DocumentCode
1986623
Title
Fast and sensitive probe selection for DNA chips using jumps in matching statistics
Author
Rahmann, Sven
Author_Institution
Dept. of Computational Molecular Biol, Max-Planck-Inst. fur Molecular Genetics, Berlin, Germany
fYear
2003
fDate
11-14 Aug. 2003
Firstpage
57
Lastpage
64
Abstract
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 nonuniform 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.
Keywords
DNA; arrays; biology computing; genetics; molecular biophysics; probes; statistics; DNA chips; DNA microarrays; fast probe selection; heuristic argument; matching statistics; nonuniform Bernoulli model; probe selection algorithms; random string; sensitive probe selection; Biology computing; DNA; Fluorescence; Frequency estimation; Gene expression; Large-scale systems; Probes; Semiconductor device measurement; Sequences; Statistics;
fLanguage
English
Publisher
ieee
Conference_Titel
Bioinformatics Conference, 2003. CSB 2003. Proceedings of the 2003 IEEE
Print_ISBN
0-7695-2000-6
Type
conf
DOI
10.1109/CSB.2003.1227304
Filename
1227304
Link To Document