It's often not possible to prevent thyroid cancer. But the following measures may reduce or eliminate your risk: 1  Preventive (prophylactic) surgery. 2  If you've inherited a defective RET gene, you may choose to have your thyroid gland surgically removed, even though the gland appears to be healthy.