To decipher the role of the 23 AC-DEGs in aging tumor progression, we analyzed the expression of the 23 AC-DEGs in the normal thyroid and in early and late tumor stages as well as in the identified aggressiveness clusters (Fig. 4A, Supplementary Fig. 10A). Here, ASAH1 is linked to neoplasm.