Our analysis of epistasis, applied to a case-control study based on a candidate gene approach [7], has identified an interaction between PAX8 and STK17B. This and future findings of epistatic genetic associations could be the first step towards a deeper biological characterization of thyroid cancer. This evidence concerns the gene PAX8 and thyroid cancer.