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Updated: Jun 1, 2026

De novo Identification of Actively Translated Open Reading Frames with Ribosome Profiling Data
Published on: February 18, 2022
Context-dependent codon partition models provide significant increases in model fit in atpB and rbcL protein-coding
Guy Baele1, Yves Van de Peer, Stijn Vansteelandt
1Department of Plant Systems Biology, Ghent, Belgium.
New context-dependent codon partition models improve evolutionary modeling of protein-coding sequences. These models account for flanking base composition at four-fold degenerate sites, offering a computationally efficient alternative to complex codon models.
Area of Science:
- Molecular Evolution
- Bioinformatics
- Computational Biology
Background:
- Accurate modeling of protein-coding sequence evolution is computationally intensive with standard codon models.
- Codon partition models offer a computationally efficient alternative but assume independent evolution of codon positions.
- Empirical evidence suggests context-dependent substitution patterns at four-fold degenerate sites, challenging the independence assumption.
Purpose of the Study:
- To introduce and evaluate context-dependent codon partition models for sequence evolution.
- To test the hypothesis that four-fold degenerate site evolution depends on flanking base composition.
- To compare the performance of context-dependent models against existing evolutionary models.
Main Methods:
- Developed context-dependent codon partition models incorporating flanking base effects at four-fold degenerate sites.
- Applied and compared independent models, codon models, codon partition models, and context-dependent codon partition models.
- Utilized atpB and rbcL gene datasets from land plants for model evaluation.
- Employed Bayes factors and thermodynamic integration for model fit assessment.
Main Results:
- Context-dependent codon partition models significantly improved model fit for both atpB and rbcL gene datasets.
- A specific context-dependent model provided the largest increase in model fit compared to independent models.
- These context-dependent models approach the performance of computationally expensive codon models.
Conclusions:
- Context-dependent codon partition models are computationally viable and accurate alternatives to traditional codon models.
- The evolutionary patterns in atpB and rbcL genes are distinct, suggesting gene-specific modeling is advisable.
- Incorporating context-dependency enhances the biological realism of sequence evolution models.
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