There are a variety of definitions for epistasis, but a common hallmark is that the effect of one genetic locus differs depending on the genetic background. In such cases, modeling genetic loci jointly may explain more of the trait variance than a model that includes only main effects. In the most extreme case, it may turn out that the importance of a genetic variant may be revealed as significant only in a joint analysis (Culverhouse et al. 2002).
