DocumentCode :
610977
Title :
Reconfigurable Acceleration of Short Read Mapping
Author :
Arram, James ; Kuen Hung Tsoi ; Luk, Wayne ; Peiyong Jiang
Author_Institution :
Dept. of Comput., Imperial Coll. London, London, UK
fYear :
2013
fDate :
28-30 April 2013
Firstpage :
210
Lastpage :
217
Abstract :
Recent improvements in the throughput of nextgeneration DNA sequencing machines poses a great computational challenge in analysing the massive quantities of data produced. This paper proposes a novel approach, based on reconfigurable computing technology, for accelerating short read mapping, where the positions of millions of short reads are located relative to a known reference sequence. Our approach consists of two key components: an exact string matcher for the bulk of the alignment process, and an approximate string matcher for the remaining cases. We characterise interesting regions of the design space, including homogeneous, heterogeneous and run-time reconfigurable designs and provide back of envelope estimations of the corresponding performance. We show that a particular implementation of this architecture targeting a single FPGA can be up to 293 times faster than BWA on an Intel X5650 CPU, and 134 times faster than SOAP3 on an NVIDIA GTX 580 GPU.
Keywords :
biology computing; field programmable gate arrays; graphics processing units; molecular biophysics; string matching; DNA sequencing machine; FPGA; Intel X5650 CPU; NVIDIA GTX 580 GPU; accelerating short read mapping; approximate string matcher; exact string matcher; field programmable gate array; graphics processing unit; heterogeneous reconfigurable design; homogeneous reconfigurable design; reconfigurable acceleration; reconfigurable computing technology; run-time reconfigurable design; Arrays; DNA; Field programmable gate arrays; Hardware; Sociology; Statistics;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Field-Programmable Custom Computing Machines (FCCM), 2013 IEEE 21st Annual International Symposium on
Conference_Location :
Seattle, WA
Print_ISBN :
978-1-4673-6005-0
Type :
conf
DOI :
10.1109/FCCM.2013.57
Filename :
6546021
Link To Document :
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