Evidence map›Paper›PMID 40210974›Full record

ArticleScientific reports2025

Strong evidence for the evolution of decreasing compositional heterogeneity in SARS-CoV-2 genomes during the pandemic.

José L Oliver, Pedro Bernaola-Galván, Pedro Carpena, Francisco Perfectti, Cristina Gómez-Martín, Silvia Castiglione, Pasquale Raia, Miguel Verdú, Andrés Moya

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Review
  3. SARS-CoV-2 mutant spectrum complexity is an epidemiologically evolvable trait.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  4. 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

9 authors.

José L OliverDepartment of Genetics, Faculty of Sciences, University of Granada, 18071, Granada, Spain. oliver@ugr.es.
Pedro Bernaola-GalvánDepartment of Applied Physics II and Institute Carlos I for Theoretical and Computational Physics, University of Málaga, Málaga, 29071, Spain.
Pedro CarpenaDepartment of Applied Physics II and Institute Carlos I for Theoretical and Computational Physics, University of Málaga, Málaga, 29071, Spain.
Francisco PerfecttiDepartment of Genetics, Faculty of Sciences, University of Granada, 18071, Granada, Spain.
Cristina Gómez-MartínDepartment of Genetics, Faculty of Sciences, University of Granada, 18071, Granada, Spain.
Silvia CastiglioneDipartimento di Scienze della Terra, dell'Ambiente e delle Risorse, Università di Napoli Federico II, Napoli, 80126, Italy.
Pasquale RaiaDipartimento di Scienze della Terra, dell'Ambiente e delle Risorse, Università di Napoli Federico II, Napoli, 80126, Italy.
Miguel VerdúCentro de Investigaciones sobre Desertificación, Consejo Superior de Investigaciones Científicas (CSIC), University of València and Generalitat Valenciana, 46113, Valencia, Spain.
Andrés MoyaInstitute of Integrative Systems Biology (I2sysbio), University of València and Consejo Superior de Investigaciones Científicas (CSIC), 46980, Valencia, Spain. andres.moya@uv.es.

Funding

European Regional Development Fund ERDFGeneralitat Valenciana Prometeo/2018/A/133Ministerio de Ciencia e Innovación/Agencia Estatal de Investigación PID2019-105969GB-I00Ministerio de Ciencia e Innovación/Agencia Estatal de Investigación PID2020-116711GB-I00Spanish Minister of Science, Innovation and Universities AGL2017-88702-C2-2-R
6 · The paper itself

Abstract

The rapid evolution of SARS-CoV-2 during the pandemic was characterized by the fixation of a plethora of mutations, many of which enable the virus to evade host resistance, likely altering the virus' genome compositional structure (i.e., the arrangement of compositional domains of varying lengths and nucleotide frequencies within the genome). To explore this hypothesis, we summarize the evolutionary effects of these mutations by computing the Sequence Compositional Complexity (SCC) in random stratified datasets of fully sequenced genomes. Phylogenetic ridge regression of SCC against time reveals a striking downward evolutionary trend, suggesting the ongoing adaptation of the virus's genome structure to the human host. Other genomic features, such as strand asymmetry, the effective number of K-mers, and the depletion of CpG dinucleotides, each linked to the virus's adaptation to its human host, also exhibit decreasing phylogenetic trends throughout the pandemic, along with strong phylogenetic correlations to SCC. We hypothesize that viral CpG depletion (throughout C➔U changes), promoted by directional mutational pressures exerted on the genome by the host antiviral defense systems, may play a key role in the decrease of SARS-CoV-2 genome compositional heterogeneity, with specific adaptation to the human host occurring as a form of genetic mimicry. Overall, our findings suggest a decelerating evolution of reduced compositional complexity in SCC, whereas the number of K-mers and the depletion of CpG dinucleotides are still increasing. These results indicate a genome-wide evolutionary trend toward a more symmetric and homogeneous genome compositional structure in SARS-CoV-2, which is partly still ongoing.

Indexed as

COVID-19Evolution, MolecularGenome, ViralSARS-CoV-2CpG IslandsHumansMutationPandemicsPhylogeny

Identifiers

PMID40210974
PMCPMC11985940

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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.