Importantly, compare to non-malignant EPIs, malignant EPIs exhibited upregulation of SPP1. Further in vitro and in vivo experimental analyses are warranted to functionally validate the genes within HCCEvoSig that exhibit intra-tumor transcriptional dynamics and drive tumor cell biodiversity. This evidence concerns the gene SPP1 and neoplasm.