In the training dataset, we found that the ROC curves plotted for SPINK1 separated the stage I and II HCC samples from the normal adjacent to tumor controls with high discriminatory accuracy (Figure 2). The gene discussed is SPINK1; the disease is hepatocellular carcinoma.