SPINK1 mitigates tumor cell apoptosis caused by excessive protease activation through trypsin-like serine protease activity inhibition, with elevated expression significantly correlating with increased vascular invasion and recurrence risk in hepatocellular carcinoma patients. The gene discussed is SPINK1; the disease is hepatocellular carcinoma.