Five survival‐related genes, TMEM63C, COL5A1, LOXL1, ADAMTS2, and LYSMD3 were identified; the expression of COL5A1 and LOXL1 was upregulated in PTC tissues and may be related to OS and PFS of thyroid cancer patients. Here, TMEM63C is linked to thyroid cancer.