The inference of stepwise changes in substitution rates using serial sequence samples

被引:39
作者
Drummond, A
Forsberg, R
Rodrigo, AG
机构
[1] Univ Auckland, Sch Biol Sci, Auckland, New Zealand
[2] Univ Aarhus, Dept Ecol & Genet, Aarhus, Denmark
关键词
serial samples; stepwise rate changes; maximum likelihood; least squares; substitution rate;
D O I
10.1093/oxfordjournals.molbev.a003920
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
It is frequently true that molecular sequences do not evolve in a strictly clocklike manner. Instead, substitution rate may vary for a number of reasons, including changes in selection pressure and effective population size, as well as changes in mean generation time. Here we present two new methods for estimating stepwise changes in substitution rates when serially sampled molecular sequences are available. These methods are based on multiple rates with dated tips (MRDT) models and allow different rates to be estimated for different intervals of time. These intervals may correspond to the sampling intervals or to a priori-defined intervals that are not coincident with the times the serial samples are obtained. Two methods for obtaining estimates of multiple rates are described. The first is an extension of the phylogeny-based maximum-likelihood estimation procedure introduced by Rambaut. The second is a new parameterization of the pairwise distance least-squares procedure used by Drummond and Rodrigo. The utility of these methods is demonstrated on a genealogy of HIV sequences obtained at five different sampling times from a single patient over a period of 34 months.
引用
收藏
页码:1365 / 1371
页数:7
相关论文
共 25 条
[1]   Presence of an inducible HIV-1 latent reservoir during highly active antiretroviral therapy [J].
Chun, TW ;
Stuyver, L ;
Mizell, SB ;
Ehler, LA ;
Mican, JAM ;
Baseler, M ;
Lloyd, AL ;
Nowak, MA ;
Fauci, AS .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1997, 94 (24) :13193-13197
[2]   Reconstructing genealogies of serial samples under the assumption of a molecular clock using serial-sample UPGMA [J].
Drummond, A ;
Rodrigo, AG .
MOLECULAR BIOLOGY AND EVOLUTION, 2000, 17 (12) :1807-1815
[3]  
Efron B., 1993, INTRO BOOTSTRAP, V1st ed., DOI DOI 10.1201/9780429246593
[4]   ESTIMATING EFFECTIVE POPULATION-SIZE FROM SAMPLES OF SEQUENCES - INEFFICIENCY OF PAIRWISE AND SEGREGATING SITES AS COMPARED TO PHYLOGENETIC ESTIMATES [J].
FELSENSTEIN, J .
GENETICS RESEARCH, 1992, 59 (02) :139-147
[5]   EVOLUTIONARY TREES FROM DNA-SEQUENCES - A MAXIMUM-LIKELIHOOD APPROACH [J].
FELSENSTEIN, J .
JOURNAL OF MOLECULAR EVOLUTION, 1981, 17 (06) :368-376
[6]   Identification of a reservoir for HIV-1 in patients on highly active antiretroviral therapy [J].
Finzi, D ;
Hermankova, M ;
Pierson, T ;
Carruth, LM ;
Buck, C ;
Chaisson, RE ;
Quinn, TC ;
Chadwick, K ;
Margolick, J ;
Brookmeyer, R ;
Gallant, J ;
Markowitz, M ;
Ho, DD ;
Richman, DD ;
Siliciano, RF .
SCIENCE, 1997, 278 (5341) :1295-1300
[7]  
FU YX, 1994, GENETICS, V136, P685
[8]   STATISTICAL TESTS OF MODELS OF DNA SUBSTITUTION [J].
GOLDMAN, N .
JOURNAL OF MOLECULAR EVOLUTION, 1993, 36 (02) :182-198
[9]   MAXIMUM-LIKELIHOOD INFERENCE OF PHYLOGENETIC TREES, WITH SPECIAL REFERENCE TO A POISSON-PROCESS MODEL OF DNA SUBSTITUTION AND TO PARSIMONY ANALYSES [J].
GOLDMAN, N .
SYSTEMATIC ZOOLOGY, 1990, 39 (04) :345-361
[10]   Statistical tests of gamma-distributed rate heterogeneity in models of sequence evolution in phylogenetics [J].
Goldman, N ;
Whelan, S .
MOLECULAR BIOLOGY AND EVOLUTION, 2000, 17 (06) :975-978