“…With relatively few positive associations, and even fewer successful replications, there has been a growing acceptance that the complexities of treatment response are unlikely to be explained by a single genetic variant. Pharmacogenetic investigations in the epilepsy field now routinely include multiple genes implicated in both the pathogenesis of epilepsy and the pharmacokinetic and pharmacodynamic pathways of AEDs (Cavalleri et al, 2011;Grover et al, 2010;Johnson et al, 2011;Petrovski et al, 2009;Sánchez et al, 2010). Such studies generate a large volume of data and have necessarily precipitated an interest in analytical approaches, such as the development of machine learning algorithms, to efficiently identify patterns of genetic variants that associate with phenotypes of interest in highdimensional data (Nicodemus and Malley, 2009).…”