Evidence map›Paper›PMID 42074242›Full record

ArticleInternational journal of molecular sciences2026

Deciphering 6-mer Spectra Distribution Rules in Coronavirus Genomes: Application to Comparative Genomic Analysis.

Zhenhua Yang, Hong Li, Xiaolong Li, Guojun Liu

Abstract read
In one paragraph

Article in International journal of molecular sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Zhenhua YangSchool of Economics and Management, Inner Mongolia University of Science & Technology, Baotou 014010, China.
Hong LiLaboratory of Theoretical Biophysics, School of Physical Science & Technology, Inner Mongolia University, Hohhot 010021, China.ORCID 0000-0001-6819-3038
Xiaolong LiCollege of Science, Inner Mongolia Agriculture University, Hohhot 010018, China.
Guojun LiuSchool of Life Science and Technology, Inner Mongolia University of Science & Technology, Baotou 014010, China.

Funding

China National Science Foundation Program 31860304China National Science Foundation Program 62401300Fundamental Research Funds for inner Mongolia University of Science & Technology 2023QNJS080Research Program of science and technology at Universities of Inner Mongolia NJZY23086the Natural Science Foundation of Inner Mongolia 2024MS03054
6 · The paper itself

Abstract

Given the rapid mutation and high transmissibility of coronaviruses, especially SARS-CoV-2, comparative genomic studies are crucial for understanding viral evolution, transmission dynamics, and therapeutic development. In prior work, we analyzed and compared the spectral distribution patterns of various k-mer subsets across 920 genome sequences, spanning from primates to prokaryotes. This revealed an evolutionary mechanism in genome sequences, indicating the presence of both CG and TA-specific selection modes. In the present study, we further investigate the specific selection modes in coronavirus genomic sequences by examining the intrinsic distribution rules of 32 XYi 6-mer subset spectra. Our results show that coronavirus genomes exhibit only the CG-specific selection mode, with no evidence of TA-specific selection. Using the CG-specific selection mode, we identified CG1 6-mers as the fundamental subset underlying coronavirus genome evolution. To validate the CG1 subset, we constructed phylogenetic relationships for a set of coronaviruses and SARS-CoV-2 variant genomes. Comparative analysis confirmed that the resulting phylogenetic relationships align more closely with established knowledge. This study thus provides a theoretical framework for inferring phylogenetic relationships at the whole-genome level.

Indexed as

BetacoronavirusCoronavirusGenome, ViralAnimalsEvolution, MolecularGenomicsHumansPhylogenySARS-CoV-2CG-specific selection modecoronavirusesdistribution rules of 6-mer spectraphylogenetic relationshipsthe whole-genome level

Identifiers

PMID42074242
PMCPMC13115827

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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.