A branch-and-bound algorithm for the inference of ancestral amino-acid sequences when the replacement rate varies among sites: Application to the evolution of five gene families

被引:500
作者
Pupko, T
Pe'er, I
Hasegawa, M
Graur, D
Friedman, N
机构
[1] Inst Stat Math, Minato Ku, Tokyo 1068569, Japan
[2] Tel Aviv Univ, Sch Comp Sci, IL-69978 Tel Aviv, Israel
[3] Tel Aviv Univ, George S Wise Fac Life Sci, Dept Zool, IL-69978 Tel Aviv, Israel
[4] Hebrew Univ Jerusalem, Sch Comp Sci & Engn, IL-91904 Jerusalem, Israel
关键词
D O I
10.1093/bioinformatics/18.8.1116
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: We developed an algorithm to reconstruct ancestral sequences, taking into account the rate variation among sites of the protein sequences. Our algorithm maximizes the joint probability of the ancestral sequences, assuming that the rate is gamma distributed among sites. Our algorithm provably finds the global maximum. The use of 'joint' reconstruction is motivated by studies that use the sequences at all the internal nodes in a phylogenetic tree, such as, for instance, the inference of patterns of amino-acid replacement, or tracing the biochemical changes that occurred during the evolution of a given protein family. Results: We give an algorithm that guarantees finding the global maximum. The efficient search method makes our method applicable to datasets with large number sequences. We analyze ancestral sequences of five gene families, exploring the effect of the amount of among-site-rate-variation, and the degree of sequence divergence on the resulting ancestral states.
引用
收藏
页码:1116 / 1123
页数:8
相关论文
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