Title :
Accurate Reconstruction for DNA Sequencing by Hybridization Based on a Constructive Heuristic
Author :
Chen, Yang ; Hu, Jinglu
Author_Institution :
Furuzuki Lab., Waseda Univ., Kitakyushu, Japan
Abstract :
Sequencing by hybridization is a promising cost-effective technology for high-throughput DNA sequencing via microarray chips. However, due to the effects of spectrum errors rooted in experimental conditions, an accurate and fast reconstruction of original sequences has become a challenging problem. In the last decade, a variety of analyses and designs have been tried to overcome this problem, where different strategies have different trade-offs in speed and accuracy. Motivated by the idea that the errors could be identified by analyzing the interrelation of spectrum elements, this paper presents a constructive heuristic algorithm, featuring an accurate reconstruction guided by a set of well-defined criteria and rules. Instead of directly reconstructing the original sequence, the new algorithm first builds several accurate short fragments, which are then carefully assembled into a whole sequence. The experiments on benchmark instance sets demonstrate that the proposed method can reconstruct long DNA sequences with higher accuracy than current approaches in the literature.
Keywords :
DNA; bioinformatics; biological techniques; heuristic programming; molecular biophysics; molecular configurations; accurate DNA sequence reconstruction; constructive heuristic algorithm; high throughput DNA sequencing; hybridization; long DNA sequences; microarray chips; spectrum errors; Accuracy; Bioinformatics; Computational biology; Construction industry; DNA; Heuristic algorithms; Joining processes; DNA sequencing; bioinformatics; heuristic algorithm; microarrays.; sequencing by hybridization; Algorithms; Computational Biology; Computer Simulation; Humans; Models, Genetic; Nucleic Acid Hybridization; Oligonucleotide Array Sequence Analysis; Sequence Analysis, DNA;
Journal_Title :
Computational Biology and Bioinformatics, IEEE/ACM Transactions on
DOI :
10.1109/TCBB.2010.89