In the validation cohort, AFP and PIVKA-II levels yielded similar patterns as seen in the development cohort (Fig. 1d, e), and the probability of the biomarker associated with the presence and staging of HCC is shown in Fig. 1f. The gene discussed is AFP; the disease is hepatocellular carcinoma.