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| Content Provider | ACM Digital Library |
|---|---|
| Author | Chen, Henry McMahon, Peter Stevens, Kristian Filiba, Terry Song, Yun S. |
| Abstract | Recent advances in ultra-high-throughput sequencing technology are allowing researchers to generate immense amounts of raw data in the form of short reads from ultra high-throughput platforms. We demonstrate how Field Programmable Gate Arrays (FPGAs) may be used to address computing challenges associated with next-generation genome sequencing. A common prerequisite to utilizing data generated by next-generation sequencers is alignment to a reference genome. While dynamic programming (DP) alignment algorithms are generally avoided on conventional architectures due to their computational complexity, they can be tailored for efficient implementation on systolic architectures. We implemented application-specific DP algorithms for aligning data from ultra high throughput sequencers utilizing a reconfigurable computing cluster of BEE2 boards. In our design each FPGA is capable of rapidly aligning multiple sequences in parallel against a long reference genome using multiple systolic arrays. The reconfigurable cluster proves to be scalable and capable of processing real world datasets as large as the Human genome in time proportional to data acquisition. We examine the advantages and practicality of this approach by benchmarking using Illumina sequence data from a large high-throughput sequencing project. We addressed an open question of whether a DP algorithm efficiently implementable on an FPGA can offer a quantitative improvement over the heuristic methods currently employed. Our extensive validation showed that application specific algorithms and computing hardware can provide more accurate results than current heuristic methods and may be particularly useful in circumstances where error rates or evolutionary divergence is high. While directly addressing the important problem of assembling genomes, the methods presented are also relevant to many other "omics" research applications. |
| Starting Page | 284 |
| Ending Page | 284 |
| Page Count | 1 |
| ISBN | 9781605589114 |
| DOI | 10.1145/1723112.1723164 |
| Language | English |
| Publisher | Association for Computing Machinery (ACM) |
| Publisher Date | 2010-02-21 |
| Publisher Place | New York |
| Access Restriction | Subscribed |
| Subject Keyword | Fpga Reconfigurable logic Genome resequencing Acceleration |
| Content Type | Text |
| Resource Type | Article |
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