DocumentCode :
1948639
Title :
An FPGA aligner for short read mapping
Author :
Chen, Yupeng ; Schmidt, Bertil ; Maksell, Douglas L.
Author_Institution :
Sch. of Comput. Eng., Nanyang Technol. Univ., Singapore, Singapore
fYear :
2012
fDate :
29-31 Aug. 2012
Firstpage :
511
Lastpage :
514
Abstract :
The rapid growth of short read datasets poses a new challenge to the mapping of short reads to a reference genome in terms of sensitivity and execution speed. In this work, we present a parallel architecture for short read mapping utilizing field programmable gate array (FPGA)-based hardware. The computation intensive semi-global alignment and the hash table lookup operations are mapped onto an FPGA. The proposed Align Core is implemented with a parallel block structure to gain computational efficiency. We present a new parallel block-wise alignment structure to approximate the conventional dynamic programming algorithm. The performance of our FPGA aligner is compared to the GASSST and BWA software implementations. In terms of the overall execution time, our FPGA aligner achieves a speedup between 3.4 to 6.7 compared to GASSST with a comparable sensitivity and a speedup between 2.5 to 5.2 compared to BWA at a higher sensitivity.
Keywords :
dynamic programming; field programmable gate arrays; parallel architectures; parallel programming; table lookup; BWA software implementations; FPGA aligner; FPGA-based hardware; GASSST; align core; computational efficiency; dynamic programming algorithm; field programmable gate array; hash table lookup operations; parallel architecture; parallel block structure; parallel block-wise alignment structure; short read datasets; short read mapping; Bioinformatics; Engines; Error analysis; Field programmable gate arrays; Genomics; Instruction sets; Sensitivity;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Field Programmable Logic and Applications (FPL), 2012 22nd International Conference on
Conference_Location :
Oslo
Print_ISBN :
978-1-4673-2257-7
Electronic_ISBN :
978-1-4673-2255-3
Type :
conf
DOI :
10.1109/FPL.2012.6339267
Filename :
6339267
Link To Document :
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