Molecular Biology and Evolution 19:49-57 (2002)
© 2002 Society for Molecular Biology and Evolution
Codon-Substitution Models to Detect Adaptive Evolution that Account for Heterogeneous Selective Pressures Among Site Classes
Galton Laboratory, Department of Biology, University College London;
Department of Molecular Biology and Genetics, Cornell University;
Department of Biology, University of California, Riverside
The nonsynonymous to synonymous substitution rate ratio (
= dN/dS) provides a sensitive measure of selective pressure at the protein level, with
values <1, =1, and >1 indicating purifying selection, neutral evolution, and diversifying selection, respectively. Maximum likelihood models of codon substitution developed recently account for variable selective pressures among amino acid sites by employing a statistical distribution for the
ratio among sites. Those models, called random-sites models, are suitable when we do not know a priori which sites are under what kind of selective pressure. Sometimes prior information (such as the tertiary structure of the protein) might be available to partition sites in the protein into different classes, which are expected to be under different selective pressures. It is then sensible to use such information in the model. In this paper, we implement maximum likelihood models for prepartitioned data sets, which account for the heterogeneity among site partitions by using different
parameters for the partitions. The models, referred to as fixed-sites models, are also useful for combined analysis of multiple genes from the same set of species. We apply the models to data sets of the major histocompatibility complex (MHC) class I alleles from human populations and of the abalone sperm lysin genes. Structural information is used to partition sites in MHC into two classes: those in the antigen recognition site (ARS) and those outside. Positive selection is detected in the ARS by the fixed-sites models. Similarly, sites in lysin are classified into the buried and solvent-exposed classes according to the tertiary structure, and positive selection was detected at the solvent-exposed sites. The random-sites models identified a number of sites under positive selection in each data set, confirming and elaborating the results of the fixed-sites models. The analysis demonstrates the utility of the fixed-sites models, as well as the power of previous random-sites models, which do not use the prior information to partition sites.
![]()
CiteULike
Connotea
Del.icio.us What's this?
This article has been cited by other articles:
![]() |
L. Bao, H. Gu, K. A. Dunn, and J. P. Bielawski Likelihood-Based Clustering (LiBaC) for Codon Models, a Method for Grouping Sites according to Similarities in the Underlying Process of Evolution Mol. Biol. Evol., September 1, 2008; 25(9): 1995 - 2007. [Abstract] [Full Text] [PDF] |
||||
![]() |
N. Rodrigue, H. Philippe, and N. Lartillot Uniformization for sampling realizations of Markov processes: applications to Bayesian implementations of codon substitution models Bioinformatics, January 1, 2008; 24(1): 56 - 62. [Abstract] [Full Text] [PDF] |
||||
![]() |
A. M. Andres, C. de Hemptinne, and J. Bertranpetit Heterogeneous Rate of Protein Evolution in Serotonin Genes Mol. Biol. Evol., December 1, 2007; 24(12): 2707 - 2715. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. A. Streisfeld and M. D. Rausher Relaxed Constraint and Evolutionary Rate Variation between Basic Helix-Loop-Helix Floral Anthocyanin Regulators in Ipomoea Mol. Biol. Evol., December 1, 2007; 24(12): 2816 - 2826. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. McCauley, S. de Groot, T. Mailund, and J. Hein Annotation of selection strengths in viral genomes Bioinformatics, November 15, 2007; 23(22): 2978 - 2986. [Abstract] [Full Text] [PDF] |
||||
![]() |
N. L. Clark, G. D. Findlay, X. Yi, M. J. MacCoss, and W. J. Swanson Duplication and Selection on Abalone Sperm Lysin in an Allopatric Population Mol. Biol. Evol., September 1, 2007; 24(9): 2081 - 2090. [Abstract] [Full Text] [PDF] |
||||
![]() |
Z. Yang PAML 4: Phylogenetic Analysis by Maximum Likelihood Mol. Biol. Evol., August 1, 2007; 24(8): 1586 - 1591. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. C. Choi, A. Hobolth, D. M. Robinson, H. Kishino, and J. L. Thorne Quantifying the Impact of Protein Tertiary Structure on Molecular Evolution Mol. Biol. Evol., August 1, 2007; 24(8): 1769 - 1782. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. de Groot, T. Mailund, and J. Hein Comparative annotation of viral genomes with non-conserved gene structure Bioinformatics, May 1, 2007; 23(9): 1080 - 1089. [Abstract] [Full Text] [PDF] |
||||
![]() |
A. C.-C. Shih, T.-C. Hsiao, M.-S. Ho, and W.-H. Li Simultaneous amino acid substitutions at antigenic sites drive influenza A hemagglutinin evolution PNAS, April 10, 2007; 104(15): 6283 - 6288. [Abstract] [Full Text] [PDF] |
||||
![]() |
A. Doron-Faigenboim and T. Pupko A Combined Empirical and Mechanistic Codon Model Mol. Biol. Evol., February 1, 2007; 24(2): 388 - 397. [Abstract] [Full Text] [PDF] |
||||
![]() |
W. Ren, W. Li, M. Yu, P. Hao, Y. Zhang, P. Zhou, S. Zhang, G. Zhao, Y. Zhong, S. Wang, et al. Full-length genome sequences of two SARS-like coronaviruses in horseshoe bats and genetic variation analysis. J. Gen. Virol., November 1, 2006; 87(Pt 11): 3355 - 3359. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. H. Thomas Adaptive evolution in two large families of ubiquitin-ligase adapters in nematodes and plants Genome Res., August 1, 2006; 16(8): 1017 - 1030. [Abstract] [Full Text] [PDF] |
||||
![]() |
T. M. Panhuis and W. J. Swanson Molecular Evolution and Population Genetic Analysis of Candidate Female Reproductive Genes in Drosophila Genetics, August 1, 2006; 173(4): 2039 - 2047. [Abstract] [Full Text] [PDF] |
||||
![]() |
H. Liang, W. Zhou, and L. F. Landweber SWAKK: a web server for detecting positive selection in proteins using a sliding window substitution rate analysis. Nucleic Acids Res., July 1, 2006; 34(Web Server issue): W382 - W384. [Abstract] [Full Text] [PDF] |
||||
![]() |
D. J. Wilson and G. McVean Estimating Diversifying Selection and Functional Constraint in the Presence of Recombination Genetics, March 1, 2006; 172(3): 1411 - 1425. [Abstract] [Full Text] [PDF] |
||||
![]() |
K. Scheffler and C. Seoighe A Bayesian Model Comparison Approach to Inferring Positive Selection Mol. Biol. Evol., December 1, 2005; 22(12): 2531 - 2540. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. K. Pond and S. V. Muse Site-to-Site Variation of Synonymous Substitution Rates Mol. Biol. Evol., December 1, 2005; 22(12): 2375 - 2385. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. Perez-Losada, R. P. Viscidi, J. C. Demma, J. Zenilman, and K. A. Crandall Population Genetics of Neisseria gonorrhoeae in a High-Prevalence Community Using a Hypervariable Outer Membrane porB and 13 Slowly Evolving Housekeeping Genes Mol. Biol. Evol., September 1, 2005; 22(9): 1887 - 1902. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. G. Bishop Directed Mutagenesis Confirms the Functional Importance of Positively Selected Sites in Polygalacturonase Inhibitor Protein Mol. Biol. Evol., July 1, 2005; 22(7): 1531 - 1534. [Abstract] [Full Text] [PDF] |
||||
![]() |
Z. Chen, M. Terai, L. Fu, R. Herrero, R. DeSalle, and R. D. Burk Diversifying Selection in Human Papillomavirus Type 16 Lineages Based on Complete Genome Analyses J. Virol., June 1, 2005; 79(11): 7014 - 7023. [Abstract] [Full Text] [PDF] |
||||
![]() |
T. C. Spady, O. Seehausen, E. R. Loew, R. C. Jordan, T. D. Kocher, and K. L. Carleton Adaptive Molecular Evolution in the Opsin Genes of Rapidly Speciating Cichlid Species Mol. Biol. Evol., June 1, 2005; 22(6): 1412 - 1422. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. L. Kosakovsky Pond and S. D. W. Frost Not So Different After All: A Comparison of Methods for Detecting Amino Acid Sites Under Selection Mol. Biol. Evol., May 1, 2005; 22(5): 1208 - 1222. [Abstract] [Full Text] [PDF] |
||||
![]() |
P. Pfister and I. Rodriguez Olfactory expression of a single and highly variable V1r pheromone receptor-like gene in fish species PNAS, April 12, 2005; 102(15): 5489 - 5494. [Abstract] [Full Text] [PDF] |
||||
![]() |
Z. Yang, W. S.W. Wong, and R. Nielsen Bayes Empirical Bayes Inference of Amino Acid Sites Under Positive Selection Mol. Biol. Evol., April 1, 2005; 22(4): 1107 - 1118. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. H. Thomas, J. L. Kelley, H. M. Robertson, K. Ly, and W. J. Swanson Adaptive evolution in the SRZ chemoreceptor families of Caenorhabditis elegans and Caenorhabditis briggsae PNAS, March 22, 2005; 102(12): 4476 - 4481. [Abstract] [Full Text] [PDF] |
||||
![]() |
Z. Yang The power of phylogenetic comparison in revealing protein function PNAS, March 1, 2005; 102(9): 3179 - 3180. [Full Text] [PDF] |
||||
![]() |
D. A. McClellan, E. J. Palfreyman, M. J. Smith, J. L. Moss, R. G. Christensen, and J. K. Sailsbery Physicochemical Evolution and Molecular Adaptation of the Cetacean and Artiodactyl Cytochrome b Proteins Mol. Biol. Evol., March 1, 2005; 22(3): 437 - 455. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. L. Kosakovsky Pond and S. D. W. Frost A Simple Hierarchical Approach to Modeling Distributions of Substitution Rates Mol. Biol. Evol., February 1, 2005; 22(2): 223 - 234. [Abstract] [Full Text] [PDF] |
||||
![]() |
D. Schmidt and R. Durrett Adaptive Evolution Drives the Diversification of Zinc-Finger Binding Domains Mol. Biol. Evol., December 1, 2004; 21(12): 2326 - 2339. [Abstract] [Full Text] [PDF] |
||||
![]() |
E. P.C. Rocha Codon usage bias from tRNA's point of view: Redundancy, specialization, and efficient decoding for translation optimization Genome Res., November 1, 2004; 14(11): 2279 - 2286. [Abstract] [Full Text] [PDF] |
||||
![]() |
W. S. W. Wong, Z. Yang, N. Goldman, and R. Nielsen Accuracy and Power of Statistical Methods for Detecting Adaptive Evolution in Protein Coding Sequences and for Identifying Positively Selected Sites Genetics, October 1, 2004; 168(2): 1041 - 1051. [Abstract] [Full Text] [PDF] |
||||
![]() |
H. Tang, G. J. Wyckoff, J. Lu, and C.-I Wu A Universal Evolutionary Index for Amino Acid Changes Mol. Biol. Evol., August 1, 2004; 21(8): 1548 - 1556. [Abstract] [Full Text] [PDF] |
||||
![]() |
T.-K. Seo, H. Kishino, and J. L. Thorne Estimating Absolute Rates of Synonymous and Nonsynonymous Nucleotide Substitution in Order to Characterize Natural Selection and Date Species Divergences Mol. Biol. Evol., July 1, 2004; 21(7): 1201 - 1213. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. F. Canino and P. Bentzen Evidence for Positive Selection at the Pantophysin (Pan I) Locus in Walleye Pollock, Theragra chalcogramma Mol. Biol. Evol., July 1, 2004; 21(7): 1391 - 1400. [Abstract] [Full Text] [PDF] |
||||
![]() |
H. Johannesson, P. Vidal, J. Guarro, R. A. Herr, G. T. Cole, and J. W. Taylor Positive Directional Selection in the Proline-Rich Antigen (PRA) Gene Among the Human Pathogenic Fungi Coccidioides immitis, C. posadasii and Their Closest Relatives Mol. Biol. Evol., June 1, 2004; 21(6): 1134 - 1145. [Abstract] [Full Text] [PDF] |
||||
![]() |
R. D. Emes, S. A. Beatson, C. P. Ponting, and L. Goodstadt Evolution and Comparative Genomics of Odorant- and Pheromone-Associated Genes in Rodents Genome Res., April 1, 2004; 14(4): 591 - 602. [Abstract] [Full Text] [PDF] |
||||
![]() |
G. H. Pogson and K. A. Mesa Positive Darwinian Selection at the Pantophysin (Pan I) Locus in Marine Gadid Fishes Mol. Biol. Evol., January 1, 2004; 21(1): 65 - 75. [Abstract] [Full Text] [PDF] |
||||
![]() |
U. Stolz, S. Velez, K. V. Wood, M. Wood, and J. L. Feder Darwinian natural selection for orange bioluminescent color in a Jamaican click beetle PNAS, December 9, 2003; 100(25): 14955 - 14959. [Abstract] [Full Text] [PDF] |
||||
![]() |
B. Negre, J. M. Ranz, F. Casals, M. Caceres, and A. Ruiz A New Split of the Hox Gene Complex in Drosophila: Relocation and Evolution of the Gene labial Mol. Biol. Evol., December 1, 2003; 20(12): 2042 - 2054. [Abstract] [Full Text] [PDF] |
||||
![]() |
N. Takebayashi, P. B. Brewer, E. Newbigin, and M. K. Uyenoyama Patterns of Variation Within Self-Incompatibility Loci Mol. Biol. Evol., November 1, 2003; 20(11): 1778 - 1794. [Abstract] [Full Text] [PDF] |
||||
![]() |
Y.-w. Zhang, O. A. Ryder, and Y.-p. Zhang Intra- and Interspecific Variation of the CCR5 Gene in Higher Primates Mol. Biol. Evol., October 1, 2003; 20(10): 1722 - 1729. [Abstract] [Full Text] |
||||
![]() |
U. Sorhannus The Effect of Positive Selection on a Sexual Reproduction Gene in Thalassiosira weissflogii (Bacillariophyta): Results Obtained from Maximum-Likelihood and Parsimony-Based Methods Mol. Biol. Evol., August 1, 2003; 20(8): 1326 - 1328. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. Anisimova, R. Nielsen, and Z. Yang Effect of Recombination on the Accuracy of the Likelihood Method for Detecting Positive Selection at Amino Acid Sites Genetics, July 1, 2003; 164(3): 1229 - 1236. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. Mondragon-Palomino, B. C. Meyers, R. W. Michelmore, and B. S. Gaut Patterns of Positive Selection in the Complete NBS-LRR Gene Family of Arabidopsis thaliana Genome Res., September 1, 2002; 12(9): 1305 - 1315. [Abstract] [Full Text] [PDF] |
||||







