ArticlePloS one2010
A general model of codon bias due to GC mutational bias.
Article in PloS one, 2010. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 76 papers.
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Who cites it
76 citing papers in PubMed, 174 citations in OpenAlex.
- Transgene sequence codon optimization and composition determines replication competence of self-amplifying RNA.Molecular therapy : the journal of the American Society of Gene Therapy · 2026Article
- Mutation Pressure and Gene-Specific Selection Shape Codon Usage Bias in the Chloroplast Genomes ofEcology and evolution · 2026Article
- A New Species of Eucnemidae (Coleoptera: Elateroidea) with Its Complete Mitogenome and Mitogenome-Based Phylogenetic Analysis.Biology · 2026Article
- G/C-ending and synonymous codon bias define functional translational programs that shape human tissue and cancer proteomes.NAR genomics and bioinformatics · 2026Article
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- Association of hybridization and genome doubling with codon usage landscapes in the subgenomes of bread wheat.Frontiers in plant science · 2026Article
- Exploring Plastome Diversity and Molecular Evolution Within GenusPlants (Basel, Switzerland) · 2025Article
- Comparative Analysis of Codon Usage Bias in Transcriptomes of Eight Species of Formicidae.Genes · 2025Article
- Genomic AT Bias Coupled with Amino Acid Metabolism Modulates Codon Usage.Journal of molecular evolution · 2025Article
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- Genetic and codon usage analyses reveal the evolution of the seoul virus.Frontiers in genetics · 2025Article
- Comparative Analysis of the Codon Usage Pattern in the Chloroplast Genomes of Gnetales Species.International journal of molecular sciences · 2024Article
- Differential Selection for Translation Efficiency Shapes Translation Machineries in Bacterial Species.Microorganisms · 2024Article
- Rapid Targeted Assembly of the Proteome Reveals Evolutionary Variation of GC Content in Avian Lice.Bioinformatics and biology insights · 2024Article
- Main Factors Shaping Amino Acid Usage Across Evolution.Journal of molecular evolution · 2023Review
- Base Composition, Codon Usage, and Patterns of Gene Sequence Evolution in Butterflies.Genome biology and evolution · 2023Article
- The genome of Candidatus phytoplasma ziziphi provides insights into their biological characteristics.BMC plant biology · 2023Article
- Analysis of synonymous codon usage patterns in mitochondrial genomes of nineFrontiers in microbiology · 2023Article
- Identification and characterization of codon usage pattern and influencing factors in HFRS-causing hantaviruses.Frontiers in immunology · 2023Article
16 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundIn spite of extensive research on the effect of mutation and selection on codon usage, a general model of codon usage bias due to mutational bias has been lacking. Because most amino acids allow synonymous GC content changing substitutions in the third codon position, the overall GC bias of a genome or genomic region is highly correlated with GC3, a measure of third position GC content. For individual amino acids as well, G/C ending codons usage generally increases with increasing GC bias and decreases with increasing AT bias. Arginine and leucine, amino acids that allow GC-changing synonymous substitutions in the first and third codon positions, have codons which may be expected to show different usage patterns. PRINCIPAL
findingsIn analyzing codon usage bias in hundreds of prokaryotic and plant genomes and in human genes, we find that two G-ending codons, AGG (arginine) and TTG (leucine), unlike all other G/C-ending codons, show overall usage that decreases with increasing GC bias, contrary to the usual expectation that G/C-ending codon usage should increase with increasing genomic GC bias. Moreover, the usage of some codons appears nonlinear, even nonmonotone, as a function of GC bias. To explain these observations, we propose a continuous-time Markov chain model of GC-biased synonymous substitution. This model correctly predicts the qualitative usage patterns of all codons, including nonlinear codon usage in isoleucine, arginine and leucine. The model accounts for 72%, 64% and 52% of the observed variability of codon usage in prokaryotes, plants and human respectively. When codons are grouped based on common GC content, 87%, 80% and 68% of the variation in usage is explained for prokaryotes, plants and human respectively.
conclusionsThe model clarifies the sometimes-counterintuitive effects that GC mutational bias can have on codon usage, quantifies the influence of GC mutational bias and provides a natural null model relative to which other influences on codon bias may be measured.
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