statistics which add inherent complexity to the process. A pre-determined analytic strategy for the main gene discovery stage as well as approaches to G*E and G*G associations requires special planning as there is no standard approach though all agree that very large numbers are required to support the enhanced power requirements of G*E investigations [Garcia-Closas and Lubin, 1999; Kraft and Hunter, 2005].