ArticleArchives of virology2026
Phylogenetic and genome-wide analysis of codon usage reveals geographic and host-specific adaptation in Vaccinia virus.
Article in Archives of virology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Vaccinia virus (VACV) is a member of the Poxviridae family and served as the vaccine strain used to eradicate smallpox. As a large double-stranded DNA virus, VACV exhibits a broad host range and remains a model organism for studying viral evolution and gene expression. Codon usage bias (CUB) is a fundamental feature of genome evolution that reflects the interplay between mutational pressure and natural selection. In this study, we systematically analyzed codon usage patterns in 107 strains of Vaccinia virus (VACV) to uncover the driving forces behind its genomic evolution and host adaptation. Our findings revealed a strong A/T bias across all codon positions, particularly at the third codon position (AT3 = 66.59%), suggesting a mutational or selective preference for A/T-ending codons. RSCU analysis confirmed the predominance of A/T-ending codons, while dinucleotide abundance showed balanced usage without significant suppression, unlike host genomes such as Homo sapiens and Bos taurus. CAI and RCDI analyses demonstrated that VACV codon usage is better adapted to Homo sapiens, highlighting potential host-specific evolutionary pressures. The PR2 and neutrality plots further emphasized the dominant role of natural selection, with minor contributions from mutational bias. Correspondence analysis indicated that geographic origin had limited influence on codon usage variation, while correlation and ENC-GC3s analyses reinforced the interplay between mutational pressure and selection. Phylogenetic analysis revealed regional clustering of strains, particularly from Brazil and the USA, indicating localized viral evolution. Overall, our results suggest that natural selection is the primary force shaping VACV codon usage, facilitating its efficient replication and adaptation across host environments.
Indexed as
Identifiers
42115427What 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.