Myomectomy (my-o-MEK-tuh-me) is a surgical procedure to remove uterine fibroids — also called leiomyomas (lie-o-my-O-muhs). These common noncancerous growths appear in the uterus. Uterine fibroids usually develop during childbearing years, but they can occur at any age.