Putative orthologue sequence sets were collated with Best Reciprocal Blast (BRB) protein matches. For salmonid species the top-two BRB-hits were assigned to putative orthologue groups. Multiple codon sequence alignments were constructed using MAFFT62 (link) and quality trimmed with Guidance in an iterative framework where sequences were re-aligned after identification of poorly aligned codons. Maximum likelihood (ML) gene trees were calculated by the R-package Phangorn63 (link) using codon alignments, the GTR+G+I model, and 100 bootstrap replicates. Branch specific GTR+G+I substitution rates were estimated functions from the R-package ape64 , while branch specific synonymous (dS) and non-synonymous (dN) substitution rates were estimated with non-negative least squares regression in the Phangorn R package63 (link) using pairwise dN and dS distance matrixes from codeml65 (link) and the ML gene tree topologies as input. Branch-site specific test for positive selection was carried out by a likelihood-ratio test on the ML-likelihood estimates for sequence evolution under different models in codeml. The smallest likelihood estimate from four omega starting values (0.5, 1, 1.5, and 2) was used in the likelihood ratio test (LRT). False discovery rate adjustments of p-values were done with the p.adjust function in R.
Lien S., Koop B.F., Sandve S.R., Miller J.R., Kent M.P., Nome T., Hvidsten T.R., Leong J.S., Minkley D.R., Zimin A., Grammes F., Grove H., Gjuvsland A., Walenz B., Hermansen R.A., von Schalburg K., Rondeau E.B., Di Genova A., Samy J.K., Olav Vik J., Vigeland M.D., Caler L., Grimholt U., Jentoft S., Inge VĂ¥ge D., de Jong P., Moen T., Baranski M., Palti Y., Smith D.R., Yorke J.A., Nederbragt A.J., Tooming-Klunderud A., Jakobsen K.S., Jiang X., Fan D., Hu Y., Liberles D.A., Vidal R., Iturra P., Jones S.J., Jonassen I., Maass A., Omholt S.W, & Davidson W.S. (2016). The Atlantic salmon genome provides insights into rediploidization. Nature, 533(7602), 200-205.
Publication 2016
Codon Evolution Gene Gene test Protein Salmonid Sequence alignments Tree
Corresponding Organization : Norwegian University of Science and Technology
Other organizations :
Norwegian University of Life Sciences, University of Victoria, J. Craig Venter Institute, Physical Sciences (United States), University of Maryland, College Park, University of Wyoming, University of Chile, Oslo University Hospital, University of Oslo, Norwegian Veterinary Institute, AquaGen (Norway), Nofima, National Center for Cool and Cold Water Aquaculture, BGI Group (China), Temple University, BC Cancer Agency, University of Bergen, Simon Fraser University
Likelihood-ratio test on the ML-likelihood estimates for sequence evolution under different models in codeml
dependent variables
Putative orthologue groups
Maximum likelihood (ML) gene trees
Branch specific GTR+G+I substitution rates
Branch specific synonymous (dS) and non-synonymous (dN) substitution rates
Branch-site specific test for positive selection
control variables
Negative controls not explicitly mentioned.
Positive controls not explicitly mentioned.
Annotations
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