Evidence map›Paper›PMID 41824497›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2026

Methylation-associated mutagenesis underlies variation in the mutation spectrum across eukaryotes.

Fabián Ramos-Almodóvar, Ziyue Gao, Benjamin F Voight, Iain Mathieson

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Methylation-associated mutagenesis underlies variation in the mutation spectrum across eukaryotes.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  3. What sets the mutation rate of a cell type in an animal species?bioRxiv : the preprint server for biology · 2025
    Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

4 authors.

Fabián Ramos-AlmodóvarDepartment of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104.ORCID 0000-0001-9094-7895
Ziyue GaoDepartment of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104.
Benjamin F Voight *Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104.ORCID 0000-0002-6205-9994
Iain Mathieson *Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104.ORCID 0000-0002-4256-3982

Funding

Translational Research Support CoreP30ES013508 · NIEHS · UNIVERSITY OF PENNSYLVANIA · PI A. Clementina Mesaros · 2006 to 2026
$35.3M
Polygenic prediction and evolution of complex traitsR35GM133708 · NIGMS · UNIVERSITY OF PENNSYLVANIA · PI Iain Neil Mathieson · 2019 to 2026
$2.9M
Mechanisms and consequences of sequence context-dependency of human mutation rateR35GM146810 · NIGMS · UNIVERSITY OF PENNSYLVANIA · PI Ziyue Gao · 2022 to 2026
$2.0M
Alfred P. Sloan Foundation (APSF) FG-2021-15702HHS | NIH | National Institute of Environmental Health Sciences (DEHS) P30ES013508HHS | NIH | National Institute of General Medical Sciences (NIGMS) R35GM133708HHS | NIH | National Institute of General Medical Sciences (NIGMS) R35GM146810NIGMS NIH HHS R35 GM146810
6 · The paper itself

Abstract

Mutation spectra vary across genetic and environmental contexts, leading to differences between and within species. Most research on mutation spectrum has focused on trinucleotide (3-mer) mutation types in mammals, limiting the breadth and depth of variation surveyed. In this study, we use whole-genome resequencing data across 108 eukaryotic species-including mammals, fish, plants, and invertebrates-to characterize pentanucleotide (5-mer) noncoding mutation spectra using a Bayesian approach. Our findings reveal cytosine transition mutability at CpG sites and other sources of variation in the transition/transversion ratio as the main drivers of variation in mutation spectra across eukaryotes. We find that inferred CpG mutation rates almost perfectly predict genomic CpG depletion but are not predicted by genome-wide average CpG methylation levels. Together, our results illustrate the pivotal role of mutagenesis in shaping genome composition across eukaryotes and highlight a gap in knowledge about the mechanisms governing mutation rates.

Indexed as

DNA MethylationEukaryotaMutagenesisMutationAnimalsBayes TheoremCpG IslandsEvolution, MolecularGenomeMutation Rateevolutiongeneticsmethylationmutations

Identifiers

PMID41824497
PMCPMC12994199

What OpenQuestion holds

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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.