Unit, Institute of Biochemistry, HUN-REN Biological Research Centre, Szeged, Hungary.
Péter BurkovicsInstitute of Genetics, HUN-REN Biological Research Centre, Szeged, Hungary.
Csaba PálSynthetic and Systems Biology Unit, Institute of Biochemistry, HUN-REN Biological Research Centre, Szeged, Hungary. cpal@brc.hu.ORCID http://orcid.org/0000-0002-5187-9903
Máté ManczingerSynthetic and Systems Biology Unit, Institute of Biochemistry, HUN-REN Biological Research Centre, Szeged, Hungary. manczinger.mate@brc.hu.ORCID http://orcid.org/0000-0003-0831-9617

Funding

EC | European Research Council (ERC) 101142626EC | Horizon 2020 Framework Programme (H2020) 739593EC | HORIZON EUROPE Framework Programme (Horizon Europe) 101136582Innovációs és Technológiai Minisztérium (Ministry for Innovation and Technology) 2022-2.1.1-NL-2022-00005Innovációs és Technológiai Minisztérium (Ministry for Innovation and Technology) FEIF/646-4/2021- ITM_SZERZInnovációs és Technológiai Minisztérium (Ministry for Innovation and Technology) TKP-2021-EGA-05Magyar Tudományos Akadémia (MTA) BO/00193/23Magyar Tudományos Akadémia (MTA) LP2025-13/2025Nemzeti Kutatási Fejlesztési és Innovációs Hivatal (NKFI) 2020-1.1.6-JÖVŐ-2021-00006Nemzeti Kutatási Fejlesztési és Innovációs Hivatal (NKFI) 2022-2.1.1-NL-2022-00008Nemzeti Kutatási Fejlesztési és Innovációs Hivatal (NKFI) FK-131961Nemzeti Kutatási Fejlesztési és Innovációs Hivatal (NKFI) FK-142312Nemzeti Kutatási Fejlesztési és Innovációs Hivatal (NKFI) K146323Nemzeti Kutatási Fejlesztési és Innovációs Hivatal (NKFI) PD-146654
6 · The paper itself

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.

Indexed as

Amino Acid SubstitutionNeoplasmsAntigens, NeoplasmDNA Mismatch RepairHumansImmunotherapyMutationT-LymphocytesTumor MicroenvironmentAntigens, NeoplasmAntitumor ImmunityCancerImmunotherapyMutational SignaturesMutations

Identifiers

PMID41606303
PMCPMC13144524

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.