The identification of high-risk subsets of colon cancers has undergone extensive study over the years, and multidimensional gene signatures have shown promise for colon cancer. However, several hurdles need to be overcome in order to show the benefit of this approach and successfully apply them to the clinic. (Clin Cancer Res 2009;15(24):7451–2)