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Dataflow acceleration of Smith-Waterman with Traceback for high throughput Next Generation Sequencing
File | Description | Size | Format | |
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fpl_paper.pdf | Accepted version | 1.07 MB | Adobe PDF | View/Open |
Title: | Dataflow acceleration of Smith-Waterman with Traceback for high throughput Next Generation Sequencing |
Authors: | Koliogeorgi, K Voss, N Fytraki, S Xydis, S Gaydadjiev, G Soudris, D |
Item Type: | Conference Paper |
Abstract: | Smith-Waterman algorithm is widely adopted bymost popular DNA sequence aligners. The inherent algorithmcomputational intensity and the vast amount of NGS input datait operates on, create a bottleneck in genomic analysis flows forshort-read alignment. FPGA architectures have been extensivelyleveraged to alleviate the problem, each one adopting a differentapproach. In existing solutions, effective co-design of the NGSshort-read alignment still remains an open issue, mainly due tonarrow view on real integration aspects, such as system widecommunication and accelerator call overheads. In this paper, wepropose a dataflow architecture for Smith-Waterman Matrix-filland Traceback alignment stages, to perform short-read alignmenton NGS data. The architectural decision of moving both stages onchip extinguishes the communication overhead, and coupled withradical software restructuring, allows for efficient integration intowidely-used Bowtie2 aligner. This approach delivers×18 speedupover the respective Bowtie2 standalone components, while our co-designed Bowtie2 demonstrates a 35% boost in performance. |
Issue Date: | 7-Nov-2019 |
Date of Acceptance: | 17-May-2019 |
URI: | http://hdl.handle.net/10044/1/72341 |
DOI: | 10.1109/FPL.2019.00021 |
Publisher: | IEEE |
Journal / Book Title: | 2019 29th International Conference on Field Programmable Logic and Applications (FPL) |
Copyright Statement: | © 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. |
Conference Name: | International Conference on Field-Programmable Logic and Applications 2019 |
Keywords: | Science & Technology Technology Computer Science, Hardware & Architecture Computer Science, Software Engineering Computer Science Next Generation Sequencing Reconfigurable Acceleration Dataflow Computing Bowtie2 Smith Waterman Traceback READ ALIGNMENT |
Publication Status: | Published |
Start Date: | 2019-09-09 |
Finish Date: | 2019-09-13 |
Conference Place: | Barcelona, Spain |
Appears in Collections: | Computing Faculty of Engineering |