Our research revealed several key findings: firstly, we identified a set of MSA-related genes significantly associated with HCC prognosis, including CCNB2, DLGAP5, ECT2, NUSAP1, SAC3D1, TPX2, and TTK. The gene discussed is TTK; the disease is hepatocellular carcinoma.