For instance, several genes such as IDH1 and PGAM1 displayed consistent alterations at the transcript, protein, and metabolite levels, indicating their critical role in reprogramming energy pathways like glycolysis and the TCA cycle in thyroid cancer. This evidence concerns the gene PGAM1 and thyroid gland carcinoma.