Fast and sensitive probe selection for DNA chips using jumps in matching statistics

被引:15
作者
Rahmann, S [1 ]
机构
[1] Max Planck Inst Mol Genet, Dept Computat Mol Biol, D-14195 Berlin, Germany
来源
PROCEEDINGS OF THE 2003 IEEE BIOINFORMATICS CONFERENCE | 2003年
关键词
D O I
10.1109/CSB.2003.1227304
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
The design of large scale DNA microarrays is a challenging problem. So far, probe selection algorithms must trade the ability to cope with large scale problems for a loss of accuracy in the estimation of probe quality. We present an approach based on jumps in matching statistics that combines the best of both worlds. This article consists of two parts. The first part is theoretical. We introduce the notion of jumps in matching statistics between two strings and derive their properties. We estimate the frequency of jumps for random strings in a non-uniform Bernoulli model and present a new heuristic argument to find the center of the length distribution of the longest substring that two random strings have in common. The results are generalized to near-perfect matches with a small number of mismatches. In the second part, we use the concept of jumps to improve the accuracy of the longest common factor approach for probe selection by moving from a string-based to an energy-based specificity measure, while only slightly more than doubling the selection time.
引用
收藏
页码:57 / 64
页数:8
相关论文
共 12 条
[1]  
ABBASI S, 1997, LONGEST COMMON CONSE
[2]  
Abouelhoda MI, 2002, LECT NOTES COMPUT SC, V2452, P449
[3]   SUBLINEAR APPROXIMATE STRING-MATCHING AND BIOLOGICAL APPLICATIONS [J].
CHANG, WI ;
LAWLER, EL .
ALGORITHMICA, 1994, 12 (4-5) :327-344
[4]  
Gusfield D, 1997, ALGORITHMS STRINGS T
[5]   Selecting signature oligonucleotides to identify organisms using DNA arrays [J].
Kaderali, L ;
Schliep, A .
BIOINFORMATICS, 2002, 18 (10) :1340-1349
[6]   Selection of optimal DNA oligos for gene expression arrays [J].
Li, FG ;
Stormo, GD .
BIOINFORMATICS, 2001, 17 (11) :1067-1076
[7]   On the distribution of the number of missing words in random texts [J].
Rahmann, S ;
Rivals, E .
COMBINATORICS PROBABILITY & COMPUTING, 2003, 12 (01) :73-87
[8]   Rapid large-scale oligonucleotide selection for microarrays [J].
Rahmann, S .
CSB2002: IEEE COMPUTER SOCIETY BIOINFORMATICS CONFERENCE, 2002, :54-63
[9]  
Rivals E, 2001, LECT NOTES COMPUT SC, V2076, P615