ArticleMolecular systems biology2026
Five dominant amino acid substitution signatures shape tumour immunity.
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.
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.
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.
Who cites it
2 citing papers in PubMed.
- Protocol for cyclic DNA-damaging treatments to generate high mutational burden in the human A549 cell line.STAR protocols · 2026Article
- Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
13 authors.
Funding
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
Identifiers
What OpenQuestion holds
Registered trials
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.