Evidence map›Paper›PMID 41134688›Full record

ArticleMolecular biology and evolution2025

Highly Recurrent Multinucleotide Mutations in SARS-CoV-2.

Nicola De Maio, Olivier Anoufa, Kyle Smith, Yatish Turakhia, Nick Goldman

Abstract read
In one paragraph

Article in Molecular biology and evolution, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. A Pandemic-Scale Ancestral Recombination Graph for SARS-CoV-2.bioRxiv : the preprint server for biology · 2025
    Article
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

5 authors.

Nicola De MaioEuropean Molecular Biology Laboratory-European Bioinformatics Institute, EMBL-EBI, Wellcome Genome Campus, Hinxton, Cambridgeshire CB10 1SD, UK.ORCID 0000-0002-1776-8564
Olivier AnoufaEuropean Molecular Biology Laboratory-European Bioinformatics Institute, EMBL-EBI, Wellcome Genome Campus, Hinxton, Cambridgeshire CB10 1SD, UK.
Kyle SmithDepartment of Electrical and Computer Engineering, University of California San Diego, San Diego, CA 92093, USA.ORCID 0000-0002-0188-8289
Yatish TurakhiaDepartment of Electrical and Computer Engineering, University of California San Diego, San Diego, CA 92093, USA.ORCID 0000-0001-5600-2900
Nick GoldmanEuropean Molecular Biology Laboratory-European Bioinformatics Institute, EMBL-EBI, Wellcome Genome Campus, Hinxton, Cambridgeshire CB10 1SD, UK.ORCID 0000-0001-8486-2211

Funding

European Molecular Biology Laboratory
6 · The paper itself

Abstract

Multinucleotide mutations simultaneously replace multiple nucleotides. They are a significant contributor to evolution and disease, as well as to misdiagnosis, misannotation and other biases in genome data analysis. Multinucleotide mutations are generally thought to be rare and random events. However, by processing over 2 million publicly shared genomes, we show that certain multinucleotide mutations are highly recurrent in SARS-CoV-2: they repeatedly and consistently modify the same multiple nucleotides at the same genome position in the same way. The most frequent of these multinucleotide mutations have independently occurred hundreds of times across all SARS-CoV-2 lineages. We find evidence that the vast majority of these recurrent multinucleotide mutations (14 out of 15, corresponding to 97.6% of all individual occurrences) are linked to transcription regulatory sequences. We propose a mechanism that can explain them through template switching as part of the natural transcription process of the virus. This previously unknown mutational pattern increases our understanding of the evolution of SARS-CoV-2 and potentially many other nidoviruses. It also has important consequences for computational evolutionary biology: we show that for example recurrent multinucleotide mutations cause approximately 12% of false positives during inference of recombination in SARS-CoV-2.

Indexed as

MutationSARS-CoV-2COVID-19Evolution, MolecularGenome, ViralHumanscomplex mutationsmultinucleotide mutationspandemic-scale phylogeneticsrecurrent mutationsSARS-CoV-2

Identifiers

PMID41134688
PMCPMC12619124

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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.