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Fast Optimal Genome Tiling with Applications to Microarray Design and Homology Search
- 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.
- Subjects :
- Genetics
Models, Genetic
Computer science
Efficient algorithm
Computational Biology
Approximation algorithm
DNA
Genomics
Genome
Homology (biology)
Computational Mathematics
Computational Theory and Mathematics
Modeling and Simulation
Tiling problem
DNA microarray
Sequence Alignment
Molecular Biology
Algorithm
Algorithms
Mathematics
Microarray design
Oligonucleotide Array Sequence Analysis
Real number
Subjects
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