ArticlePLoS computational biology2017
Widespread position-specific conservation of synonymous rare codons within coding sequences.
Article in PLoS computational biology, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 71 papers, 1 of them a synthesis that pooled it.
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Who cites it
71 citing papers in PubMed, 1 synthesis or guideline pooled it, 126 citations in OpenAlex.
- Synonymous but Not Silent: The Codon Usage Code for Gene Expression and Protein Folding.Annual review of biochemistry · 2021Pooled it
- The Tor pathway, ribosome concentration, and wobble decoding mediate inhibitory effects of the Leu-Pro CUC-CCG codon pair inRNA (New York, N.Y.) · 2026Article
- A detailed molecular picture of protein folding during active translation.bioRxiv : the preprint server for biology · 2026Article
- Pichia-CLM: A language model-based codon optimization pipeline forProceedings of the National Academy of Sciences of the United States of America · 2026Article
- Native CFTR codon bias controls translation rate to balance off-pathway aggregation and channel function by conformational imprinting.Scientific reports · 2025Article
- DeepCodon: A deep learning codon-optimization model to enhance protein expression.Biodesign research · 2025Article
- Uncovering position-specific patterns in codon and codon-pair usage in candidate genes associated with blood coagulation diseases.NAR genomics and bioinformatics · 2025Article
- Codon-specific ribosome stalling reshapes translational dynamics during branched-chain amino acid starvation.Genome biology · 2025Article
- Classifier-driven generative adversarial networks for enhanced antimicrobial peptide design.Briefings in bioinformatics · 2025Article
- Protein language models reveal evolutionary constraints on synonymous codon choice.bioRxiv : the preprint server for biology · 2025Article
- A deep learning model trained on expressed transcripts across different tissue types reveals cell-type codon-optimization preferences.Nucleic acids research · 2025Article
- Predicting gene sequences with AI to study codon usage patterns.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- A statistical-physics approach for codon usage optimisation.Computational and structural biotechnology journal · 2024Article
- The Effects of Codon Usage on Protein Structure and Folding.Annual review of biophysics · 2024Review
- Profiling expression strategies for a type III polyketide synthase in a lysate-based, cell-free system.Scientific reports · 2024Article
- Re-examining Correlations Between Synonymous Codon Usage and Protein Bond Angles in Escherichia coli.Genome biology and evolution · 2024Article
- Synonymous edits in theProceedings of the National Academy of Sciences of the United States of America · 2024Article
- Synonymous codon usage regulates translation initiation.Cell reports · 2023Article
- Improving deep models of protein-coding potential with a Fourier-transform architecture and machine translation task.PLoS computational biology · 2023Article
- microRNAs slow translating ribosomes to prevent protein misfolding in eukaryotes.The EMBO journal · 2023Article
11 more citing papers are in PubMed but not listed here.
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Authors and funding
9 authors at 1 institution in 1 country.
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Abstract
Synonymous rare codons are considered to be sub-optimal for gene expression because they are translated more slowly than common codons. Yet surprisingly, many protein coding sequences include large clusters of synonymous rare codons. Rare codons at the 5' terminus of coding sequences have been shown to increase translational efficiency. Although a general functional role for synonymous rare codons farther within coding sequences has not yet been established, several recent reports have identified rare-to-common synonymous codon substitutions that impair folding of the encoded protein. Here we test the hypothesis that although the usage frequencies of synonymous codons change from organism to organism, codon rarity will be conserved at specific positions in a set of homologous coding sequences, for example to tune translation rate without altering a protein sequence. Such conservation of rarity-rather than specific codon identity-could coordinate co-translational folding of the encoded protein. We demonstrate that many rare codon cluster positions are indeed conserved within homologous coding sequences across diverse eukaryotic, bacterial, and archaeal species, suggesting they result from positive selection and have a functional role. Most conserved rare codon clusters occur within rather than between conserved protein domains, challenging the view that their primary function is to facilitate co-translational folding after synthesis of an autonomous structural unit. Instead, many conserved rare codon clusters separate smaller protein structural motifs within structural domains. These smaller motifs typically fold faster than an entire domain, on a time scale more consistent with translation rate modulation by synonymous codon usage. While proteins with conserved rare codon clusters are structurally and functionally diverse, they are enriched in functions associated with organism growth and development, suggesting an important role for synonymous codon usage in organism physiology. The identification of conserved rare codon clusters advances our understanding of distinct, functional roles for otherwise synonymous codons and enables experimental testing of the impact of synonymous codon usage on the production of functional proteins.
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