Although early-stage colon cancer is potentially curable by surgery, a significant number of patients will experience recurrence and eventually progress to metastatic disease. Although the implementation of adjuvant chemotherapy in stage III disease is recommended, its role in stage II disease remains controversial in clinical practice. The accumulating clinical data strongly indicate that a subset of patients with stage II disease are at increased risk for recurrence and often are not identified by standard clinical and histopathologic features. Recently, research efforts have attempted to identify specific cassettes of markers or gene signatures with the specificity and sensitivity to identify patients at increased risk for recurrence. In an era of personalized medicine, using such biomarkers will assist in identifying high-risk patients and allow the appropriation of adjuvant chemotherapy to reduce the risk of recurrence. In this review, we discuss the development and validation of genetic signatures to predict tumor recurrence and their current status, including the technologies involved and recent experiences in breast cancer. Finally, we describe the proposed recurrence score multigene signature for identifying high-risk stage II colon cancer.