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Cuckoo search epistasis: a new method for exploring significant genetic interactions.


ABSTRACT: The advent of high-throughput sequencing technology has resulted in the ability to measure millions of single-nucleotide polymorphisms (SNPs) from thousands of individuals. Although these high-dimensional data have paved the way for better understanding of the genetic architecture of common diseases, they have also given rise to challenges in developing computational methods for learning epistatic relationships among genetic markers. We propose a new method, named cuckoo search epistasis (CSE) for identifying significant epistatic interactions in population-based association studies with a case-control design. This method combines a computationally efficient Bayesian scoring function with an evolutionary-based heuristic search algorithm, and can be efficiently applied to high-dimensional g

SUBMITTER: Aflakparast M 

PROVIDER: S-EPMC4023449 | biostudies-literature | 2014 Jun

REPOSITORIES: biostudies-literature