By comparing the C-index and error curves, we ultimately selected 7 key MVI genes (GPX2, CANX, SLPI, CFL1, PIGO, CARHSP1, DCN) to construct the HCC prognostic model. The gene discussed is DCN; the disease is hepatocellular carcinoma.