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

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- Investigación (FIC) [1685]
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High-speed exhaustive 3-locus interaction epistasis analysis on FPGAsAutor(es)
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2015-07Cita bibliográfica
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
Resumo
[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.
Palabras chave
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
Versión do editor
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