Specifically, in THCA, we observed lower GZMK and higher TREM2 and OR4D10 expression in tumor tissues compared to adjacent normal tissues, suggesting their involvement in thyroid cancer pathogenesis. This evidence concerns the gene OR4D10 and thyroid gland carcinoma.