Evidence map›Paper›PMID 28475588›Full record

ArticlePLoS computational biology2017

Widespread position-specific conservation of synonymous rare codons within coding sequences.

Julie L Chaney, Aaron Steele, Rory Carmichael, Anabel Rodriguez, Alicia T Specht, Kim Ngo, Jun Li, Scott Emrich, Patricia L Clark

Open access · goldAbstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
71citing papers in PubMed, 1 pooled it
6.2field-weighted citation impact, top 3% of its field
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

71 citing papers in PubMed, 1 synthesis or guideline pooled it, 126 citations in OpenAlex.

  1. Pooled it
  2. Article
  3. Article
  4. Pichia-CLM: A language model-based codon optimization pipeline forProceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  5. Article
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  7. Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Predicting gene sequences with AI to study codon usage patterns.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  13. A statistical-physics approach for codon usage optimisation.Computational and structural biotechnology journal · 2024
    Article
  14. Review
  15. Article
  16. Article
  17. Synonymous edits in theProceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  18. Article
  19. Article
  20. Article

11 more citing papers are in PubMed but not listed here.

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 at 1 institution in 1 country.

Julie L ChaneyDepartment of Chemistry & Biochemistry, University of Notre Dame, Notre Dame, Indiana, United States of America.ORCID 0000-0001-5906-1025
Aaron SteeleDepartment of Computer Science & Engineering, University of Notre Dame, Notre Dame, Indiana, United States of America.
Rory CarmichaelDepartment of Computer Science & Engineering, University of Notre Dame, Notre Dame, Indiana, United States of America.
Anabel RodriguezDepartment of Chemistry & Biochemistry, University of Notre Dame, Notre Dame, Indiana, United States of America.
Alicia T SpechtDepartment of Applied and Computational Mathematics & Statistics, University of Notre Dame, Notre Dame, Indiana, United States of America.
Kim NgoDepartment of Chemistry & Biochemistry, University of Notre Dame, Notre Dame, Indiana, United States of America.
Jun LiDepartment of Applied and Computational Mathematics & Statistics, University of Notre Dame, Notre Dame, Indiana, United States of America.ORCID 0000-0003-4353-5761
Scott EmrichDepartment of Computer Science & Engineering, University of Notre Dame, Notre Dame, Indiana, United States of America.
Patricia L ClarkDepartment of Chemistry & Biochemistry, University of Notre Dame, Notre Dame, Indiana, United States of America.ORCID 0000-0001-5462-8248
University of Notre Dame · US

Funding

Influence of Translation on Protein FoldingR01GM074807 · NIGMS · UNIVERSITY OF NOTRE DAME · PI CLARK, PATRICIA LOUISE · 2005 to 2014
$2.8M
Integrative computational framework for pattern mining in big -omics data: linking synonymous codon usage to protein biogenesisR01GM120733 · NIGMS · UNIVERSITY OF NOTRE DAME · PI CLARK, PATRICIA LOUISE, EMRICH, SCOTT · 2016 to 2019
$1.1M
NIGMS NIH HHS R01 GM074807NIGMS NIH HHS R01 GM120733
6 · The paper itself

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.

Indexed as

Amino Acid SequenceCodonComputational BiologyConserved SequenceModels, MolecularOpen Reading FramesRNA, MessengerCodonRNA, Messenger

Identifiers

PMID28475588
PMCPMC5438181
OpenAlexW2611528178

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.