In contrast, only FOXD3 and SPAG6 maintained good performance in distinguishing non-cirrhotic HCC from non-cirrhotic control livers, with AUC values of 0.854 and 0.870, respectively (Supplementary Fig. 2). The gene discussed is SPAG6; the disease is hepatocellular carcinoma.