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arXiv 2201.03331cs.DCcs.CE
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Fiuncho:CPU簇中任意阶上位性检测程序

Fiuncho: a program for any-order epistasis detection in CPU clusters

Christian Ponte-Fernández, Jorge González-Domínguez, María J. Martín

摘要:

上位性可以定义为基因在表型表达过程中的统计相互作用。它被认为在基因表达中起着重要作用,因为在以前的全基因组关联研究中,个别遗传变异报告了疾病风险的非常小的增加。最成功的上位性检测方法是穷举法,尽管其指数时间复杂度要求高度并行的实现以便使用。这项工作提出了Fiuncho,一个程序,利用所有级别的并行存在于\textit{x86\_64} CPU集群,以减轻这种方法的复杂性。它支持任何顺序的上位性相互作用,与其他穷举方法相比,它平均分别比MDR,MPI3SNP和BitEpi快358,7和3倍。

英文摘要:

Epistasis can be defined as the statistical interaction of genes during the expression of a phenotype. It is believed that it plays a fundamental role in gene expression, as individual genetic variants have reported a very small increase in disease risk in previous Genome-Wide Association Studies. The most successful approach to epistasis detection is the exhaustive method, although its exponential time complexity requires a highly parallel implementation in order to be used. This work presents Fiuncho, a program that exploits all levels of parallelism present in \textit{x86\_64} CPU clusters in order to mitigate the complexity of this approach. It supports epistasis interactions of any order, and when compared with other exhaustive methods, it is on average 358, 7 and 3 times faster than MDR, MPI3SNP and BitEpi, respectively.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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