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Fast Optimal Genome Tiling with Applications to Microarray Design and Homology Search

Authors :
Mark Gerstein
Michael Snyder
Paul Bertone
Bhaskar DasGupta
Piotr Berman
Ming-Yang Kao
Source :
Journal of Computational Biology. 11:766-785
Publication Year :
2004
Publisher :
Mary Ann Liebert Inc, 2004.

Abstract

In this paper, we consider several variations of the following basic tiling problem: given a sequence of real numbers with two size-bound parameters, we want to find a set of tiles of maximum total weight such that each tiles satisfies the size bounds. A solution to this problem is important to a number of computational biology applications such as selecting genomic DNA fragments for PCR-based amplicon microarrays and performing homology searches with long sequence queries. Our goal is to design efficient algorithms with linear or near-linear time and space in the normal range of parameter values for these problems. For this purpose, we first discuss the solution to a basic online interval maximum problem via a sliding-window approach and show how to use this solution in a nontrivial manner for many of the tiling problems introduced. We also discuss NP-hardness results and approximation algorithms for generalizing our basic tiling problem to higher dimensions. Finally, computational results from applying our tiling algorithms to genomic sequences of five model eukaryotes are reported.

Details

ISSN :
15578666 and 10665277
Volume :
11
Database :
OpenAIRE
Journal :
Journal of Computational Biology
Accession number :
edsair.doi.dedup.....5b44e7413a80076d59f7718202b12036
Full Text :
https://doi.org/10.1089/cmb.2004.11.766