FPGA architecture for pairwise statistical significance estimation. (1st January 2013)
- Record Type:
- Journal Article
- Title:
- FPGA architecture for pairwise statistical significance estimation. (1st January 2013)
- Main Title:
- FPGA architecture for pairwise statistical significance estimation
- Authors:
- Honbo, Daniel
Pande, Amit
Choudhary, Alok - Abstract:
- Sequence comparison is one of the most fundamental computational problems in bioinformatics. Pairwise sequence alignment methods align two sequences using a substitution matrix consisting of pairwise scores of aligning different residues with each other (like BLOSUM62), and give an alignment score for the given sequence-pair. This work addresses the problem of accurately estimating statistical significance of pairwise alignment for the purpose of identifying related sequences, by making the sequence comparison process more sequence-specific. Specifically, we develop algorithms for sequence-specific strategies for hardware acceleration of pairwise sequence alignment in conjunction with statistical significance estimation. Using pairwise statistical significance has been shown to give better retrieval accuracy compared to database statistical significance reported by popular database search programmes like BLAST and PSI-BLAST. We provide a 'flexible array' hardware architecture which provides a scalable systolic array suitable for both long and short sequences. The results with Xtremedata XD1000 FPGA platform show a speed-up by up to a factor of more than 200.
- Is Part Of:
- International journal of high performance systems architecture. Volume 4:Number 3(2013)
- Journal:
- International journal of high performance systems architecture
- Issue:
- Volume 4:Number 3(2013)
- Issue Display:
- Volume 4, Issue 3 (2013)
- Year:
- 2013
- Volume:
- 4
- Issue:
- 3
- Issue Sort Value:
- 2013-0004-0003-0000
- Page Start:
- 121
- Page End:
- 131
- Publication Date:
- 2013-01-01
- Subjects:
- pairwise statistical significance -- PSS -- field-programmable gate array -- FPGA -- sequence alignment
Computer architecture -- Periodicals
Computer systems -- Periodicals
High performance computing -- Periodicals
004.205 - Journal URLs:
- http://www.inderscience.com/jhome.php?jcode=ijhpsa ↗
http://www.inderscience.com/ ↗ - Languages:
- English
- ISSNs:
- 1751-6528
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 8676.xml