TY - JOUR
T1 - A codon model of nucleotide substitution with selection on synonymous codon usage
AU - Kubatko, Laura
AU - Shah, Premal
AU - Herbei, Radu
AU - Gilchrist, Michael A.
N1 - Funding Information:
We thank Ziheng Yang for providing information concerning the parameterization of the models in PAML. This work was supported by the National Science Foundation (DEB0918195 to L.S.K.; MCB1120370 to M.A.G.; and EF0832858 to the National Institute for Mathematical and Biological Synthesis (NIMBioS), which supported M.A.G. and P.S.); the University of Tennessee Knoxville, NIMBioS, and a Tennessee Science Alliance Joint Directed Research and Development grant (to M.A.G.); and the Alfred P. Sloan Foundation, Burroughs Wellcome Fund Career Award, David & Lucille Packard Foundation Fellowship (to J.B. Plotkin and used to support P.S.). We also acknowledge support from the Ohio Supercomputer Center and the Mathematical Biosciences Institute (MBI) at The Ohio State University.
Publisher Copyright:
© 2015 Elsevier Inc.
PY - 2016/1/1
Y1 - 2016/1/1
N2 - The quality of phylogenetic inference made from protein-coding genes depends, in part, on the realism with which the codon substitution process is modeled. Here we propose a new mechanistic model that combines the standard M0 substitution model of Yang (1997) with a simplified model from Gilchrist (2007) that includes selection on synonymous substitutions as a function of codon-specific nonsense error rates. We tested the newly proposed model by applying it to 104 protein-coding genes in brewer's yeast, and compared the fit of the new model to the standard M0 model and to the mutation-selection model of Yang and Nielsen (2008) using the AIC. Our new model provided significantly better fit in approximately 85% of the cases considered for the basic M0 model and in approximately 25% of the cases for the M0 model with estimated codon frequencies, but only in a few cases when the mutation-selection model was considered. However, our model includes a parameter that can be interpreted as a measure of the rate of protein production, and the estimates of this parameter were highly correlated with an independent measure of protein production for the yeast genes considered here. Finally, we found that in some cases the new model led to the preference of a different phylogeny for a subset of the genes considered, indicating that substitution model choice may have an impact on the estimated phylogeny.
AB - The quality of phylogenetic inference made from protein-coding genes depends, in part, on the realism with which the codon substitution process is modeled. Here we propose a new mechanistic model that combines the standard M0 substitution model of Yang (1997) with a simplified model from Gilchrist (2007) that includes selection on synonymous substitutions as a function of codon-specific nonsense error rates. We tested the newly proposed model by applying it to 104 protein-coding genes in brewer's yeast, and compared the fit of the new model to the standard M0 model and to the mutation-selection model of Yang and Nielsen (2008) using the AIC. Our new model provided significantly better fit in approximately 85% of the cases considered for the basic M0 model and in approximately 25% of the cases for the M0 model with estimated codon frequencies, but only in a few cases when the mutation-selection model was considered. However, our model includes a parameter that can be interpreted as a measure of the rate of protein production, and the estimates of this parameter were highly correlated with an independent measure of protein production for the yeast genes considered here. Finally, we found that in some cases the new model led to the preference of a different phylogeny for a subset of the genes considered, indicating that substitution model choice may have an impact on the estimated phylogeny.
KW - Codon substitution
KW - Mutation-selection
KW - Phylogenetics
KW - Protein production
KW - Synonymous substitution
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U2 - 10.1016/j.ympev.2015.08.026
DO - 10.1016/j.ympev.2015.08.026
M3 - Article
C2 - 26358614
AN - SCOPUS:84942757419
SN - 1055-7903
VL - 94
SP - 290
EP - 297
JO - Molecular Phylogenetics and Evolution
JF - Molecular Phylogenetics and Evolution
ER -