Molecular Biology and Evolution, Vol 12, 546-557, Copyright © 1995 by Society for Molecular Biology and Evolution
X Gu, YX Fu and WH Li
This paper presents a maximum likelihood approach to estimating the
variation of substitution rate among nucleotide sites. We assume that the
rate varies among sites according to an invariant+gamma distribution, which
has two parameters: the gamma parameter alpha and the proportion of
invariable sites theta. Theoretical treatments on three, four, and five
sequences have been conducted, and computer program have been developed. It
is shown that rho = (1 + theta alpha)/(1 + alpha) is a good measure for the
rate heterogeneity among sites. Extensive simulations show that (1) if the
proportion of invariable sites is negligible, i.e., theta = 0, the gamma
parameter alpha can be satisfactorily estimated, even with three sequences;
(2) if the proportion of invariable sites is not negligible, the
heterogeneity rho can still be suitably estimated with four or more
sequences; and (3) the distances estimated by the proposed method are
almost unbiased and are robust against violation of the assumption of the
invariant + gamma distribution.
ORIGINAL ARTICLE
Maximum likelihood estimation of the heterogeneity of substitution rate among nucleotide sites
Human Genetics Center, University of Texas, Houston 77225, USA.
![]()
CiteULike
Connotea
Del.icio.us What's this?
This article has been cited by other articles:
![]() |
S. Simon, S. Strauss, A. von Haeseler, and H. Hadrys A Phylogenomic Approach to Resolve the Basal Pterygote Divergence Mol. Biol. Evol., December 1, 2009; 26(12): 2719 - 2730. [Abstract] [Full Text] [PDF] |
||||
![]() |
W. Fletcher and Z. Yang INDELible: A Flexible Simulator of Biological Sequence Evolution Mol. Biol. Evol., August 1, 2009; 26(8): 1879 - 1888. [Abstract] [Full Text] [PDF] |
||||
![]() |
A. R. Lemmon, J. M. Brown, K. Stanger-Hall, and E. M. Lemmon The Effect of Ambiguous Data on Phylogenetic Estimates Obtained by Maximum Likelihood and Bayesian Inference Syst Biol, May 22, 2009; (2009) syp017v1. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. Anisimova and C. Kosiol Investigating Protein-Coding Sequence Evolution with Probabilistic Codon Substitution Models Mol. Biol. Evol., February 1, 2009; 26(2): 255 - 271. [Abstract] [Full Text] [PDF] |
||||
![]() |
A. D. Fernandes and W. R. Atchley Site-specific evolutionary rates in proteins are better modeled as non-independent and strictly relative Bioinformatics, October 1, 2008; 24(19): 2177 - 2183. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. Q. Le and O. Gascuel An Improved General Amino Acid Replacement Matrix Mol. Biol. Evol., July 1, 2008; 25(7): 1307 - 1320. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. Dohrmann, D. Janussen, J. Reitner, A. G. Collins, and G. Worheide Phylogeny and Evolution of Glass Sponges (Porifera, Hexactinellida) Syst Biol, June 1, 2008; 57(3): 388 - 405. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. E. Light and M. S. Hafner Codivergence in Heteromyid Rodents (Rodentia: Heteromyidae) and Their Sucking Lice of the Genus Fahrenholzia (Phthiraptera: Anoplura) Syst Biol, June 1, 2008; 57(3): 449 - 465. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. A. A. Nylander, U. Olsson, P. Alstrom, and I. Sanmartin Accounting for Phylogenetic Uncertainty in Biogeography: A Bayesian Approach to Dispersal-Vicariance Analysis of the Thrushes (Aves: Turdus) Syst Biol, April 1, 2008; 57(2): 257 - 268. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. Ekman, H. L. Andersen, and M. Wedin The Limitations of Ancestral State Reconstruction and the Evolution of the Ascus in the Lecanorales (Lichenized Ascomycota) Syst Biol, February 1, 2008; 57(1): 141 - 156. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. P. Huelsenbeck and M. A. Suchard A Nonparametric Method for Accommodating and Testing Across-Site Rate Variation Syst Biol, December 1, 2007; 56(6): 975 - 987. [Abstract] [Full Text] [PDF] |
||||
![]() |
C. M. Wade, C. Hudelot, A. Davison, F. Naggs, and P. B. Mordan Molecular phylogeny of the helicoid land snails (Pulmonata: Stylommatophora: Helicoidea), with special emphasis on the Camaenidae J. Mollus. Stud., November 1, 2007; 73(4): 411 - 415. [Full Text] [PDF] |
||||
![]() |
N. Georgelis, E. L. Braun, J. R. Shaw, and L. C. Hannah The Two AGPase Subunits Evolve at Different Rates in Angiosperms, yet They Are Equally Sensitive to Activity-Altering Amino Acid Changes When Expressed in Bacteria PLANT CELL, May 1, 2007; 19(5): 1458 - 1472. [Abstract] [Full Text] [PDF] |
||||
![]() |
X. Gu Evolutionary Framework for Protein Sequence Evolution and Gene Pleiotropy Genetics, April 1, 2007; 175(4): 1813 - 1822. [Abstract] [Full Text] [PDF] |
||||
![]() |
X. Gu A Simple Statistical Method for Estimating Type-II (Cluster-Specific) Functional Divergence of Protein Sequences Mol. Biol. Evol., October 1, 2006; 23(10): 1937 - 1945. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. Kullberg, M. A. Nilsson, U. Arnason, E. H. Harley, and A. Janke Housekeeping Genes for Phylogenetic Analysis of Eutherian Relationships Mol. Biol. Evol., August 1, 2006; 23(8): 1493 - 1503. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. Abhiman, C. O. Daub, and E. L. L. Sonnhammer Prediction of Function Divergence in Protein Families Using the Substitution Rate Variation Parameter Alpha Mol. Biol. Evol., July 1, 2006; 23(7): 1406 - 1413. [Abstract] [Full Text] [PDF] |
||||
![]() |
A. Stern and T. Pupko An Evolutionary Space-Time Model with Varying Among-Site Dependencies Mol. Biol. Evol., February 1, 2006; 23(2): 392 - 400. [Abstract] [Full Text] [PDF] |
||||
![]() |
L. A. Lewis and P. O. Lewis Unearthing the Molecular Phylodiversity of Desert Soil Green Algae (Chlorophyta) Syst Biol, December 1, 2005; 54(6): 936 - 947. [Abstract] [Full Text] [PDF] |
||||
![]() |
C. Poux, O. Madsen, E. Marquard, D. R. Vieites, W. W. de Jong, and M. Vences Asynchronous Colonization of Madagascar by the Four Endemic Clades of Primates, Tenrecs, Carnivores, and Rodents as Inferred from Nuclear Genes Syst Biol, October 1, 2005; 54(5): 719 - 730. [Abstract] [Full Text] [PDF] |
||||
![]() |
R. J. Mason-Gamer The {beta}-amylase genes of grasses and a phylogenetic analysis of the Triticeae (Poaceae) Am. J. Botany, June 1, 2005; 92(6): 1045 - 1058. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. C. Brandley, A. Schmitz, and T. W. Reeder Partitioned Bayesian Analyses, Partition Choice, and the Phylogenetic Relationships of Scincid Lizards Syst Biol, June 1, 2005; 54(3): 373 - 390. [Abstract] [Full Text] [PDF] |
||||
![]() |
H. Xu, R. Chakraborty, and Y.-X. Fu Mutation Rate Variation at Human Dinucleotide Microsatellites Genetics, May 1, 2005; 170(1): 305 - 312. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. J. Wiens, R. M. Bonett, and P. T. Chippindale Ontogeny Discombobulates Phylogeny: Paedomorphosis and Higher-Level Salamander Relationships Syst Biol, February 1, 2005; 54(1): 91 - 110. [Abstract] [Full Text] [PDF] |
||||
![]() |
D. E. Desjardin, Z. Wang, M. Binder, and D. S. Hibbett Sparassis cystidiosa sp. nov. from Thailand is described using morphological and molecular data Mycologia, September 1, 2004; 96(5): 1010 - 1014. [Abstract] [Full Text] [PDF] |
||||
![]() |
K. Tamura, M. Nei, and S. Kumar Prospects for inferring very large phylogenies by using the neighbor-joining method PNAS, July 27, 2004; 101(30): 11030 - 11035. [Abstract] [Full Text] [PDF] |
||||
![]() |
X. Gu and H. Zhang Genome Phylogenetic Analysis Based on Extended Gene Contents Mol. Biol. Evol., July 1, 2004; 21(7): 1401 - 1408. [Abstract] [Full Text] [PDF] |
||||
![]() |
K. M. Kjer Aligned 18S and Insect Phylogeny Syst Biol, June 1, 2004; 53(3): 506 - 514. [Abstract] [Full Text] [PDF] |
||||
![]() |
K. F. Darling, M. Kucera, C. J. Pudsey, and C. M. Wade Molecular evidence links cryptic diversification in polar planktonic protists to Quaternary climate dynamics PNAS, May 18, 2004; 101(20): 7657 - 7662. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. Lutz, R. Bauer, D. Begerow, F. Oberwinkler, and D. Triebel Tuberculina: rust relatives attack rusts Mycologia, May 1, 2004; 96(3): 614 - 626. [Abstract] [Full Text] [PDF] |
||||
![]() |
A. R. Lemmon and E. C. Moriarty The Importance of Proper Model Assumption in Bayesian Phylogenetics Syst Biol, April 1, 2004; 53(2): 265 - 277. [Abstract] [Full Text] [PDF] |
||||
![]() |
R. J. Mason-Gamer Reticulate Evolution, Introgression, and Intertribal Gene Capture in an Allohexaploid Grass Syst Biol, February 1, 2004; 53(1): 25 - 37. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. A. A. Nylander, F. Ronquist, J. P. Huelsenbeck, and J. Nieves-Aldrey Bayesian Phylogenetic Analysis of Combined Data Syst Biol, February 1, 2004; 53(1): 47 - 67. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. Tapp, M. Thollesson, and B. Herrmann Phylogenetic relationships and genotyping of the genus Streptococcus by sequence determination of the RNase P RNA gene, rnpB Int J Syst Evol Microbiol, November 1, 2003; 53(6): 1861 - 1871. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. Meyer and A. von Haeseler Identifying Site-Specific Substitution Rates Mol. Biol. Evol., February 1, 2003; 20(2): 182 - 189. [Abstract] [Full Text] [PDF] |
||||
![]() |
A. Riethmuller, H. Voglmayr, M. Goker, M. Weiss, and F. Oberwinkler Phylogenetic relationships of the downy mildews (Peronosporales) and related groups based on nuclear large subunit ribosomal DNA sequences Mycologia, September 1, 2002; 94(5): 834 - 849. [Abstract] [Full Text] [PDF] |
||||
![]() |
T. R. Buckley and C. W. Cunningham The Effects of Nucleotide Substitution Model Assumptions on Estimates of Nonparametric Bootstrap Support Mol. Biol. Evol., April 1, 2002; 19(4): 394 - 405. [Abstract] [Full Text] [PDF] |
||||
![]() |
E. A. Zimmer, E. H. Roalson, L. E. Skog, J. K. Boggan, and A. Idnurm Phylogenetic relationships in the Gesnerioideae (Gesneriaceae) based on nrDNA ITS and cpDNA trnL-F and trnE-T spacer region sequences Am. J. Botany, February 1, 2002; 89(2): 296 - 311. [Abstract] [Full Text] [PDF] |
||||
![]() |
X. Gu Maximum-Likelihood Approach for Gene Family Evolution Under Functional Divergence Mol. Biol. Evol., April 1, 2001; 18(4): 453 - 464. [Abstract] [Full Text] [PDF] |
||||
![]() |
T. R. Buckley, C. Simon, H. Shimodaira, and G. K. Chambers Evaluating Hypotheses on the Origin and Evolution of the New Zealand Alpine Cicadas (Maoricicada) Using Multiple-Comparison Tests of Tree Topology Mol. Biol. Evol., February 1, 2001; 18(2): 223 - 234. [Abstract] [Full Text] |
||||
![]() |
D. D. Pollock and W. J. Bruno Assessing an Unknown Evolutionary Process: Effect of Increasing Site-Specific Knowledge Through Taxon Addition Mol. Biol. Evol., December 1, 2000; 17(12): 1854 - 1858. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. Zhang and X. Gu Correlation Between the Substitution Rate and Rate Variation Among Sites in Protein Evolution Genetics, July 1, 1998; 149(3): 1615 - 1625. [Abstract] [Full Text] [PDF] |
||||
![]() |
X. Gu and W.-H. Li Estimation of evolutionary distances under stationary and nonstationary models of nucleotide substitution PNAS, May 26, 1998; 95(11): 5899 - 5905. [Abstract] [Full Text] [PDF] |
||||









