In DEGs and Cox regression substantially DEGs, they were notably enriched in pathways linked to thyroid cancer related terms, such as thyroid hormone production, lung cancer, and autoimmune thyroid disease, as depicted in (Please see in Fig. 2c and d). This evidence concerns the gene TG and thyroid cancer.