Bioinformatics analysis revealed that KLK7 mRNA levels are significantly associated with histological classification, clinical stage, tumor location, extrathyroidal extension, and a history of thyroid conditions in THCA patients, while showing no significant correlation with age or sex. The gene discussed is KLK7; the disease is neoplasm.