Despite these observations, the transcriptional regulatory mechanisms underlying BGN expression in papillary thyroid carcinoma (PTC) and its functional significance within the tumor microenvironment (TME) remain poorly understood. Here, BGN is linked to thyroid gland papillary carcinoma.