Dynamic programming alignment accuracy

被引:88
作者
Holmes, I [1 ]
Durbin, R [1 ]
机构
[1] Sanger Ctr, Cambridge CB10 1SA, England
关键词
D O I
10.1089/cmb.1998.5.493
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Algorithms for generating alignments of biological sequences have inherent statistical limitations when it comes to the accuracy of the alignments they produce. Using simulations, we measure the accuracy of the standard global dynamic programming method and show that it can be reasonably well modelled by an "edge wander" approximation to the distribution of the optimal scoring path around the correct path in the vicinity of a gap. We also give a table from which accuracy values can be predicted for commonly used scoring schemes and sequence divergences (the PAM and BLOSUM series), Finally we describe how to calculate the expected accuracy of a given alignment, and show how this can be used to construct an optimal accuracy alignment algorithm which generates significantly more accurate alignments than standard dynamic programming methods in simulated experiments.
引用
收藏
页码:493 / 504
页数:12
相关论文
共 12 条
[1]   BASIC LOCAL ALIGNMENT SEARCH TOOL [J].
ALTSCHUL, SF ;
GISH, W ;
MILLER, W ;
MYERS, EW ;
LIPMAN, DJ .
JOURNAL OF MOLECULAR BIOLOGY, 1990, 215 (03) :403-410
[2]  
Durbin R., 1998, BIOL SEQUENCE ANAL
[3]   Significant improvement in accuracy of multiple protein sequence alignments by iterative refinement as assessed by reference to structural alignments [J].
Gotoh, O .
JOURNAL OF MOLECULAR BIOLOGY, 1996, 264 (04) :823-838
[4]   Similarity detection and localization [J].
Hwa, T ;
Lassig, M .
PHYSICAL REVIEW LETTERS, 1996, 76 (14) :2591-2594
[5]  
JUKES T H, 1969, P21
[6]  
MCCLURE MA, 1994, MOL BIOL EVOL, V11, P571
[7]  
Mevissen HT, 1996, PROTEIN ENG, V9, P127
[8]  
MIYAZAWA S, 1994, PROTEIN ENG, V8, P999
[9]   A GENERAL METHOD APPLICABLE TO SEARCH FOR SIMILARITIES IN AMINO ACID SEQUENCE OF 2 PROTEINS [J].
NEEDLEMAN, SB ;
WUNSCH, CD .
JOURNAL OF MOLECULAR BIOLOGY, 1970, 48 (03) :443-+
[10]   IMPROVED TOOLS FOR BIOLOGICAL SEQUENCE COMPARISON [J].
PEARSON, WR ;
LIPMAN, DJ .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1988, 85 (08) :2444-2448