In conclusion, our study has identified unique pathological characteristics associated with the RET and NTRK3 fusion genes in thyroid carcinoma cases, such as non-papillary structures, compressed nuclei, dysmorphic clear cells, calcification, and similarities with DSVPTC. The gene discussed is NTRK3; the disease is thyroid gland carcinoma.