USF3 and thyroid cancer: In thyroid carcinoma, USF3 has been implicated in epithelial–mesenchymal transition (EMT) regulation, with germline compound heterozygous deletions in its polyglutamine tract proposed as risk factors for familial and sporadic thyroid cancer, particularly in Cowden syndrome-like phenotypes [32].