Robust inference of positive selection from recombining coding sequences

被引:154
作者
Scheffler, Konrad [1 ]
Martin, Darren P. [1 ]
Seoighe, Cathal [1 ]
机构
[1] Univ Cape Town, Inst Infect Dis & Mol Med, Computat Biol Grp, ZA-7701 Rondebosch, South Africa
关键词
D O I
10.1093/bioinformatics/btl427
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Accurate detection of positive Darwinian selection can provide important insights to researchers investigating the evolution of pathogens. However, many pathogens (particularly viruses) undergo frequent recombination and the phylogenetic methods commonly applied to detect positive selection have been shown to give misleading results when applied to recombining sequences. We propose a method that makes maximum likelihood inference of positive selection robust to the presence of recombination. This is achieved by allowing tree topologies and branch lengths to change across detected recombination breakpoints. Further improvements are obtained by allowing synonymous substitution rates to vary across sites. Results: Using simulation we show that, even for extreme cases where recombination causes standard methods to reach false positive rates > 90%, the proposed method decreases the false positive rate to acceptable levels while retaining high power. We applied the method to two HIV-1 datasets for which we have previously found that inference of positive selection is invalid owing to high rates of recombination. In one of these (env gene) we still detected positive selection using the proposed method, while in the other (gag gene) we found no significant evidence of positive selection.
引用
收藏
页码:2493 / 2499
页数:7
相关论文
共 19 条
[1]  
Anisimova M, 2003, GENETICS, V164, P1229
[2]   The effect of selection on genealogies [J].
Barton, NH ;
Etheridge, AM .
GENETICS, 2004, 166 (02) :1115-1131
[3]  
GOLDMAN N, 1994, MOL BIOL EVOL, V11, P725
[4]   DATING OF THE HUMAN APE SPLITTING BY A MOLECULAR CLOCK OF MITOCHONDRIAL-DNA [J].
HASEGAWA, M ;
KISHINO, H ;
YANO, TA .
JOURNAL OF MOLECULAR EVOLUTION, 1985, 22 (02) :160-174
[5]   PROPERTIES OF A NEUTRAL ALLELE MODEL WITH INTRAGENIC RECOMBINATION [J].
HUDSON, RR .
THEORETICAL POPULATION BIOLOGY, 1983, 23 (02) :183-201
[6]   RDP: detection of recombination amongst aligned sequences [J].
Martin, D ;
Rybicki, E .
BIOINFORMATICS, 2000, 16 (06) :562-563
[7]   RDP2: recombination detection and analysis from sequence alignments [J].
Martin, DP ;
Williamson, C ;
Posada, D .
BIOINFORMATICS, 2005, 21 (02) :260-262
[8]  
MAYNARDSMITH J, 1992, J MOL EVOL, V34, P126
[9]  
MUSE SV, 1994, MOL BIOL EVOL, V11, P715
[10]  
Nielsen R, 1998, GENETICS, V148, P929