Title :
A randomized algorithm for aligning DNA sequences to reference genomes
Author :
Vo, Nam S. ; Tran, Quang ; Niraula, Nobal ; Phan, Vinhthuy
Author_Institution :
Dept. of Comput. Sci., Univ. of Memphis, Memphis, TN, USA
Abstract :
The alignment of reads generated by next-generation sequencers is an important problem in many biomedical applications. Although many methods have been proposed, we introduce a new randomized algorithm with the distinction of having high performance across a wide range of read lengths and base error rates. We utilize two FM indices to facilitate efficient bidirectional searching. Randomization allows us to estimate effectively key parameters, which ultimately account for the consistency in performance of the method. Our method by and large outperformed some of the recent and popular methods over a wide range of read lengths and base error rates.
Keywords :
DNA; genomics; molecular biophysics; randomised algorithms; DNA sequences; FM indices; base error rates; bidirectional searching; biomedical applications; genomes; high performance; next-generation sequencers; randomized algorithm; Bioinformatics; DNA; Frequency modulation; Genomics; Indexes; Microorganisms; Transforms; FM index; next-generation sequencing; randomization; read alignment;
Conference_Titel :
Computational Advances in Bio and Medical Sciences (ICCABS), 2013 IEEE 3rd International Conference on
Conference_Location :
New Orleans, LA
DOI :
10.1109/ICCABS.2013.6629197