DocumentCode
2297146
Title
Implementation of Smith-Waterman Algorithm in OpenCL for GPUs
Author
Razmyslovich, Dzmitry ; Marcus, Guillermo ; Gipp, Markus ; Zapatka, M. ; Szillus, A.
Author_Institution
Inst. for Comput. Eng. (ZITI), Univ. of Heidelberg, Mannheim, Germany
fYear
2010
fDate
Sept. 30 2010-Oct. 1 2010
Firstpage
48
Lastpage
56
Abstract
In this paper we present an implementation of the Smith-Waterman algorithm. The implementation is done in OpenCL and targets high-end GPUs. This implementation is capable of computing similarity indexes between reference and query sequences. The implementation is designed for the sequence alignment paths calculation. In addition, it is capable of handling very long reference sequences (in the order of millions of nucleotides), a requirement for the target application in cancer research. Performance compares favorably against CPU, being on the order of 9 - 130 times faster, 3 times faster than the CUDA-enabled CUDASW++v2.0 for medium sequences or larger. Additionally, it is on par with Farrar´s performance, but with less constraints in sequence length.
Keywords
bioinformatics; cancer; computer graphic equipment; coprocessors; query processing; software standards; GPU; OpenCL; Smith-Waterman algorithm; cancer; query sequences; reference sequences; Bioinformatics; CUDA; GPU; OpenCL; Smith-Waterman;
fLanguage
English
Publisher
ieee
Conference_Titel
Parallel and Distributed Methods in Verification, 2010 Ninth International Workshop on, and High Performance Computational Systems Biology, Second International Workshop on
Conference_Location
Enschede
Print_ISBN
978-0-7695-4265-2
Type
conf
DOI
10.1109/PDMC-HiBi.2010.16
Filename
5698470
Link To Document