Our deep learning analysis pinpointed 20 key genes as genetic signature for recurrent HCC, with IL6 standing out as the most significant signature, overlapping with both the crucial bridge genes and the top ten hub genes. Here, IL6 is linked to hepatocellular carcinoma.