Title :
MUSIC: A hybrid computing environment for burrows-wheeler alignment for massive amount of short read sequence data
Author :
Gupta, Swastik ; Chaudhury, Santanu ; Panda, Biplab
Author_Institution :
Bio-IT Centre, Inst. of Bioinf. & Appl. Biotechnol., Bangalore, India
Abstract :
High-throughput DNA sequencers are becoming indispensible in our understanding of diseases at molecular level, in marker-assisted selection in agriculture and in microbial genetics research. These sequencing instruments produce enormous amount of data (often terabytes of raw data in a month) that requires efficient analysis, management and interpretation. The commonly used sequencing instrument today produces billions of short reads (upto 150 bases) from each run. The first step in the data analysis step is alignment of these short reads to the reference genome of choice. There are different open source algorithms available for sequence alignment to the reference genome. These tools normally have a high computational overhead, both in terms of number of processors and memory. Here, we propose a hybridcomputing environment called MUSIC (Mapping USIng hybrid Computing) for one of the most popular open source sequence alignment algorithm, BWA, using accelerators that show significant improvement in speed over the serial code.
Keywords :
DNA; data analysis; diseases; genetics; graphics processing units; medical computing; molecular biophysics; public domain software; BWA; MUSIC; burrows-wheeler alignment; data analysis step; diseases; genome; high computational overhead; high-throughput DNA sequencers; mapping using hybrid computing; marker-assisted selection; microbial genetics research; molecular level; open source sequence alignment algorithm; sequencing instruments; short read sequence data; Bioinformatics; Biological information theory; Genomics; Graphics processing units; Instruments; Multiple signal classification; Sequential analysis; CPU; GPU; alignment; sequencing;
Conference_Titel :
Biomedical Engineering (MECBME), 2014 Middle East Conference on
Conference_Location :
Doha
DOI :
10.1109/MECBME.2014.6783237