Meanwhile, bioinformatics analysis indicates that SNHG7 is closely associated with multiple cellular processes, including protein translation, RNA processing, DNA damage repair, and signaling pathway regulation (15), further supporting its multifaceted role in the initiation and progression of thyroid cancer. Here, SNHG7 is linked to thyroid gland carcinoma.