Zhang et al. (2023) used ML algorithms to develop a nomogram for early detection of distant metastases in patients with MTC to address the unreliability of symptoms and serum Ctn and CEA levels for monitoring following surgery [81]. This evidence concerns the gene CEACAM5 and medullary thyroid gland carcinoma.