Bayes Empirical Bayes Inference of Amino Acid Sites Under Positive Selection
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Abstract
Codon-based substitution models have been widely used to identify amino acid sites under positive selection in comparative analysis of protein-coding DNA sequences. The nonsynonymous-synonymous substitution rate ratio (d(N)/d(S), denoted omega) is used as a measure of selective pressure at the protein level, with omega > 1 indicating positive selection. Statistical distributions are used to model the variation in omega among sites, allowing a subset of sites to have omega > 1 while the rest of the sequence may be under purifying selection with omega 1. Current implementations, however, use the naive EB (NEB) approach and fail to account for sampling errors in maximum likelihood estimates of model parameters,…
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Keywords
- Biology
- Bayes' theorem
- Inference
- Bayes factor
- Selection (genetic algorithm)
- Evolutionary biology
- Computational biology
- Bayesian probability
UN Sustainable Development Goals
- Life below water
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