Hybrid genetic algorithm for DNA sequencing with errors

被引:36
作者
Blazewicz, J [1 ]
Kasprzak, M
Kuroczycki, W
机构
[1] Poznan Univ Technol, Inst Comp Sci, Poznan, Poland
[2] Polish Acad Sci, Inst Bioorgan Chem, Poznan, Poland
关键词
genetic algorithms; DNA sequencing by hybridization; negative and positive errors;
D O I
10.1023/A:1016589707123
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the paper, a new hybrid genetic algorithm solving the DNA sequencing problem with negative and positive errors is presented. The algorithm has as its input a set of oligonucleotides coming from a hybridization experiment. The aim is to reconstruct an original DNA sequence of a known length on the basis of this set. No additional information about the oligonucleotides nor about the errors is assumed. Despite that, the algorithm returns for computationally hard instances surprisingly good results, of a very high similarity to original sequences.
引用
收藏
页码:495 / 502
页数:8
相关论文
共 22 条
[1]  
[Anonymous], 1989, GENETIC ALGORITHM SE
[2]  
[Anonymous], [No title captured], Patent No. 8810400
[3]   A NOVEL METHOD FOR NUCLEIC-ACID SEQUENCE DETERMINATION [J].
BAINS, W ;
SMITH, GC .
JOURNAL OF THEORETICAL BIOLOGY, 1988, 135 (03) :303-307
[4]   DNA sequencing with positive and negative errors [J].
Blazewicz, J ;
Formanowicz, P ;
Kasprzak, M ;
Markiewicz, WT ;
Weglarz, J .
JOURNAL OF COMPUTATIONAL BIOLOGY, 1999, 6 (01) :113-123
[5]  
Blazewicz J, 1997, COMPUT APPL BIOSCI, V13, P151
[6]   Tabu search for DNA sequencing with false negatives and false positives [J].
Blazewicz, J ;
Formanowicz, P ;
Kasprzak, M ;
Markiewicz, WT ;
Weglarz, J .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2000, 125 (02) :257-265
[7]  
BLAZEWICZ J, 2002, IN PRESS THEORETICAL
[8]  
BLAZEWICZ J, 1999, P 3 MET INT C MIC 99, P69
[9]  
CAVIANIPEASE AC, 1994, P NATL ACAD SCI USA, V91, P5022
[10]   AN ALGORITHM FOR THE DNA-SEQUENCE GENERATION FROM K-TUPLE WORD CONTENTS OF THE MINIMAL NUMBER OF RANDOM FRAGMENTS [J].
DRMANAC, R ;
LABAT, I ;
CRKVENJAKOV, R .
JOURNAL OF BIOMOLECULAR STRUCTURE & DYNAMICS, 1991, 8 (05) :1085-1102