Unlike previous studies, the dataset included standard demographic and biochemical markers (i.e., FT3, FT4, TSH, TPO, TGAb) and detailed ultrasound-derived characteristics of thyroid nodules (e.g., location, multifocality, size). The gene discussed is TPO; the disease is thyroid nodule.