High-speed exhaustive 3-locus interaction epistasis analysis on FPGAs

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- Investigación (FIC) [1635]
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High-speed exhaustive 3-locus interaction epistasis analysis on FPGAsAuthor(s)
Date
2015-07Citation
J. Christian Kässens, L. Wienbrandt, J. González-Domínguez, B. Schmidt, and M. Schimmler, "High-speed exhaustive 3-locus interaction epistasis analysis on FPGAs", Journal of Computational Science, Vol. 9, Pp 131-136, July 2015, doi: 10.1016/j.jocs.2015.04.030
Abstract
[Abstract]: Epistasis, the interaction between genes, has become a major topic in molecular and quantitative genetics. It is believed that these interactions play a significant role in genetic variations causing complex diseases. Several algorithms have been employed to detect pairwise interactions in genome-wide association studies (GWAS) but revealing higher order interactions remains a computationally challenging task. State of the art tools are not able to perform exhaustive search for all three-locus interactions in reasonable time even for relatively small input datasets. In this paper we present how a hardware-assisted design can solve this problem and provide fast, efficient and exhaustive third-order epistasis analysis with up-to-date FPGA technology.
Keywords
Epistasis
GWAS
FPGA
High performance computing
Gene–gene interactions
Mutual information
Entropy
Bioinformatics
GWAS
FPGA
High performance computing
Gene–gene interactions
Mutual information
Entropy
Bioinformatics
Editor version
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©2015 Elsevier B.V. All rights reserved.