Ant Colony Optimisation for Exploring Logical Gene-Gene Associations in Genome Wide Association Studies

نویسندگان

  • Emmanuel Sapin
  • Ed Keedwell
  • Timothy M. Frayling
چکیده

In this paper a search for the logical variants of gene-gene interactions in genome-wide association study (GWAS) data using ant colony optimisation is proposed. The method based on stochastic algorithms is tested on a large established database from the Wellcome Trust Case Control Consortium and is shown to discover logical operations between combinations of single nucleotide polymorphisms that can discriminate Type II diabetes. A variety of logical combinations are explored and the best discovered associations are found within reasonable computational time and are shown to be statistically significant.

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تاریخ انتشار 2013