DocumentCode
2351644
Title
A High Performance Reconfigurable Core for Motif Searching Using Profile HMM
Author
Benkrid, Khaled ; Velentzas, Panagiotis ; Kasap, Server
Author_Institution
Sch. of Eng. & Electron., Univ. of Edinburgh, Edinburgh
fYear
2008
fDate
22-25 June 2008
Firstpage
285
Lastpage
292
Abstract
A common task in bioinformatics is the comparison of biological sequences to probabilistic models in order to evaluate their similarity. The HMMer software is a popular tool for aligning biological sequences to HMM models that represent biologic motifs. The results of these comparisons can be used to annotate domains of an unknown sequence or locate new members of a modelled family. But as the size of sequence and model repositories increases the time required to perform searches between entire databases becomes impractical. The HMMer engine is an example of this where extended searches can take up to days even with algorithmic improvements and software enhancements. This work describes the acceleration of the Viterbi decoding process by means of parallelizing the algorithm and mapping it to a systolic array. The concurrency of the arraypsilas processing elements is realized by implementing the engine on off-the-self FPGA hardware. Our implementation offers a 247times speedup over a software implementation of the HMMer tool on a standard desktop computer.
Keywords
Viterbi decoding; biology computing; field programmable gate arrays; hidden Markov models; FPGA hardware; Viterbi decoding process; biological sequences; high performance reconfigurable core; motif searching; profile HMM; software enhancements; standard desktop computer; Acceleration; Bioinformatics; Biological system modeling; Databases; Decoding; Engines; Hidden Markov models; Software algorithms; Software tools; Viterbi algorithm; FPGA; HMM; HMMer; Motif Search; Profile;
fLanguage
English
Publisher
ieee
Conference_Titel
Adaptive Hardware and Systems, 2008. AHS '08. NASA/ESA Conference on
Conference_Location
Noordwijk
Print_ISBN
978-0-7695-3166-3
Type
conf
DOI
10.1109/AHS.2008.16
Filename
4584285
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