Among these, key genes including TMEM106C, ECT2, PSMD2, STIL, and TTK showed significant upregulation in tumor tissues, and their high expression may be closely associated with abnormal activation of tumor stem cells, cell cycle regulation, and enhanced self-renewal capacity. Here, TTK is linked to neoplasm.