Evolving Genomics Through Simulated Evolution
Very good pointer from Epistasis blog, see it here.
It outlines the urgent need of computational intelligence approaches in genomics in general and what kind of (tremendously) high dimensional problems that field is facing nowadays. Jason Moore - the article's author - claims computational intelligence can ease those dificulties, softnening, in some sense, the problems' hardnesses.
The section four is of main interest for evolutionary computation fans, since it deals a lot with genetic algorithms, non-linearities in gene interaction, and so on.