Interestingly, our nine-gene signature was associated with OS in each subgroup significantly, regardless of age, gender, serum levels of AFP, tumor number, tumor size, tumor differentiation, except for tumor stage III/IV and the presence of microvascular invasion (Additional file 4: Figure S2II). Here, AFP is linked to neoplasm.