Amenorrhea can result because of an abnormality in the hypothalamic-pituitary-ovarian axis, anatomical abnormalities of the genital tract, or functional causes. Hypothalamic causes. 1  Craniopharyngioma (a brain tumor near the pituitary gland)  Teratoma (a tumor made up of a mixture of tissues)